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https://openalex.org/W3110890573
|
https://zenodo.org/records/4475979/files/diagnostics-10-01078-v3.pdf
|
English
| null |
Retrospective Definition of Clostridioides difficile PCR Ribotypes on the Basis of Whole Genome Polymorphisms: A Proof of Principle Study
|
Diagnostics
| 2,020
|
cc-by
| 9,313
|
Manisha Goyal 1, Lysiane Hauben 2, Hannes Pouseele 3, Magali Jaillard 4, Katrien De Bruyne
Alex van Belkum 1,*
and Richard Goering 5 Received: 17 November 2020; Accepted: 10 December 2020; Published: 12 December 2020 Abstract: Clostridioides difficile is a cause of health care-associated infections. The epidemiological
study of C. difficile infection (CDI) traditionally involves PCR ribotyping. However, ribotyping will
be increasingly replaced by whole genome sequencing (WGS). This implies that WGS types need
correlation with classical ribotypes (RTs) in order to perform retrospective clinical studies. Here,
we selected genomes of hyper-virulent C. difficile strains of RT001, RT017, RT027, RT078, and RT106 to
try and identify new discriminatory markers using in silico ribotyping PCR and De Bruijn graph-based
Genome Wide Association Studies (DBGWAS). First, in silico ribotyping PCR was performed using
reference primer sequences and 30 C. difficile genomes of the five different RTs identified above. Second, discriminatory genomic markers were sought with DBGWAS using a set of 160 independent
C. difficile genomes (14 ribotypes). RT-specific genetic polymorphisms were annotated and validated
for their specificity and sensitivity against a larger dataset of 2425 C. difficile genomes covering 132
different RTs. In silico PCR ribotyping was unsuccessful due to non-specific or missing theoretical
RT PCR fragments. More successfully, DBGWAS discovered a total of 47 new markers (13 in RT017,
12 in RT078, 9 in RT106, 7 in RT027, and 6 in RT001) with minimum q-values of 0 to 7.40 × 10−5,
indicating excellent marker selectivity. The specificity and sensitivity of individual markers ranged
between 0.92 and 1.0 but increased to 1 by combining two markers, hence providing undisputed RT
identification based on a single genome sequence. Markers were scattered throughout the C. difficile
genome in intra- and intergenic regions. We propose here a set of new genomic polymorphisms that
efficiently identify five hyper-virulent RTs utilizing WGS data only. Further studies need to show
whether this initial proof-of-principle observation can be extended to all 600 existing RTs. Keywords: ribotyping; C. difficile; unitigs; markers; WGS; GWAS; CDI; in silico PCR diagnostics diagnostics diagnostics diagnostics www.mdpi.com/journal/diagnostics Diagnostics 2020, 10, 1078; doi:10.3390/diagnostics10121078 diagnostics diagnostics 1. Introduction Clostridioides difficile (C. difficile), formerly known as Clostridium difficile, is an anaerobic,
spore-forming Gram-positive bacterial species that can survive in harsh environments. It can
withstand high temperatures, exposure to ultraviolet light, toxic chemicals, and exposure to antibiotics. Colonization by C. difficile is asymptomatic. The development of disease is mostly driven by host factors Diagnostics 2020, 10, 1078; doi:10.3390/diagnostics10121078 www.mdpi.com/journal/diagnostics www.mdpi.com/journal/diagnostics 2 of 14 Diagnostics 2020, 10, 1078 and disruption of the gut microbiome by frequent consumption of antibiotics [1–3]. Toxigenic strains
of C. difficile can be a lethal cause of C. difficile infection (CDI), which is commonly associated with post
antibiotic diarrhea [4,5]. C. difficile is present in the environment and can be transmitted to patients or
healthcare workers through contact with contaminated surfaces. Inter-human spread mainly occurs
through the fecal–oral route. C. difficile spores are intrinsically resistant to antibiotics and remain viable
during antibiotic treatment. Clindamycin, cephalosporins, and fluoroquinolones are considered as
major antibiotics associated with CDI [6]. Food or water contamination, gastric acid-suppression,
and asymptomatic carriage in the community are the potential risk factors of community acquired
CDI [7]. One-third of the total CDI burden occurring in the USA in 2011 was community-associated [8]. CDI caused half a million hospital-acquired infections and 29,000 deaths in 2012 in the United States [8]
and approximately 40,000 cases of CDI in Europe [9]. Only a limited number of studies reported
emerging CDI in Asia [10]. The increasing incidence of CDI and rapid evolution of antibiotic resistance
in C. difficile has become a global threat to public health [11–13]. CDI diagnosis allows early pathogen isolation and treatment of infection, thereby reducing
the potential of CDI transmission. Various diagnostic procedures for CDI are available, including
toxigenic culture, cell cytotoxic neutralization assay, glutamate dehydrogenase assay, the detection
of toxins by enzyme immunoassays, nucleic acid amplification-based molecular tests, etc. [14–19]. Still, epidemiological C. difficile strain typing is necessary to identify outbreaks within a hospital or the
wider community and facilitates understanding of the dissemination of infections. Ribotyping is a
classical technique for C. difficile typing initially based on hybridization patterns of conserved ribosomal
RNA probe sequences [20,21]. Ribotype (RT) analysis has also been extremely important in the
long-term surveillance of CDI [22]. While traditional typing methods such as restriction endonuclease
analysis (REA) and pulsed-field gel electrophoresis (PFGE) were widely used in the past, PCR-based
ribotyping is the current method of choice for C. 1. Introduction difficile typing [23,24]. PCR ribotyping is dependent
on the amplification of the intergenic spacer region (ISR) between 16S and 23S rRNA genes [25–28]. Since most bacterial species encode multiple ribosomal alleles in their genomes, multiple fragments of
different lengths are amplified when different species but also different strains are considered [25,26]. There are still considerable constraints on PCR ribotyping including elevated costs, a higher probability
of false-positive results, and a lack of interlaboratory portability [10,29,30]. Bacterial whole genome sequencing (WGS) has the potential to provide more detailed
epidemiological information than classical PCR ribotyping [23,31]. To further explore a WGS-based
approach to C. difficile typing, backward compatibility with PCR ribotyping is essential [32]. Previous
studies reported the association of RT001, RT017, and RT027 with lethal CDI and considered those
isolates as hyper-virulent [33,34]. A survey conducted in the North East of England concluded that
RT001, RT027, and RT106 were among the most prevalent and dangerous clones [35]. In the United
States and Europe, RT001, RT014, RT020, RT027, and RT078 have been identified as predominant [36,37]. RT017 is a globally emerging toxigenic RT and can be found on almost every continent [38,39]. Thus, here, we tested both in silico PCR ribotyping and the De Bruijn graph-based Genome Wide
Association Study (DBGWAS) [40] for their capacity to perform retrospective PCR ribotyping for
C. difficile RT001, RT017, RT027, RT078, and RT106. These strains were chosen as a test set representing
global, long-term circulating and clinically relevant epidemic strains. The primary study goal was to
develop a proof-of-principle procedure for sequence-based C. difficile strain typing with retrospective
compatibility to established PCR RTs. 2.2. DBGWAS-Mediated Discovery New RT-Specific Markers A total number of 160 C. difficile genome assemblies (training set) of 14 different RTs including
hyper-virulent RT001, RT017, RT027, RT078, and RT106 were used for the discovery of unique RT
genomic markers (Table 2). This small training set allowed for the development of discriminatory
markers to characterize the five major RTs among the 14 different RTs. Genomes were collected from
the National Center for Biotechnology and Information (NCBI; www.ncbi.nlm.nih.gov), Creighton
University, and the Enterobase databases (https://enterobase.warwick.ac.uk). Metadata of these genomes
are summarized in Supplementary Table S2. Table 2. C. difficile ribotypes included in the training dataset along with the number of genomes and
their source of availability. Table 2. C. difficile ribotypes included in the training dataset along with the number of genomes and
their source of availability. C. difficile Ribotype
Number of Genomes
Source
RT001
24
Enterobase, NCBI, Creighton University
RT002
2
NCBI, Creighton University
RT003
19
NCBI, Creighton University
RT005
19
NCBI, Creighton University
RT010
3
NCBI, Creighton University
RT014
11
NCBI, Creighton University
RT015
2
NCBI, Creighton University
RT017
15
NCBI, Creighton University
RT023
3
NCBI, Creighton University
RT027
15
NCBI, Creighton University
RT046
4
NCBI, Creighton University
RT078
15
NCBI, Creighton University
RT106
22
Enterobase, NCBI, Creighton University
RT126
6
NCBI, Creighton University
TOTAL
160 To identify associations between variant genetic loci and PCR RT, a hypothesis-free DBGWAS
method was used. DBGWAS defines genetic variants linked to phenotypic traits via single nucleotide
polymorphism (SNP), insertions, deletions, and consequences of recombination [41,42]. We used an
open source tool (https://gitlab.com/leoisl/dbgwas) [40]. The tool is able to cover variants in coding as
well as non-coding regions of bacterial genomes. DBGWAS was performed keeping the tool parameters
in the default setting for different C. difficile ribotypes (RT001, RT017, RT027, RT078, and RT106) and
their RT-specific genetic variants observed in the training set. Each C. difficile RT was considered
independently in this study. DBGWAS identified short signature sequences called (overlapping)
k-mers, yielding a compact summary of all variations across a set of genomes [40]. Overlapping k-mers
are called unitigs and were selected on the basis of their specific and unique presence in a particular
RT. Q-values define test sensitivity and specificity and are Benjamini–Hochberg-transformed p-values
for controlling the false-positive results in case of multiple testing [40,43]. 2.1. In Silico PCR-Based Ribotyping We performed in silico PCR using canonical ribotyping PCR primers. Based on the reference
sequences 16S-USA and 23S-USA (Table 1), in silico PCR was performed using the subsequence search
tool in BioNumerics v7.6 software (Applied Maths NV, Sint Martens-Latem, Belgium). Besides 7 3 of 14 Diagnostics 2020, 10, 1078 genomes obtained from Creighton University, 23 C. difficile genomes of five selected RTs were
downloaded from NCBI to verify in silico amplification of the ISR region (Supplementary Table S1). Table 1. Primer pair used for in silico PCR-based ribotyping of Clostridioides difficile. Primer
Gene Target
GenBank
Accession No. Sequence (5’–3’)
Tm (◦C)
Reference
16S-USA
(Forward)
16S rRNA gene
FN545816
(12293)GTGCGGCTGGATCACCTCCT
(12312)
71.0
Xiao et al.,
2012 (46)
23S-USA
(Reverse)
23S rRNA gene
FN545816
(12621)CCCTGCACCCTTAATAACTTGACC
(12598)
67.1 Table 1. Primer pair used for in silico PCR-based ribotyping of Clostridioides difficile. 2.3. Validation of Markers Validation of novel unitig markers was performed by means of BLAST searches against the test
set of genomes (Table 3). A wide range of 2425 genomes covering 132 different C. difficile RTs was
downloaded [44] and processed using a Linux shell script. These sequences represented PCR ribotyped
strains from different countries and clinical and environmental specimens for which phylogenetic
analyses were already performed by Frentrup et al. [44] (Supplementary Table S3). A database of this
test set was created to perform local command line BLAST searches against the set of significant unitigs
identified above. The specificity of all the unitigs was tested using strict parametric filters of 100%
coverage and identity. 3. C. difficile ribotypes downloaded from the Enterobase database as a test dataset and the num
omes included in each ribotype. 2.2. DBGWAS-Mediated Discovery New RT-Specific Markers R scripting was used to deal
with large matrices defining the presence (1) or absence (0) of extracted unitigs in the training set of
C. difficile genomes. Diagnostics 2020, 10, 1078 4 of 14 2.3. Validation of Markers Ribotype
Count
Ribotype
Count
Ribotype
Count
Ribotype
Count
RT001
206
RT046
3
RT127
1
RT375
1
RT002
53
RT049
9
RT129
1
RT404
15
RT003
11
RT050
4
RT137
1
RT413
13
RT005
14
RT051
1
RT138
1
RT446
2
RT006
1
RT053
5
RT149
1
RT449
2
RT009
2
RT054
2
RT150
1
RT451
1
RT010
7
RT056
5
RT153
1
RT453
1
RT011
3
RT058
1
RT156
1
RT454
1
RT012
45
RT060
1
RT157
1
RT456
1
RT013
1
RT062
2
RT158
1
RT470
1
RT014
113
RT063
1
RT176
13
RT500
21
RT015
36
RT066
3
RT193
1
RT534
1
RT017
272
RT067
1
RT194
1
RT547
1
RT018
55
RT069
1
RT212
1
RT559
1
RT019
1
RT070
4
RT220
4
RT563
1
RT020
44
RT072
1
RT225
1
RT569
1
RT022
1
RT073
2
RT226
1
RT581
1
RT023
16
RT075
1
RT236
3
RT585
1
RT024
1
RT076
2
RT238
1
RT586
1
RT026
6
RT077
1
RT239
2
RT591
1
RT027
652
RT078
492
RT241
5
RT598
8
RT029
3
RT081
2
RT244
9
RT614
1
RT031
2
RT083
1
RT251
1
RT620
2
RT032
1
RT084
2
RT262
1
RT629
1
RT033
5
RT087
8
RT284
1
RT651
1
RT035
2
RT090
1
RT289
1
RT666
1
RT036
1
RT094
1
RT290
1
RT668
1
RT037
1
RT102
1
RT305
1
RT678
1
RT039
5
RT103
2
RT316
1
RT708
1
RT042
2
RT106
55
RT321
1
RT719
1
RT043
2
RT117
2
RT328
2
RT720
1
RT044
2
RT125
1
RT336
1
RT721
1
RT045
2
RT126
79
RT356
8
RT722
1 Table 3. C. difficile ribotypes downloaded from the Enterobase database as a test dataset and the number
of genomes included in each ribotype. Table 3. C. difficile ribotypes downloaded from the Enterobase database as a test dataset and the number
of genomes included in each ribotype. 2.4. Statistically Reliable Ribotype Prediction tistically Reliable Ribotype Prediction 3.1. In Silico PCR
3.1. In Silico PCR
The visualiz The visualization of amplified DNA sequences from the intergenic region between 16S and 23S
ribosomal genes is the current Gold Standard for C. difficile typing [25,47]. In our study, in silico PCR
for 30 randomly selected, well-characterized C. difficile genome sequences was essentially unsuccessful
(Figure 1 and Supplementary Table S1). Genome sequences included generated insufficient numbers
of differently sized fragments. The fragment sizes that were calculated were verified with the online
tool available at http://insilico.ehu.es/PCR [10]. On the other hand, more recently sequenced C. difficile
genomes were showing only one or even none of the expected amplified fragments (Supplementary
Table S1). There is a substantial possibility that the PCR ribotyping fragments observed upon laboratory
experimentation for these strains may not derive from ISR variants but rather from random amplification. Thus, in silico PCR failed to generate reliable RTs which prompted us to explore the feasibility of
DBGWAS-based typing. Of note, we presume here that NGS-based methods are very likely to be more
reliable than any of the many other molecular typing methods. The visualization of amplified DNA sequences from the intergenic region between 16S and 23S
ribosomal genes is the current Gold Standard for C. difficile typing [25,47]. In our study, in silico PCR
for 30 randomly selected, well-characterized C. difficile genome sequences was essentially
unsuccessful (Figure 1 and Supplementary Table S1). Genome sequences included generated
insufficient numbers of differently sized fragments. The fragment sizes that were calculated were
verified with the online tool available at http://insilico.ehu.es/PCR [10]. On the other hand, more
recently sequenced C. difficile genomes were showing only one or even none of the expected amplified
fragments (Supplementary Table S1). There is a substantial possibility that the PCR ribotyping
fragments observed upon laboratory experimentation for these strains may not derive from ISR
variants but rather from random amplification. Thus, in silico PCR failed to generate reliable RTs
which prompted us to explore the feasibility of DBGWAS-based typing. Of note, we presume here
that NGS-based methods are very likely to be more reliable than any of the many other molecular
typing methods. Figure 1. In silico ribotyping of different C. difficile genome sequences using the ISR 16S and 23S USA
primer pair. The five panels represent the results obtained for examples of five different ribotypes. 2.4. Statistically Reliable Ribotype Prediction To evaluate the potential typing significance of the unitigs as compared to the classical ribotyping
of C. difficile strains, sensitivity and specificity (selectivity) were computed for all the unitigs [45]. The efficiency of GWAS can be measured by assessing the false discovery rate (FDR) [46]. To increase
the potential typing significance of our new method, combination statistics were performed. Sensitivity 5 of 14 Diagnostics 2020, 10, 1078 and specificity were also computed for certain combinations of two or more selected unitig sequences. The parameters defined were, next to the FDR, TP (true-positives, correctly predicting positive values,
e.g., number of true RT017 predicted as RT017), FP (false-positives, missed negative values, e.g., number
of non-RT017 genomes still predicted as RT017), FN (false-negatives, missed positive values), and TN
(true-negatives, correctly rejected values). Diagnostics 2020, 10, x FOR PEER REVIEW
5 of 14 3. Results and Discussion
3. Results and Discussion 3.1. In Silico PCR
3.1. In Silico PCR
The
isuali 2.5. Functional Annotation of Unitigs
2.5. Functional Annotation of Unitigs
Selected unitigs were annota Selected unitigs were annotated using BLASTn alignment. Well-characterized C. difficile genomes
were used as a reference to locate these new markers. Specific annotation for each marker was filtered
out using minimum E-value, 100% identity, 100% coverage, and 0 gap score. Selected unitigs were annotated using BLASTn alignment. Well characterized C. difficile
genomes were used as a reference to locate these new markers. Specific annotation for each marker
was filtered out using minimum E-value, 100% identity, 100% coverage, and 0 gap score. 3 R
lt
d Di
i 3.1. In Silico PCR
3.1. In Silico PCR
The visualiz Bar graphs show the number of theoretical PCR bands (vertical axis, number of bands labeled on each
bar) in the ribosomal region of respective genome sequences (horizontal axis), whereas the genomes
without any fragments depict the complete absence of primer binding sites in those genomes. Note
that the expected outcome would be an identical number of fragments for each of the strains
belonging to a single ribotype. We indicated this number as the first marker of reproducibility; it has
to be stated that besides this variation of numbers of fragments, the size of the fragment was also
determined as a variable as well. Figure 1. In silico ribotyping of different C. difficile genome sequences using the ISR 16S and 23S USA
primer pair. The five panels represent the results obtained for examples of five different ribotypes. Bar graphs show the number of theoretical PCR bands (vertical axis, number of bands labeled on each
bar) in the ribosomal region of respective genome sequences (horizontal axis), whereas the genomes
without any fragments depict the complete absence of primer binding sites in those genomes. Note that
the expected outcome would be an identical number of fragments for each of the strains belonging to
a single ribotype. We indicated this number as the first marker of reproducibility; it has to be stated
that besides this variation of numbers of fragments, the size of the fragment was also determined as a
variable as well. Figure 1 In silico ribotyping of different C difficile genome sequences using the ISR 16S and 23S USA
Figure 1. In silico ribotyping of different C. difficile genome sequences using the ISR 16S and 23S USA Figure 1. In silico ribotyping of different C. difficile genome sequences using the ISR 16S and 23S USA
primer pair. The five panels represent the results obtained for examples of five different ribotypes. Bar graphs show the number of theoretical PCR bands (vertical axis, number of bands labeled on each
bar) in the ribosomal region of respective genome sequences (horizontal axis), whereas the genomes
without any fragments depict the complete absence of primer binding sites in those genomes. Note
that the expected outcome would be an identical number of fragments for each of the strains
belonging to a single ribotype. 3.1. In Silico PCR
3.1. In Silico PCR
The visualiz We indicated this number as the first marker of reproducibility; it has
to be stated that besides this variation of numbers of fragments, the size of the fragment was also
determined as a variable as well. Figure 1. In silico ribotyping of different C. difficile genome sequences using the ISR 16S and 23S USA
primer pair. The five panels represent the results obtained for examples of five different ribotypes. Bar graphs show the number of theoretical PCR bands (vertical axis, number of bands labeled on each
bar) in the ribosomal region of respective genome sequences (horizontal axis), whereas the genomes
without any fragments depict the complete absence of primer binding sites in those genomes. Note that
the expected outcome would be an identical number of fragments for each of the strains belonging to
a single ribotype. We indicated this number as the first marker of reproducibility; it has to be stated
that besides this variation of numbers of fragments, the size of the fragment was also determined as a
variable as well. Diagnostics 2020, 10, 1078 6 of 14 3.2. New Genotyping Markers A total number of 47 RT-specific unitigs (13 for RT017, 12 for RT078, 9 for RT106, 7 for RT027,
and 6 for RT001) were identified. The unitigs shared an average length of 56 base pairs (Table 4). DBGWAS generated compacted De Bruijn graphs (cDBG) containing the specific unitigs as nodes
defining a genotypic association between a particular RT and the C. difficile genomes included (Figure 2). Unitigs that were specific for a particular RT were color-coded according to their association to the RT
(red for positive association, blue for negative association) and minimum q-values were provided by
subgraphs. Q-values for selected unitigs ranged from 0 to 7.40 × 10−5. Significantly associated unitigs
were extracted as FASTA formatted sequences (Supplementary Table S4). Table 4. Number of unique markers identified for each C. difficile ribotype, their average length,
and annotation. Ribotype
Number of
Markers
Average Length
(Base Pairs)
Annotation (Number of Unitigs)
RT001
06
59
1. Intergenic (4)
2. tRNA uridine-5-carboxymethylaminomethyl synthesis enzyme
MnmG (1)
3. rRNA-23S ribosomal RNA (1 excluded from the list)
4. Unknown (1)
RT017
13
69
1. Intergenic (3)
2. Membrane spanning protein (1)
3. Ribosome small subunit-dependent GTPase A (1)
4. Hypothetical protein (1)
5. EAL domain-containing protein (2)
6. Glutamate 2,3-aminomutase (1)
7. MurR/RpiR family transcriptional regulator (1)
8. GGDEF domain-containing protein (1)
9. Glyoxalase-like domain protein (1)
10. Radical SAM protein (1)
RT027
07
53
1. Collagen-like exosporium glycoprotein BclA2 (1)
2. Intergenic (5)
3. Unknown (1)
RT078
12
42
1. IS200/IS605 family element transposase accessory protein TnpB (1)
2. Spore surface glycoprotein BclB (4)
3. Collagen-like exosporium glycoprotein (BclA2) (3)
4. Unknown (partial with ABC transporter permease) (1)
5. Intergenic (1)
6. Site-specific integrase (1)
7. S8 family peptidase (1)
RT106
09
55
1. Intergenic (3)
2. ABC transporter permease (2)
3. Hypothetical Protein (1)
4. 3-Hydroxybutyryl-CoA dehydrogenase (1)
5. Potassium transporter (2) Table 4. Number of unique markers identified for each C. difficile ribotype, their average length,
and annotation. 4. Number of unique markers identified for each C. difficile ribotype, their average length,
i 7 of 14 7 of 14 Diagnostics 2020, 10, 1078 Figure 2. Compacted De Bruijn graphs (cDBG) generated by De Bruijn graph-based Genome Wide
Association Studies (DBGWAS) for RT001 genome sequences. 3.2. New Genotyping Markers Additionally, the
q-value linked to the first node is very significantly below 0.05 and hence, the estimated effect is high
(represented by the red color of the node). 3.2. New Genotyping Markers The figure illustrates the significance
of the nodes (representing the selective sequences called unitigs), which are denoted by their
estimated effect ranging from high (28.304; red) to low (4.00; blue). Allele frequency is represented by
the size of the node. The table explains that from the two selected significant nodes in terms of their
association with ribotype, the node on the top right (n180654) is specific to RT001 (called Pheno 1 in
the table) and completely absent in the other ribotypes in the training set (Pheno 0). Additionally, the
q-value linked to the first node is very significantly below 0.05 and hence, the estimated effect is high
(represented by the red color of the node). 3.3. Validation of Markers
Figure 2. Compacted De Bruijn graphs (cDBG) generated by De Bruijn graph-based Genome Wide
Association Studies (DBGWAS) for RT001 genome sequences. The figure illustrates the significance of
the nodes (representing the selective sequences called unitigs), which are denoted by their estimated
effect ranging from high (28.304; red) to low (4.00; blue). Allele frequency is represented by the size of
the node. The table explains that from the two selected significant nodes in terms of their association
with ribotype, the node on the top right (n180654) is specific to RT001 (called Pheno 1 in the table) and
completely absent in the other ribotypes in the training set (Pheno 0). Additionally, the q-value linked
to the first node is very significantly below 0.05 and hence, the estimated effect is high (represented by
the red color of the node). nostics 2020, 10, x FOR PEER REVIEW
7 o
Figure 2. Compacted De Bruijn graphs (cDBG) generated by De Bruijn graph-based Genome Wide
Association Studies (DBGWAS) for RT001 genome sequences. The figure illustrates the significance
of the nodes (representing the selective sequences called unitigs), which are denoted by their
estimated effect ranging from high (28.304; red) to low (4.00; blue). Allele frequency is represented by
the size of the node. The table explains that from the two selected significant nodes in terms of their
association with ribotype, the node on the top right (n180654) is specific to RT001 (called Pheno 1 in
the table) and completely absent in the other ribotypes in the training set (Pheno 0). Additionally, the
q-value linked to the first node is very significantly below 0.05 and hence, the estimated effect is high
(represented by the red color of the node). 3.2. New Genotyping Markers nostics 2020, 10, x FOR PEER REVIEW
7 Figure 2. Compacted De Bruijn graphs (cDBG) generated by De Bruijn graph-based Genome Wide
Association Studies (DBGWAS) for RT001 genome sequences. The figure illustrates the significance
of the nodes (representing the selective sequences called unitigs), which are denoted by their
estimated effect ranging from high (28.304; red) to low (4.00; blue). Allele frequency is represented by
the size of the node. The table explains that from the two selected significant nodes in terms of their
association with ribotype, the node on the top right (n180654) is specific to RT001 (called Pheno 1 in
the table) and completely absent in the other ribotypes in the training set (Pheno 0). Additionally, the
q-value linked to the first node is very significantly below 0.05 and hence, the estimated effect is high
(represented by the red color of the node). 3.3. Validation of Markers
Figure 2. Compacted De Bruijn graphs (cDBG) generated by De Bruijn graph-based Genome Wide
Association Studies (DBGWAS) for RT001 genome sequences. The figure illustrates the significance of
the nodes (representing the selective sequences called unitigs), which are denoted by their estimated
effect ranging from high (28.304; red) to low (4.00; blue). Allele frequency is represented by the size of
the node. The table explains that from the two selected significant nodes in terms of their association
with ribotype, the node on the top right (n180654) is specific to RT001 (called Pheno 1 in the table) and
completely absent in the other ribotypes in the training set (Pheno 0). Additionally, the q-value linked
to the first node is very significantly below 0.05 and hence, the estimated effect is high (represented by
the red color of the node). Figure 2. Compacted De Bruijn graphs (cDBG) generated by De Bruijn graph-based Genome Wide
Association Studies (DBGWAS) for RT001 genome sequences. The figure illustrates the significance
of the nodes (representing the selective sequences called unitigs), which are denoted by their
estimated effect ranging from high (28.304; red) to low (4.00; blue). Allele frequency is represented by
the size of the node. The table explains that from the two selected significant nodes in terms of their
association with ribotype, the node on the top right (n180654) is specific to RT001 (called Pheno 1 in
the table) and completely absent in the other ribotypes in the training set (Pheno 0). Unitigs showin
demonstrated the ef
3.3. Validation of Markers
3.3. Validation of Markers y
q
p
y
yp
g
g
individual unitig-based characterization of C. difficile strains was not absolute, it allowed RT
determination with approximate sensitivity and specificity of between 0.90 and 1.0 (Figure 3). FDR
for all the unitigs for RT017 was the lowest (0.06) followed by RT027 (0.08), RT078 (0.23), RT001 (0.30),
and RT106 (0.46) (Figure 3). Overall effectivity of identified Unitigs
Unitigs showing 100% identity in all genomes belonging to a single RT in the validation set
demonstrated the efficiency of these unique patterns to carry out in silico ribotyping. Although the
individual unitig-based characterization of C. difficile strains was not absolute, it allowed RT
determination with approximate sensitivity and specificity of between 0.90 and 1.0 (Figure 3). FDR for
all the unitigs for RT017 was the lowest (0.06) followed by RT027 (0.08), RT078 (0.23), RT001 (0.30),
and RT106 (0.46) (Figure 3). Unitigs showing 100% identity in all genomes belonging to a single RT in the validation set
demonstrated the efficiency of these unique patterns to carry out in silico ribotyping. Although the
individual unitig-based characterization of C. difficile strains was not absolute, it allowed RT
determination with approximate sensitivity and specificity of between 0.90 and 1.0 (Figure 3). FDR
for all the unitigs for RT017 was the lowest (0.06) followed by RT027 (0.08), RT078 (0.23), RT001 (0.30),
and RT106 (0.46) (Figure 3). 0
0.2
0.4
0.6
0.8
1
1.2
RT001
RT017
RT027
RT078
RT106
Sigificance of Unitigs
C. difficile Ribotypes
Sensitivity
Specificity
FDR
Figure 3. Statistical comparison of genome typing efficiency of discovered unique patterns for
selected C. difficile ribotypes in terms of specificity, sensitivity, and false discovery rate (FDR). Figure 3. Statistical comparison of genome typing efficiency of discovered unique patterns for selected
C. difficile ribotypes in terms of specificity, sensitivity, and false discovery rate (FDR). 8
1 Figure 3. Statistical comparison of genome typing efficiency of discovered unique patterns for
selected C. difficile ribotypes in terms of specificity, sensitivity, and false discovery rate (FDR). Figure 3. Statistical comparison of genome typing efficiency of discovered unique patterns for selected
C. difficile ribotypes in terms of specificity, sensitivity, and false discovery rate (FDR). Diagnostics 2020, 10, 1078
Diagnostics 2020, 10, 8 of 14
f 15 Some of the unitigs were shared by closely related RTs. Unitigs showin
demonstrated the ef
3.3. Validation of Markers
3.3. Validation of Markers Unitigs for RT001 were able to identify
the genetically closely related RT087, RT241, and RT012, which altogether form a clonal complex
(CC) 141 [44]. One of the markers identified for RT017 showed no false-positives or false negatives. Other markers for RT017 initially generated a small number of false-positives, but 100% true-positives
in the validation dataset. Markers for RT078 identified 78 out of 79 isolates of RT126 and all of the RT413
strains from the test dataset, likely due to the close genetic relatedness of these RTs (CC 1) [44,48,49]. Unitig sequences for RT106 were also able to identify C. difficile RT500 along with RT106 from the
test set. Phylogenetic grouping of C. difficile genomes [44] showed that C. difficile core genome multi
locus sequence typing (cgMLST) of RT106 and RT500 (CC 22) generated completely indistinguishable
groupings. Considering closely related strains as true-positives based on their respective RTs, the FDRs
for each unitig subset were found to be smaller, underscoring the biological consistency of the results. Adding genomes of RT413, RT126, and RT500 to the training set resulted in a decreased FDR rate. The continuously increasing number of publicly available C. difficile genome sequences will provide
substantial opportunities for improvement of our new characterization technique. Figure 3. Statistical comparison of genome typing efficiency of discovered unique patterns for
selected C. difficile ribotypes in terms of specificity, sensitivity, and false discovery rate (FDR). Some of the unitigs were shared by closely related RTs. Unitigs for RT001 were able to identify
the genetically closely related RT087, RT241, and RT012, which altogether form a clonal complex (CC)
141 [44]. One of the markers identified for RT017 showed no false-positives or false negatives. Other
markers for RT017 initially generated a small number of false-positives, but 100% true-positives in
the validation dataset. Markers for RT078 identified 78 out of 79 isolates of RT126 and all of the RT413
strains from the test dataset, likely due to the close genetic relatedness of these RTs (CC 1) [44,48,49]. Unitig sequences for RT106 were also able to identify C. difficile RT500 along with RT106 from the test
set. Phylogenetic grouping of C. difficile genomes [44] showed that C. difficile core genome multi locus
sequence typing (cgMLST) of RT106 and RT500 (CC 22) generated completely indistinguishable
groupings. 3.4. Marker Combination Study
3.4. Marker Combination Stu For the ribotypes RT027, RT078, RT106, and RT001, every possible combination of RT-specific
unitigs was created and tested for statistical significance. A combination of two unitigs was shown to
increase sensitivity and specificity up to 1 and to reduce the FDR to 0.05 (Figure 4A–D). Each combination
was defined on the basis of logical operators “AND/OR”. The AND operator symbolizes that both the
markers in a combination need to be present with 100% identity, whereas the OR operator means that
any one of the two markers in a combination need to be present at one time, again with 100% sequence
identity. There is no combination required in the case of RT017. Conclusively, as clearly exemplified
in Figure 4A–D, in certain cases, the combination of markers improves RT testing by suppression of
the false discovery rate. Marker’s SEQ ID numbers and their sequences are given in Supplementary
Table S4. y
For the ribotypes RT027, RT078, RT106, and RT001, every possible combination of RT-specific
unitigs was created and tested for statistical significance. A combination of two unitigs was shown
to increase sensitivity and specificity up to 1 and to reduce the FDR to 0.05 (Figure 4A–D). Each
combination was defined on the basis of logical operators “AND/OR”. The AND operator symbolizes
that both the markers in a combination need to be present with 100% identity, whereas the OR
operator means that any one of the two markers in a combination need to be present at one time,
again with 100% sequence identity. There is no combination required in the case of RT017. Conclusively, as clearly exemplified in Figure 4A–D, in certain cases, the combination of markers
improves RT testing by suppression of the false discovery rate. Marker’s SEQ ID numbers and their
sequences are given in Supplementary Table S4. Figure 4. A–D: Statistical reliability in terms of sensitivity, specificity, and false discovery rate (FDR)
for the combination of two selected markers using OR operator for the identification of C. difficile
RT027 (Panel A) and RT078 (Panel B). Panels C and D display similar analyses but then using the
AND operator for identification of RT106 and RT001, respectively. Figure 4. (A–D) Statistical reliability in terms of sensitivity, specificity, and false discovery rate (FDR)
for the combination of two selected markers using OR operator for the identification of C. difficile RT027
(Panel A) and RT078 (Panel B). Unitigs showin
demonstrated the ef
3.3. Validation of Markers
3.3. Validation of Markers Considering closely related strains as true-positives based on their respective RTs, the
FDRs for each unitig subset were found to be smaller, underscoring the biological consistency of the
results. Adding genomes of RT413, RT126, and RT500 to the training set resulted in a decreased FDR
rate. The continuously increasing number of publicly available C. difficile genome sequences will
provide substantial opportunities for improvement of our new characterization technique 3.4. Marker Combination Study
3.4. Marker Combination Stu Panels C and D display similar analyses but then using the AND
operator for identification of RT106 and RT001, respectively. Figure 4. A–D: Statistical reliability in terms of sensitivity, specificity, and false discovery rate (FDR)
for the combination of two selected markers using OR operator for the identification of C. difficile
RT027 (Panel A) and RT078 (Panel B). Panels C and D display similar analyses but then using the
AND operator for identification of RT106 and RT001, respectively. Figure 4. (A–D) Statistical reliability in terms of sensitivity, specificity, and false discovery rate (FDR)
for the combination of two selected markers using OR operator for the identification of C. difficile RT027
(Panel A) and RT078 (Panel B). Panels C and D display similar analyses but then using the AND
operator for identification of RT106 and RT001, respectively. 3.5. Functional Annotation of Markers Functional characterization of the regions from which our unitigs originated demonstrated that
34% of the unitigs were localized in intergenic regions (five for RT027, four for RT001, three for of RT017
and RT106 each, and one for RT078 (Figures 5–9). Six percent of all markers were left unannotated in 9 of 14 Diagnostics 2020, 10, 1078
Diagnostics 2020, 1
3 5 F
ti
l RT001, RT027, and RT078 (one marker for each) (Table 4). Only RT001 was identified with a unitig
marker residing within the rRNA-23S ribosomal gene showing at least some correspondence with
ribotyping (Figure 5). This marker did not show sufficient diagnostic power and was thus not selected
in the final set of markers. All other markers were observed to be scattered throughout the C. difficile
genome. In RT078, one of these markers was identified in a mobile genetic element (Figure 8). Mostly,
genes and intergenic regions, apart from the conserved ribosomal ISR, were observed to play a potential
role in the unitig-mediated C. difficile typing. Functional characterization of the regions from which our unitigs originated demonstrated that
34% of the unitigs were localized in intergenic regions (five for RT027, four for RT001, three for of
RT017 and RT106 each, and one for RT078 (Figures 5–9). Six percent of all markers were left
unannotated in RT001, RT027, and RT078 (one marker for each) (Table 4). Only RT001 was identified
with a unitig marker residing within the rRNA-23S ribosomal gene showing at least some
correspondence with ribotyping (Figure 5). This marker did not show sufficient diagnostic power
and was thus not selected in the final set of markers. All other markers were observed to be scattered
throughout the C. difficile genome. In RT078, one of these markers was identified in a mobile genetic
element (Figure 8). Mostly, genes and intergenic regions, apart from the conserved ribosomal ISR,
were observed to play a potential role in the unitig-mediated C. difficile typing. g
ffi
yp
g
were observed to play a potential role in the unitig-mediated C. difficile typing. Figure 5. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile RT001. Both central rings represent the genome annotation (reverse inside, forward outside),
while the outer and inner rings represent the signature sequences (unitigs) (reverse inside, forward
outside). Figure 5. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile
RT001. 3.5. Functional Annotation of Markers Both central rings represent the genome annotation (reverse inside, forward outside), while the
outer and inner rings represent the signature sequences (unitigs) (reverse inside, forward outside). Diagnostics 2020, 10, x FOR PEER REVIEW
10 of 15
Figure 6. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile RT017. Figure 6. Functional annotation and location of DBGWAS markers on the reference genome of
C. difficile RT017. Figure 5. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile RT001. Both central rings represent the genome annotation (reverse inside, forward outside),
while the outer and inner rings represent the signature sequences (unitigs) (reverse inside, forward
outside). Figure 5. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile
RT001. Both central rings represent the genome annotation (reverse inside, forward outside), while the
outer and inner rings represent the signature sequences (unitigs) (reverse inside, forward outside). Diagnostics 2020, 10, x FOR PEER REVIEW
10 of 15 Figure 5. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile RT001. Both central rings represent the genome annotation (reverse inside, forward outside),
while the outer and inner rings represent the signature sequences (unitigs) (reverse inside, forward
outside). Figure 5. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile
RT001. Both central rings represent the genome annotation (reverse inside, forward outside), while the
outer and inner rings represent the signature sequences (unitigs) (reverse inside, forward outside). Diagnostics 2020, 10, x FOR PEER REVIEW
10 of 15 Figure 6. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile RT017. Figure 6. Functional annotation and location of DBGWAS markers on the reference genome of
C. difficile RT017. Figure 6. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile RT017. Figure 6. Functional annotation and location of DBGWAS markers on the reference genome of
C. difficile RT017. 10 of 14 10 of 14 Diagnostics 2020, 10, 1078
Figure 6. Func g
Figure 6. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile RT017. Figure 7. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile RT027. Figure 7. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile RT027. 4. Conclusions Strain typing has a proven value in monitoring the persistence and spread of bacterial pathogens
in human populations. For C. difficile, PCR ribotyping is the current first choice but may be challenged
now that genome sequencing is an option. No single-step test or algorithm is available so far for
correlating C. difficile RTs with WGS data. This implies that there may be an issue with the correlation
between WGS-based epidemiological analysis and PCR ribotyping for C. difficile. Here, we show that
DBGWAS identified unique genomic markers that would suit that specific purpose. A combination of
two unitigs led to 100% sensitive and specific discrimination between five important RTs. We believe
that this approach is highly promising, providing a clear opportunity to define backward compatibility
between classical RTs and WGS data. Supplementary Materials: The following are available online at http://www.mdpi.com/2075-4418/10/12/1078/s1. Table S1 describes a collection of genome sequences that were used for the in silico search of ribotypes based on
amplification of tentative ISRs. Table S2 contains a training set of C. difficile genomes used for the initial DBGWAS. Table S3 contains the C. difficile genomes used for DBGWAS validation. Table S4 shows a review of all unitigs that
are statistically significantly associated with specific ribotypes. Author Contributions: Conceptualization, A.v.B., M.G., L.H., M.J., K.D.B.and R.V.G.; Formal analysis, M.G.;
Investigation, M.G., A.v.B., L.H., M.J. and R.V.G.; Methodology, M.G. and K.D.B.; Software, M.J.; Supervision,
A.v.B.; Writing—original draft, M.G.; Writing— review & editing, A.v.B., L.H., H.P., M.J., K.D.B.and R.G. All authors
have read and agreed to the published version of the manuscript. Author Contributions: Conceptualization, A.v.B., M.G., L.H., M.J., K.D.B.and R.V.G.; Formal analysis, M.G.;
Investigation, M.G., A.v.B., L.H., M.J. and R.V.G.; Methodology, M.G. and K.D.B.; Software, M.J.; Supervision,
A.v.B.; Writing—original draft, M.G.; Writing— review & editing, A.v.B., L.H., H.P., M.J., K.D.B.and R.G. All authors
have read and agreed to the published version of the manuscript. Funding: This research was supported and funded by bioMérieux, France; Creighton University School of
Medicine, NE, USA; and the European Union’s Horizon 2020 research and innovation program entitled as Viral
and Bacterial Adhesin Network Training (ViBrANT) under Marie Skłodowska-Curie Grant Agreement No. 765042. Acknowledgments: During this study, M.G., L.H., H.P., M.J., K.D.B. and A.v.B. were employees of bioMérieux, a
company designing, developing, and marketing tests in the domain of infectious diseases. 3.5. Functional Annotation of Markers Diagnostics 2020, 10, x FOR PEER REVIEW
11 of 15
Figure 8. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile RT078. Figure 8. Functional annotation and location of DBGWAS markers on the reference genome of
C. difficile RT078. Figure 7. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile RT027. Figure 7. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile RT027. Diagnostics 2020, 10, x FOR PEER REVIEW
11 of 15 Figure 7. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile RT027. Figure 7. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile RT027. Diagnostics 2020, 10, x FOR PEER REVIEW
11 of 15 Figure 8. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile RT078. Figure 8. Functional annotation and location of DBGWAS markers on the reference genome of
C. difficile RT078. Figure 8. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile RT078. Figure 8. Functional annotation and location of DBGWAS markers on the reference genome of
C. difficile RT078. 11 of 14 Diagnostics 2020, 10, 1078
Figure 8. Fun Figure 9. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile RT106. Figure 9. Functional annotation and location of DBGWAS markers on the reference genome of
C. difficile RT106. Figure 9. Functional annotation and location of DBGWAS markers on the reference genome of C. difficile RT106. Figure 9. Functional annotation and location of DBGWAS markers on the reference genome of
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and 027 are associated with lethal C. difficile infection in Hesse, Germany. Eurosurveillance 2009, 14, 19403. [CrossRef] 35. Vanek, J.; Hill, K.; Collins, J.; Berrington, A.; Perry, J.; Inns, T.; Gorton, R.; Magee, J.; Sails, A.; Mullan, A.; et al. Epidemiological survey of Clostridium difficile ribotypes in the North East of England during an 18-month
period. J. Hosp. Infect. 2012, 81, 209–212. [CrossRef] [PubMed] 36. Giancola, S.E.; Williams, R.J.; Gentry, C.A. Prevalence of the Clostridium difficile BI/NAP1/027 strain across
the United States Veterans Health Administration. Clin. Microbiol. Infect. 2018, 24, 877–881. [CrossRef]
[PubMed] 37. Howell, M.D.; Novack, V.; Grgurich, P.; Soulliard, D.; Novack, L.; Pencina, M.; Talmor, D. Latrogenic gastric
acid suppression and the risk of nosocomial Clostridium difficile infection. Arch. Intern. Med. 2010, 170,
784–790. [CrossRef] [PubMed] 38. Imwattana, K.; Knight, D.R.; Kullin, B.; Collins, D.A.; Putsathit, P.; Kiratisin, P.; Riley, T.V. Clostridium
difficile ribotype 017—Characterization, evolution and epidemiology of the dominant strain in Asia. Emerg. Microbes Infect. 2019, 8, 796–807. [CrossRef] [PubMed] 39. Kim, J.; Kim, Y.; Pai, H. Clinical Characteristics and Treatment Outcomes of Clostridium difficile Infections by
PCR Ribotype 017 and 018 Strains. PLoS ONE 2016, 11, e0168849. [CrossRef] 14 of 14 14 of 14 Diagnostics 2020, 10, 1078 40. Jaillard, M.; Lima, L.; Tournoud, M.; Mahé, P.; Van Belkum, A.; Lacroix, V.; Jacob, L. A fast and agnostic
method for bacterial genome-wide association studies: Bridging the gap between k-mers and genetic events. PLoS Genet. 2018, 14, e1007758. [CrossRef] 41. Alam, M.T.; Petit, R.A.; Crispell, E.K.; Thornton, T.A.; Conneely, K.N.; Jiang, Y.; Satola, S.W.; Read, T.D. Dissecting vancomycin-intermediate resistance in staphylococcus aureus using genome-wide association. Genome Biol. Evol. 2014, 6, 1174–1185. [CrossRef] 42. Chewapreecha, C.; Marttinen, P.; Croucher, N.J.; Salter, S.J.; Harris, S.R.; Mather, A.E.; Hanage, W.P.;
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Polymorphisms Associated with Beta-lactam Resistance within Pneumococcal Mosaic Genes. PLoS Genet. 2014, 10, e1004547. [CrossRef] 43. Benjamini, Y.; Hochberg, Y. Controlling the false discovery rate: A practical and powerful approach to
multiple testing. J. R. Stat. Soc. Ser. B 1995, 57, 289–300. [CrossRef] 44. © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
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and Specificity. Emergency 2015, 3, 48–49. [PubMed] 46. Bradbury, P.; Parker, T.; Hamblin, M.T.; Jannink, J. Assessment of Power and False Discovery Rate in
Genome-Wide Association Studies using the BarleyCAP Germplasm. Crop. Sci. 2011, 51, 52–59. [CrossRef] 47. Xiao, M.; Kong, F.; Jin, P.; Wang, Q.; Xiao, K.; Jeoffreys, N.; James, G.; Gilbert, G.L. Comparison of Two
Capillary Gel Electrophoresis Systems for Clostridium difficile Ribotyping, Using a Panel of Ribotype 027
Isolates and Whole-Genome Sequences as a Reference Standard. J. Clin. Microbiol. 2012, 50, 2755–2760. [CrossRef] [PubMed] 48. Alvarez-Perez, S.; Blanco, J.L.; Harmanus, C.; Kuijper, E.; Garcia, M.E. Subtyping and antimicrobial
susceptibility of Clostridium difficile PCR ribotype 078/126 isolates of human and animal origin. Vet. Microbiol. 2017, 199, 15–22. [CrossRef] 49. Schneeberg, A.; Neubauer, H.; Schmoock, G.; Baier, S.; Harlizius, J.; Nienhoff, H.; Brase, K.; Zimmermann, S.;
Seyboldt, C. Clostridium difficile Genotypes in Piglet Populations in Germany. J. Clin. Microbiol. 2013, 51,
3796–3803. [CrossRef] Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional
affiliations. © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Identification of a Modified <i>HOXB9</i> mRNA in Breast Cancer
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Department of Surgery, Keio University School of Medicine, Shinanomachi 35 Shinjuku-ku, Tokyo 160-0016, Correspondence should be addressed to Tetsu Hayashida; tetsu@keio.jp Received 3 August 2019; Revised 29 December 2019; Accepted 7 January 2020; Published 13 February 2020 Copyright © 2020 Ayako Nakashoji et al. Tis 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. First identified as a developmental gene, HOXB9 is also known to be involved in tumor biological processes, and its aberrant
expression correlates with poor prognosis of various cancers. In this study, we isolated a homeodomain-less, novel HOXB9 variant
(HOXB9v) from human breast cancer cell line-derived mRNA. We confirmed that the novel variant was produced from
variationless HOXB9 genomic DNA. RT-PCR of mRNA isolated from clinical samples and reanalysis of publicly available RNA-
seq data proved that the new transcript is frequently expressed in human breast cancer. Exogenous HOXB9v expression sig-
nificantly enhanced the proliferation of breast cancer cells, and gene ontology analysis indicated that apoptotic signaling was
suppressed in these cells. Considering that HOXB9v lacks key domains of homeobox proteins, its behavior could be completely
different from that of the previously described variationless HOXB9. Because none of the previous studies on HOXB9 have
considered the presence of HOXB9v, further research analyzing the two transcripts individually is warranted to re-evaluate the
true role of HOXB9 in cancer. promotes metastasis by activating the WNT signaling
pathway [5, 6]. In breast cancer, the gene induces the ex-
pression of proangiogenic factors, increasing the cell mo-
tility and supporting epithelial-mesenchymal transition
(EMT) [7, 8]. HOXB9 also promotes the growth of colon
cancer by activating IL6 signaling, inducing the secretion of
angiogenic factors and increasing proliferation of tumor
cells [9]. Similar observations are found in ovarian cancer
and hepatocellular carcinoma [10, 11]. Tus, HOXB9 acti-
vates the WNT signaling pathway and enhances the ac-
quisition of capabilities critical to the transformation of
normal cells to cancer, including EMTand the growth of new
vasculature within the tumor microenvironment. Hindawi
Journal of Oncology
Volume 2020, Article ID 6065736, 10 pages
https://doi.org/10.1155/2020/6065736 Hindawi
Journal of Oncology
Volume 2020, Article ID 6065736, 10 pages
https://doi.org/10.1155/2020/6065736 Hindawi
Journal of Oncology
Volume 2020, Article ID 6065736, 10 pages
https://doi.org/10.1155/2020/6065736 1. Introduction Homeobox (HOX) genes were initially characterized as
developmental genes, which code for transcription factors
that play critical roles in embryogenesis. Evolutionarily, they
are highly conserved and share a high degree of homology,
especially within the same paralog groups. All 39 mam-
malian HOX genes consist of two exons and a single intron. Te homeobox domain, encoded in the second exon [1],
includes the DNA binding site. Te diverse and specific
transcriptional activities of the HOX proteins often depend
on key cofactors including PBX, MEIS, and PREP, which
interact with hexapeptide motifs of HOX proteins [2]. HOX genes play key roles in both solid and hemato-
logical malignancies, including cancers of the colon, breast,
prostate, lung, brain, thyroid, ovary, bladder, kidney, skin,
and blood [3, 4]. HOXB9, the ninth paralog in the HOX-B
cluster, is associated with the growth and progression of
multiple
cancers. In
lung
adenocarcinoma,
HOXB9 HOXB9 is also directly associated with cancer-induced
patient mortality. Te duration of disease-free and overall
survival of patients with HOXB9-positive breast cancer is
significantly shorter compared with patients with HOXB9-
negative breast cancer [12]. Increased HOXB9 expression
significantly correlates with decreased overall survival for 2 Journal of Oncology patients with colorectal cancer [9]. Patients of laryngeal
squamous cell carcinoma, hepatocellular carcinoma, glioma,
and endometrial cancer also present poor outcomes or
tumor progression, resulting from aberrant HOXB9 ex-
pression [13–16]. Minilys homogenizer (Bertin Instruments, Bretonneux,
France) using 2.4 mm metal beads prior to mRNA extrac-
tion. Total RNA was converted to cDNA using the High-
Capacity RNA-to-cDNA Kit (Termo Fischer Scientific). p
[
]
Te recent elucidation of the critical and diverse roles
HOXB9 plays in various cancers have led us to explore the
mechanism of this gene’s role in cancer progression. In the
present study, we identified and characterized a HOXB9
variant (HOXB9v) of mRNA from human breast cancer cell
lines. Te sequence of HOXB9v largely differs from the
previously known HOXB9 normal transcript (HOXB9n),
and we found it lacks some important domains of HOX
genes. Based on these findings, we inferred its role and
function were different from HOXB9n. Tis study aimed to
confirm the presence of HOXB9v in clinical breast cancer
specimens and investigate the role of HOXB9v in breast
cancer progression. 2.4. HOXB9 Cloning. 1. Introduction HOXB9 transcripts and genomic
DNA were amplified by PCR and subsequently cloned into
the pME-HA vector (Lucigen, Middleton, WI, USA) using
the Expresso CMV Cloning & Expression system (Lucigen). Te primers used were as follows: sense 5′ GAAGGAGA-
TACCACCATGTCCATTTCTGGGACGCTTAGC 3′ and
antisense 5′ GGGCACGTCATACGGATACTCTTTGCCC
TGCTCCTTATT 3′. After transformation into Competent Quick DH5α cells
(Toyobo, Osaka, Japan) and culturing in kanamycin-con-
taining LB plates, at least 4 colonies were selected for each
sample. 2. Materials and Methods 2.5. Sequence Analysis. Sequences were analyzed using the
BigDye Terminator V3.1 Cycle Sequencing kit (Termo
Fisher Scientific) and Applied Biosystems 3500 Genetic
analyzer (Termo Fisher Scientific). Te GENETYX-MAC
Ver.19 software (GENETYX, Osaka, Japan) was used for
homology alignment. 2.1.CellCulture. We cultured eight human breast cancer cell
lines
(MCF7,
MDA-MB-231,
MDA-MB-468,
Hs578T,
HCC38, BT-474, BT-549, and SKBR3), a human colon
cancer cell line (WiDR), and a mouse breast cancer cell line
(4T1) in DMEM supplemented with 10% FBS (Termo
Fisher Scientific, Waltham, MA, USA) with the addition of
antibiotic and antimycotic agent (antibiotic-antimycotic
mixed stock solution, Nacalai Tesque, Inc., Kyoto, Japan). T47D cells were grown in RPMI1640 medium with 10% FBS
and antibiotic and antimycotic agents. MCF10A cells were
grown in DMEM/F12 (1 :1) medium with 5% horse serum
(Termo Fischer Scientific), 20 ng/mL EGF (PeproTech,
Rocky Hill, NJ, USA), 0.5 mg/mL hydrocortisone, 100 ng/
mL cholera toxin, 10 µg/mL insulin (all Sigma-Aldrich, St. Louis, MO, USA), and antibiotic and antimycotic agents. Cells were maintained at 37°C in a humidified 5% CO2
incubator. 2.6. RT-PCR Analysis. Te expressions of HOXB9n and
HOXB9v were detected by RT-PCR using the following
primers: sense, 5′ TGTCCATTTCTGGGACGCTT 3′; an-
tisense, 5′ CTACGGTCCCTGGTGAGGTA 3′. Te genomic
DNA of HOXB9 was detected by PCR using the following
primers: sense, 5′ CGAGAGAGCTGCAAGTCGAT 3′;
antisense, 5′ CTGCCGTCCGTCTACCAC 3′. Te primers
for genomic DNA were designed against exon 1 and the
intron region of the HOXB9 gene to ensure that the pair will
specifically amplify only genomic DNA and not cDNA
derived from mRNA. Te conditions applied for amplifi-
cation were as follows: 94°C for 1 minute, followed by 35
cycles at 95°C for 5 seconds, 55°C for 5 seconds, and 72°C for
5 seconds, and run on the Life ECO thermal cycler
(Hangzhou Bioer Technology, Hangzhou, China) using the
SapphireAmp Fast PCR Master Mix (Takara Bio, Shiga,
Japan) or KOD-Plus-Neo (Toyobo). 2.2. Patients and Samples. Clinical specimens of human
breast cancer (n 14) were collected from patients with
primary operable breast cancer who underwent total or
partial mastectomy between July and November 2018 in
Keio University Hospital (Tokyo, Japan). Patient-matched
healthy breast epithelium samples (n 6) were collected
from healthy breast tissue from patients who underwent
total mastectomy. 3. Results 3.1.IdentificationofaNovelTranscriptHOXB9v,WhichLacks
Important Domains of HOX Gene. We isolated total RNA
from human breast cancer cell lines (MCF7, T47D, MDA-
MB-231, MDA-MB-468, HCC38, BT-474, BT-549, Hs578T,
and SKBR3), a normal human mammary gland cell line
(MCF10A), and a human colon cancer cell line (WiDR). We
cloned and sequenced the HOXB9 gene from the nucleic
acids derived from these cell lines. We isolated a novel
variant of the HOXB9 transcript from the MCF7, T47D,
MDA-MB-231,
MDA-MB-468,
Hs578T,
HCC38,
and
MCF10A cell lines. Te sequence homology of the new
transcript is shown in Figures 1(a) and S1. 2.9. Transient Overexpression of HOXB9n and HOXB9v in
MDA-MB-468 Cells. MDA-MB-468 cells were transfected
with aforementioned HiBiT-tagged HOXB9n or HOXB9v
vector using the jetPRIME (Polyplus-transfection, Illkirch,
France) as per the manufacturer’s instructions. 2.9. Transient Overexpression of HOXB9n and HOXB9v in
MDA-MB-468 Cells. MDA-MB-468 cells were transfected
with aforementioned HiBiT-tagged HOXB9n or HOXB9v
vector using the jetPRIME (Polyplus-transfection, Illkirch,
France) as per the manufacturer’s instructions. 2.10. Quantitative Real-Time PCR. Quantitative real-time
PCR was run on ViiA7 (Termo Fisher Scientific) using Fast
SYBR Green Master Mix (Termo Fisher Scientific). Pre-
incubation was performed for 20 seconds at 95°C and
amplification for 41 cycles (1 second of denaturation at 95°C
and 20 seconds of annealing and extension at 60°C), followed
by melt-curve analysis. GAPDH served as an internal con-
trol, and QuantStudio Real-Time PCR Software v1.2
(Termo Fisher Scientific) was used for quantification. Te
relative standard curve method was used for linear regres-
sion analysis of unknown samples, and data are presented as
fold change between samples. Te primers used were as
follows: HOXB9: sense, 5′ CGGTGGCTGTCGTGAAATT
3′; antisense, 5′ CGAGACAATCACCCCCAAAG 3′; GAP
DH: sense, 5′ATCATCCCTGCCTCTACTGG 3′; antisense,
5′ TTTCTAGACGGCAGGTCAGGT 3′. We will refer to the new truncated transcript as HOXB9v,
to distinguish from the full-length HOXB9 transcript
(HOXB9n). A 100-base deletion in exon 1 in the new
transcript leads to a frameshift and the formation of a stop
codon (TAG), which truncates the protein coding at AA167. Figure 1(b) is a schematic diagram of HOXB9 transcripts
showing the exons and the deleted lesion. Te encoded
protein will therefore possibly lack the homeobox domain,
DNA binding domain, and the hexapeptide motif, a major
player in cofactor interactions (Figure 1(c)). Te HOXB9v
sequence has been submitted to GenBank under Accession
No. LC466645. 3. Results We next performed PCR analyses to verify the presence
of the HOXB9v transcript and identify genomic DNA
variations of the HOXB9 gene in human breast cancer cell
lines. Te primer target region included the deletion site of
HOXB9v and the amplicon for HOXB9n was 643 bp and
543 bp for HOXB9v. We detected both HOXB9n and
HOXB9v transcripts in breast cancer cell lines (Figure 2(a)). Te PCR products were sequenced and were confirmed that
each band corresponded to the exact sequence of the
HOXB9n or HOXB9v (Figure 2(b)). By PCR of breast cancer
cell lines’ genomic DNA, no bands indicative of genomic
DNA variations in HOXB9 were detected. Te amplicon of
variation-less
HOXB9
genomic
DNA
was
569 bp
(Figure 2(c)). Sequencing of the PCR products confirmed
that they had no variations or deletions in genomic DNA
(Figure S2). Tese findings show that the two transcripts
(HOXB9n and HOXB9v) were produced from variation-less
HOXB9 genomic DNA. 2.11. Cell Proliferation Assay. Cell proliferation in three-
dimensional (3D) culture was measured using the 24-well
Bio-Assembler kit and NanoShuttle-PL (Greiner Bio-One,
Kremsm¨unster, Austria). Further, 20,000 cells/well were
incubated for 48 hours before taking photomicrographs. 2.11. Cell Proliferation Assay. Cell proliferation in three-
dimensional (3D) culture was measured using the 24-well
Bio-Assembler kit and NanoShuttle-PL (Greiner Bio-One,
Kremsm¨unster, Austria). Further, 20,000 cells/well were
incubated for 48 hours before taking photomicrographs. 2.11. Cell Proliferation Assay. Cell proliferation in three-
dimensional (3D) culture was measured using the 24-well
Bio-Assembler kit and NanoShuttle-PL (Greiner Bio-One,
Kremsm¨unster, Austria). Further, 20,000 cells/well were
incubated for 48 hours before taking photomicrographs. Cell proliferation in flat culture was measured using Cell
Count Reagent SF (Nacalai Tesque). Briefly, 5000 cells/well
in 96-well microtiter plates (Sumilon, Sumitomo Bakelite,
Tokyo Japan) were incubated for 5 days or after 24 hour
continuous exposure to either 30 nM HXR9 or 30 nM CXR9
for 4 days. Te absorbance in the wells was measured on days
1, 3, and 5 using a Sunrise Rainbow-RC (TECAN,
M¨annedorf, Switzerland) microplate spectrophotometer at
450 nm,
using
600 nm
as
reference. Te
HXR9
(WYPWMKKHHRRRRRRRRR-)
and
control
CXR9
(WYPAKKHHRRRRRRRRR) peptides were synthesized by
Eurofins Genomics K. K. (Tokyo, Japan). g p
g
p
Cell proliferation in flat culture was measured using Cell
Count Reagent SF (Nacalai Tesque). 2. Materials and Methods Ethics approval for the present study was
provided by the Ethics Committee at the Keio University
School of Medicine (approval number: 20180090), and the
study was performed in accordance with the provisions of
the Declaration of Helsinki (as revised in Fortaleza, Brazil,
October 2013). All included patients gave informed consent. 2.2. Patients and Samples. Clinical specimens of human
breast cancer (n 14) were collected from patients with
primary operable breast cancer who underwent total or
partial mastectomy between July and November 2018 in
Keio University Hospital (Tokyo, Japan). Patient-matched
healthy breast epithelium samples (n 6) were collected
from healthy breast tissue from patients who underwent
total mastectomy. Ethics approval for the present study was
provided by the Ethics Committee at the Keio University
School of Medicine (approval number: 20180090), and the
study was performed in accordance with the provisions of
the Declaration of Helsinki (as revised in Fortaleza, Brazil,
October 2013). All included patients gave informed consent. 2.7. Public Data Reanalysis. Te RNA sequence data set
(GSE119937) in FASTQ format was downloaded via SRA
(SRP161704) using the SRA Toolkit (version 2.3.4-2). RNA-
seq reads were aligned by STAR (version 2.6.1b) against the
hg38 reference genome. All reads mapped on the HOXB9
gene were visually confirmed by taking snapshots in IGV
(version 2.4.15). 2.3. mRNA and Genomic DNA Extraction from Cell Lines and
Clinical Specimens. Total RNA and genomic DNA were
extracted using the RNeasy Mini Kit and QIAmp DNA Mini
Kit (Qiagen, Hilden, Germany) following the manufacturer’s
instructions. Clinical specimens were homogenized using a 2.8. Establishment of Stable MCF7 Cell Lines Overexpressing
HOXB9n or HOXB9v. Te HOXB9n and HOXB9v se-
quences were amplified by PCR and subsequently cloned
into the pBiT3.1-N [CMV/HiBiT/Blast] expression vector
(Promega, Tokyo, Japan) at the Xhol and BamHI sites using 3 Journal of Oncology results were analyzed by TAC 4.0 software (Termo Fisher
Scientific). Genes having a false discovery rate (FDR) under
0.05 and upregulated in HOXB9v samples were considered
as upregulated differentially expressed genes (up-DEGs). DAVID Bioinformatics Resources 6.8 [17] was used for gene
ontology and pathway analysis of DEGs. R ver. 3.5.0 software
was used to draw the heatmap of 37 genes included in GO:
0043069 (negative regulation of programmed cell death). Ligation high Ver.2 (Toyobo). Te primers used for am-
plification were as follows: sense, 3′ ATACCTCGAGG
TCCATTTCTGG 5′; antisense, 3′ CACGTCATACGGAT
CCTCTTTG 5′. 2. Materials and Methods MCF7 cells were transfected with the
HiBiT-tagged HOXB9n or HOXB9v vector using the Viafect
Transfection reagent (Promega) and selected with 10 µg/mL
of blasticidin for at least 4 weeks. Te expression of HiBiT-
tagged HOXB9n and HOXB9v proteins was detected using
the Nano-Glo HiBiT Blotting System (Promega) as per the
manufacturer’s instructions. 3. Results HOXB9
gDNA 445
TACATCCAGCCCCAGGGCGTCCCGCCGGCCGAGAGCAGGTACCTCCGCACCTGGCTGGAGCCGGCGCCGCGCGGCGAAGCGGCCCCGGGGCAGGGCCAGGCGGCGGTGAAGGCGGAGCCGCTGCTGGGCG 574
HOXB9n mRNA 241
TACATCCAGCCCCAGGGCGTCCCGCCGGCCGAGAGCAGGTACCTCCGCACCTGGCTGGAGCCGGCGCCGCGCGGCGAAGCGGCCCCGGGGCAGGGCCAGGCGGCGGTGAAGGCGGAGCCGCTGCTGGGCG 370
HOXB9v mRNA 241
TACATCCTGCCCC–GGGG
– CCGCTGCTGGGCG 270
(a)
205
1
ATG
721
722
955
2701
TAA
Exon I
Exon II
205
1
ATG
721
722
804
2701
TAG
462
562
HOXB9n
HOXB9v
(b)
1
528 555
1
176 185
1
257
357
501
653
1
85fs
167∗
HOXB9n
HOXB9v
Frameshift
Nucleotide
AA
Nucleotide
AA
Hexapeptide & linker
N-terminal flexible region
Homeodomain
251∗
753
(c) (a) HOXB9n HOXB9n (c) Figure 1: Structure and sequence of HOXB9n and HOXB9v. (a) Sequences of genomic DNA HOXB9, mRNA HOXB9n, and mRNA
HOXB9v (black and grey highlighting indicates homology between sequences). (b) Schematic diagram of HOXB9n (upper) and HOXB9v
(lower) transcripts showing the exons, splicing regions, and the deleted region. In HOXB9v, a 100 bp deletion in exon 1 leads to a frameshift
and a stop codon formation (TAA). (c) Protein structure of HOXB9n and HOXB9v. Transcription from the start codon (ATG) to the stop
codon (TAA) results in the translation of a full-length HOXB9n protein (upper). Te 100 bp deletion in HOXB9v (shown in black) leads to a
frameshift from AA85 (shown in grey) and truncation of protein coding by a stop codon (TAG) at AA167, which results in HOXB9v protein
without hexapeptide and homeodomain.∗Stop codon. MCF7
T47D
MDA-
MB-231
Hs578T
MDA-
MB-468
SKBR3 MCF10A HOXB9n HOXB9v
600bp ––
500bp ––
700bp ––
600bp
––
500bp
––
700bp
––
(a)
(b)
MCF7
T47D
MDA-
MB-231
Hs578T
MDA-
MB-468
MCF10A
500bp
400bp
600bp
––
––
––
(c)
Figure 2: Detection of mRNA and genomic DNA of HOXB9 in cell lines. (a) Both HOXB9n and HOXB9v transcripts were detected in breast
cancer cell line mRNA (cDNA). (b) Sequencing confirmation of PCR product of Figure 2(a); SKBR3 (HOXB9n, upper column) and
MCF10A (HOXB9v, lower column). (c) No genomic variation was detected in genomic DNA of breast cancer cell line genomic DNA. HOXB9v transcripts are commonly found in human breast cancer specimens. MCF7
T47D
MDA-
MB-231
Hs578T
MDA-
MB-468
SKBR3 MCF10A HOXB9n HOXB9v
600bp ––
500bp ––
700bp ––
600bp
––
500bp
––
700bp
––
(a)
(b) MDA-
MB-468 (a) (b) MDA-
MB-231 MCF7
T47D
MB-231
Hs578T
MB-468
MCF10A
500bp
400bp
600bp
––
––
––
(c) (c) Figure 2: Detection of mRNA and genomic DNA of HOXB9 in cell lines. (a) Both HOXB9n and HOXB9v transcripts were detected in breast
cancer cell line mRNA (cDNA). 3. Results Briefly, 5000 cells/well
in 96-well microtiter plates (Sumilon, Sumitomo Bakelite,
Tokyo Japan) were incubated for 5 days or after 24 hour
continuous exposure to either 30 nM HXR9 or 30 nM CXR9
for 4 days. Te absorbance in the wells was measured on days
1, 3, and 5 using a Sunrise Rainbow-RC (TECAN,
M¨annedorf, Switzerland) microplate spectrophotometer at
450 nm,
using
600 nm
as
reference. Te
HXR9
(WYPWMKKHHRRRRRRRRR-)
and
control
CXR9
(WYPAKKHHRRRRRRRRR) peptides were synthesized by
Eurofins Genomics K. K. (Tokyo, Japan). To determine the presence of HOXB9v transcripts in
human breast cancer samples, we performed PCR analysis. HOXB9v was commonly detected from clinical breast cancer
samples (Figure 3(a)), regardless of their hormone receptor
and HER2 status. However, HOXB9v was not detected in
normal mammary gland samples (Figure 3(b)). 2.12. Microarray and Differential Expression Analyses. Total RNA was isolated using the RNeasy Mini kit (Qiagen). Microarray was performed using the human Clariom S assay
(Termo Fisher Scientific) by the GeneChip Scanner 3000
7G system (Affymetrix, Santa Clara, CA, USA), and the 4 Journal of Oncology HOXB9
gDNA 445
TACATCCAGCCCCAGGGCGTCCCGCCGGCCGAGAGCAGGTACCTCCGCACCTGGCTGGAGCCGGCGCCGCGCGGCGAAGCGGCCCCGGGGCAGGGCCAGGCGGCGGTGAAGGCGGAGCCGCTGCTGGGCG 574
HOXB9n mRNA 241
TACATCCAGCCCCAGGGCGTCCCGCCGGCCGAGAGCAGGTACCTCCGCACCTGGCTGGAGCCGGCGCCGCGCGGCGAAGCGGCCCCGGGGCAGGGCCAGGCGGCGGTGAAGGCGGAGCCGCTGCTGGGCG 370
HOXB9v mRNA 241
TACATCCTGCCCC–GGGG
– CCGCTGCTGGGCG 270
(a)
205
1
ATG
721
722
955
2701
TAA
Exon I
Exon II
205
1
ATG
721
722
804
2701
TAG
462
562
HOXB9n
HOXB9v
(b)
1
528 555
1
176 185
1
257
357
501
653
1
85fs
167∗
HOXB9n
HOXB9v
Frameshift
Nucleotide
AA
Nucleotide
AA
Hexapeptide & linker
N-terminal flexible region
Homeodomain
251∗
753
(c)
Figure 1: Structure and sequence of HOXB9n and HOXB9v. (a) Sequences of genomic DNA HOXB9, mRNA HOXB9n, and mRNA
HOXB9v (black and grey highlighting indicates homology between sequences). (b) Schematic diagram of HOXB9n (upper) and HOXB9v
(lower) transcripts showing the exons, splicing regions, and the deleted region. In HOXB9v, a 100 bp deletion in exon 1 leads to a frameshift
and a stop codon formation (TAA). (c) Protein structure of HOXB9n and HOXB9v. Transcription from the start codon (ATG) to the stop
codon (TAA) results in the translation of a full-length HOXB9n protein (upper). Te 100 bp deletion in HOXB9v (shown in black) leads to a
frameshift from AA85 (shown in grey) and truncation of protein coding by a stop codon (TAG) at AA167, which results in HOXB9v protein
without hexapeptide and homeodomain.∗Stop codon. 3. Results (b) Sequencing confirmation of PCR product of Figure 2(a); SKBR3 (HOXB9n, upper column) and
MCF10A (HOXB9v, lower column). (c) No genomic variation was detected in genomic DNA of breast cancer cell line genomic DNA. HOXB9v transcripts are commonly found in human breast cancer specimens. 5 Journal of Oncology Journal of Oncology +/+
+/–
+/–
+/–
+/–
–/–
+/–
–/–
+/–
+/–
–/–
+/–
+/–
–/–
HR/HER2
Sample#
1
2
3
4
5
6
7
8
9
10
11
12
13
14
(a)
1
2
5
11
12
14
HOXB9n HOXB9v
Sample#
(b)
Figure 3: Detection of HOXB9v in clinical samples. (a) HOXB9n and HOXB9v were detected in breast cancer clinical samples. (b) HOXB9v
was not detected in normal mammary gland samples. Hormone receptor status and HER2 status of each cancer sample are shown beneath
each sample number. We assigned the same sample number if cancer and normal gland samples were acquired from the same patient. (a) (a)
11 (a)
11 12 (b) (b) Figure 3: Detection of HOXB9v in clinical samples. (a) HOXB9n and HOXB9v were detected in breast cancer clinical samples. (b) HOXB9v
was not detected in normal mammary gland samples. Hormone receptor status and HER2 status of each cancer sample are shown beneath
each sample number. We assigned the same sample number if cancer and normal gland samples were acquired from the same patient. SRR7826861
SRR7826774
SRR7826783
Exon II
Exon I
5′
3′
HOXB9
Intron
ATG
ATG
TAG
HOXB9n
HOXB9v
TAA
T3 N1 IDC (primary) ER – PgR – HER2–, ki67 60%
T1cN0 IDC (primary) ER + PgR – HER2–, ki67 5%
T1aN1 IDC (primary) ER + PgR + HER2–, ki67 0%
Figure 4: NGS data indicates the presence of HOXB9v in breast cancer. Showing RNA sequence breast cancer sample data (SRR782677)
mapped on HOXB9 exon 1. Te blue band on the bottom shows the coding region (the thick part) and the 5′ UTR (the thin part) of exon 1. Tere is a region where data are sparsely mapped (indicated with the red arrow), which matches the deletion region in HOXBv. HOXB9v
overexpressing MCF7 and MDA-MB-468 cells proliferated faster compared with HOXB9n overexpressing cells. Figure 4: NGS data indicates the presence of HOXB9v in breast cancer. Showing RNA sequence breast cancer sample data (SRR782677)
mapped on HOXB9 exon 1. 3. Results We also 6 Journal of Oncology 1
10
100
HOXB9v
HOXB9n
HOXB9 mRNA expression
relative to control
log10
(a)
35kDa
17kDa
HOXB9n
HOXB9v
25kDa
(b)
HOXB9v
HOXB9n
0
200
400
600
800
1000
1200
1400
1600
1800
2000
∗p = 1.7247E – 06
1601.0
1834.8
(μm)
∗
(c)
0
0.2
0.4
0.6
0.8
1
1.2
1.4
Day1
Day3
Day5
∗p = 0.0134
HOXB9n
HOXB9v
∗
(d)
HOXB9v
HOXB9n
1
10
100
1000
10000
100000
HOXB9 mRNA expression
relative to control
log10
(e)
Day1
Day3
Day5
0
0.1
0.2
0.3
0.4
0.5
∗p = 4.40E – 07
HOXB9n
HOXB9v
∗
(f)
re 5: (a–d) Confirmation and proliferation of stable MCF7 cell lines that overexpress HOXB9n or HOXB9v. Levels of HOXB9n and
XB9v (a) mRNA and (b) protein in stable cell lines. Proliferation of the HOXB9n and HOXB9v stable cell lines using a (c) 3D cell culture
el and a (d) 2D cell culture model. (e-f) Confirmation and proliferation of MDA-MB-468 cells with transient overexpression of
XB9n or HOXB9v. (e) Levels of HOXB9n and HOXB9v mRNA expression. (f) Proliferation of HOXB9n and HOXB9v overexpressing
by 2D cell culture model. 1
10
100
HOXB9v
HOXB9n
HOXB9 mRNA expression
relative to control
log10
( )
35kDa
17kDa
HOX
HOXB9v
25kDa
(b) HOXB9v
HOXB9n
0
200
400
600
800
1000
1200
1400
1600
1800
2000
∗p = 1.7247E – 06
1601.0
1834.8
(μm)
∗
(c) (a)
(b)
(c)
Day3
Day5
∗p = 0.0134
B9n
B9v
∗
(d)
HOXB9v
HOXB9n
1
10
100
1000
10000
100000
HOXB9 mRNA expression
relative to control
log10
(e)
Day1
Day3
Day5
0
0.1
0.2
0.3
0.4
0.5
∗p = 4.40E – 07
HOXB9n
HOXB9v
∗
(f) (a) (b) (c) (b)
HOXB9v
HOXB9n
1
10
100
1000
10000
100000
HOXB9 mRNA expression
relative to control
log10
(e) 0
0.2
0.4
0.6
0.8
1
1.2
1.4
Day1
Day3
Day5
∗p = 0.0134
HOXB9n
HOXB9v
∗
(d) Day1
Day3
Day5
0
0.1
0.2
0.3
0.4
0.5
∗p = 4.40E – 07
HOXB9n
HOXB9v
∗
(f) HOXB9 mRNA expression (d) (f) (e) Figure 5: (a–d) Confirmation and proliferation of stable MCF7 cell lines that overexpress HOXB9n or HOXB9v. Levels of HOXB9n and
HOXB9v (a) mRNA and (b) protein in stable cell lines. Proliferation of the HOXB9n and HOXB9v stable cell lines using a (c) 3D cell culture
model and a (d) 2D cell culture model. 3. Results Te blue band on the bottom shows the coding region (the thick part) and the 5′ UTR (the thin part) of exon 1. Tere is a region where data are sparsely mapped (indicated with the red arrow), which matches the deletion region in HOXBv. HOXB9v
overexpressing MCF7 and MDA-MB-468 cells proliferated faster compared with HOXB9n overexpressing cells. transiently overexpressed HOXB9n or HOXB9v in MDA-
MB-468 cells, and the cell proliferation assay showed that
HOXB9v
overexpression
increased
MDA-MB468
cell
growth (Figures 5(e) and 5(f)). Tus, to further confirm the presence of HOXB9v in
human breast cancer samples, we reanalyzed a publicly
available
breast
cancer
RNA
sequence
data
set
(GSE119937) [18] and mapped the reads onto the HOXB9
gene sequence. We identified a region in exon 1 where the
number of mapped reads was low in numerous samples;
this region matched the deletion region of HOXB9v
(Figure 4). 3.2. HXR9 and CXR9 Treatment. HXR9, an 18-amino acid
peptide, competently inhibits the hexapeptide motif of
HOX proteins and prevents HOX-PBX binding [19]. HOXB9n and HOXB9v expressing MCF7 cells were
treated
with
HXR9
or
a
control
peptide,
CXR9
(Figures 6(a) and 6(b)). Although HOXB9v lacks the
hexapeptide motif, which is known to interact with PBX
proteins [20], HXR9 significantly inhibited proliferation
of both cell lines. 3.2. HXR9 and CXR9 Treatment. HXR9, an 18-amino acid
peptide, competently inhibits the hexapeptide motif of
HOX proteins and prevents HOX-PBX binding [19]. HOXB9n and HOXB9v expressing MCF7 cells were
treated
with
HXR9
or
a
control
peptide,
CXR9
(Figures 6(a) and 6(b)). Although HOXB9v lacks the
hexapeptide motif, which is known to interact with PBX
proteins [20], HXR9 significantly inhibited proliferation
of both cell lines. To determine the role of HOXB9v in breast cancer, we
established stable MCF7 cell lines overexpressing HOXB9n
or HOXB9v. Gene and protein expressions of HOXB9n and
HOXB9v were verified in both cell lines (Figures 5(a) and
5(b)). Cell proliferation assays in both 3D culture and flat
culture showed that HOXB9v overexpression increased
MCF7 cell growth (Figures 5(c) and 5(d)). 3. Results (e-f) Confirmation and proliferation of MDA-MB-468 cells with transient overexpression of
HOXB9n or HOXB9v. (e) Levels of HOXB9n and HOXB9v mRNA expression. (f) Proliferation of HOXB9n and HOXB9v overexpressing
cells by 2D cell culture model. 3.3. Microarray and Gene Ontology Analysis. To explore the
reason behind the faster proliferation of HOXB9v over-
expressing cells, we performed microarray and gene on-
tology analyses using HOXB9n and HOXB9v-expressing
MCF7 cells. We chose 1056 genes as DEGs, and gene
ontology
analysis
showed
that
up-DEGs
between
HOXB9n and HOXB9v expressing cells presented sig-
nificant differences in pathways relevant to apoptosis
suppression (GO:0060548∼negative regulation of cell
death, GO:0043069∼negative regulation of programmed
cell death, and GO:0043066∼negative regulation of apo-
ptotic process) and steroid hormone response (GO:004
8545∼response to steroid hormone, GO:0032870∼cellular
response to hormone stimulus, and GO:0071383∼cellular
response to steroid hormone stimulus) (Table 1). Te genomic expression heatmap comparing 37 genes in-
volved in the apoptotic process (GO:0043069∼negative
regulation of programmed cell death) shows that apo-
ptosis is highly suppressed in HOXB9v expressing cells
(Figure 7). 3.3. Microarray and Gene Ontology Analysis. To explore the
reason behind the faster proliferation of HOXB9v over-
expressing cells, we performed microarray and gene on-
tology analyses using HOXB9n and HOXB9v-expressing
MCF7 cells. We chose 1056 genes as DEGs, and gene
ontology
analysis
showed
that
up-DEGs
between
HOXB9n and HOXB9v expressing cells presented sig-
nificant differences in pathways relevant to apoptosis
suppression (GO:0060548∼negative regulation of cell
death, GO:0043069∼negative regulation of programmed
cell death, and GO:0043066∼negative regulation of apo-
ptotic process) and steroid hormone response (GO:004
8545∼response to steroid hormone, GO:0032870∼cellular
response to hormone stimulus, and GO:0071383∼cellular
response to steroid hormone stimulus) (Table 1). Te 4. Discussion In the present study, we identified a novel modified transcript
of HOXB9, in which a deletion in exon 1 causes a frameshift,
formation of a stop codon, and truncation of protein coding. Tis leads to a defect in the homeodomain and hexapeptide
regions, which are both crucial for HOX gene function. We
confirmed that HOXB9v is widely present in human breast
cancer cell lines and clinical breast cancer samples, however not 7 Journal of Oncology 0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
Day1
Day3
Day5
∗p = 0.00015
HOXB9n HXR9
HOXB9n CXR9
∗
(a)
0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
Day1
Day3
Day5
∗p = 0.00675
HOXB9v HXR9
HOXB9v CXR9
∗
(b)
Figure 6: (a) HOXB9n-MCF7 cells and (b) HOXB9v-MCF7 cells were treated with HXR9 or with a control peptide, CXR9. HXR9
significantly inhibited the proliferation of both cell lines. 0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
Day1
Day3
Day5
∗p = 0.00015
HOXB9n HXR9
HOXB9n CXR9
∗
(a) 0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
Day1
Day3
Day5
∗p = 0.00675
HOXB9v HXR9
HOXB9v CXR9
∗
(b) 1 (a) Figure 6: (a) HOXB9n-MCF7 cells and (b) HOXB9v-MCF7 cells were treated with HXR9 or with a control peptide, CXR9. HXR9
significantly inhibited the proliferation of both cell lines. Table 1: Gene ontology analysis by differential gene expression. Apoptosis was suppressed in HOXB9v-MCF7 cells compared with
HOXB9n MCF7 cells Table 1: Gene ontology analysis by differential gene expression. Apoptosis was suppressed in HOXB9v-MCF7 cells compared with
HOXB9n-MCF7 cells. Term
P value
Bonferroni
Negative regulation of cell death
7.36E−07
0.002961
Response to steroid hormone
2.24E−06
0.008994
Cellular response to zinc ion
2.66E−06
0.01065
Negative regulation of programmed cell death
3.30E−06
0.013228
Cellular response to hormone stimulus
6.93E−06
0.027551
Negative regulation of apoptotic process
7.26E−06
0.028853
Cellular response to steroid hormone stimulus
1.15E−05
0.045436
Negative regulation of transcription, DNA-template
1.17E−05
0.045904 Table 1: Gene ontology analysis by differential gene expression. Apoptosis was suppressed in HOXB9v-M
HOXB9n-MCF7 cells. differential gene expression. Apoptosis was suppressed in HOXB9v-MCF7 cells compared with in normal gland samples. Detection of HOXB9v in MCF10A
may be attributed to the fact that this cell line is not karyo-
typically normal, while it maintains major characteristics of
normal breast epithelium [21]. We further confirmed that
HOXBv and the previously known HOXB9n were both pro-
duced from variationless HOXB9 genomic DNA. 4. Discussion Genomic heatmap compares expression of 37 gene
involved in suppression of apoptotic process (GO:0043069), with red and green color intensities indicating high and low e
ti
l
P
d
ll d
th i
d i
HOXB9
MCF7
ll
8
Journal of Journal of Oncology IER3
CAV1
IL6ST
EFNA1
TGFB3
BNIP3
PRDX5
SYCP2
PDCD4
SHH
RGL2
CREB3L1
BCL6
CEACAM5
DDAH2
THBS1
MUC1
AR
SOCS2
MET
ANXA1
NR4A1
BAD
NTSR1
POR
FOXP1
ASCL1
DHRS2
CORO1A
UCP2
AAMDC
HIPK2
BNIP3L
THOC6
TFAP2A
TNFAIP3
BMP7
Sample
2
1
0
–1
–2
Scaled
Journal of Oncology IER3
CAV1
IL6ST
EFNA1
TGFB3
BNIP3
PRDX5
SYCP2
PDCD4
SHH
RGL2
CREB3L1
BCL6
CEACAM5
DDAH2
THBS1
MUC1
AR
SOCS2
MET
ANXA1
NR4A1
BAD
NTSR1
POR
FOXP1
ASCL1
DHRS2
CORO1A
UCP2
AAMDC
HIPK2
BNIP3L
THOC6
TFAP2A
TNFAIP3
BMP7
Sample
2
1
0
–1
–2
Scaled
Journal of Oncology Figure 7: Microarray data heatmap of HOXB9n-MCF7 and HOXB9v-MCF7. Genomic heatmap compares expression of 37 genes which are
involved in suppression of apoptotic process (GO:0043069), with red and green color intensities indicating high and low expressions,
respectively. Programmed cell death is suppressed in HOXB9v-MCF7 cells. Figure 7: Microarray data heatmap of HOXB9n-MCF7 and HOXB9v-MCF7. Genomic heatmap compares expression of 37 genes which are
involved in suppression of apoptotic process (GO:0043069), with red and green color intensities indicating high and low expressions,
respectively. Programmed cell death is suppressed in HOXB9v-MCF7 cells. cancer. HOXB9n and HOXB9v should be assessed
separately. have been reported to regulate apoptosis in cancer
[29, 30], and HOX-regulated apoptosis is a general
mechanism
used
during
development
to
maintain
metameric patterns [31, 32]. However, the role of HOXB9
in apoptosis is yet to be investigated. In the growth assay, MCF7 and MDA-MB-468 cells
expressing HOXB9v at high levels presented more rapid
proliferation than did those expressing HOXB9v. It is
meaningful that similar results were observed in two cell
lines: one with hardly any expression of HOXB9n and
HOXB9v (MCF7) and the other with high expression of
both (MDA-MB-468). Fostered proliferation by HOXB9v
may be attributed to the suppressed apoptosis observed in
our
microarray
studies. Gene
ontology
analysis
of
HOXB9v-expressing
cells
compared
to
HOXB9n-
expressing cells indicated significant upregulation of
pathways
related
to
apoptosis
suppression,
further
underscoring its role in this regard. Several HOX genes p p
y
g
Te binding selectivity of HOX proteins is influenced by
cofactors, including members of the PBX, MEIS, and PREP
families [2]. 4. Discussion Two distinct
mRNA products from a single variationless genomic DNA may
indicate that HOXB9v is a novel splice variant of HOXB9. It
may be assumed that HOXB9v has a typical splice site of GU as
a 5′ donor site and AG as a 3′ acceptor site [22]; however, the
single-nucleotide transitions at 248 and 258 and the single-
nucleotide deletion at 254 must be taken into account. Further
investigation and discussions are needed to decide whether
HOXB9v is a splice variant or an mRNA modified by a different
mechanism. Nonetheless, the modified transcript is certainly
not a result of variations in genomic DNA. Additionally,
HOXB9v results in a different stop codon site from that of
HOXB9n and may become a target of nonsense-mediated
mRNA decay (NMD), an mRNA surveillance mechanism that
eliminates premature translation-termination codons. How-
ever, NMD is known to be initiated if an exon-junction
complex is present more than 50–55 bases downstream of the
stop codon [23]. HOXB9v forms its exon-junction complex upstream from its stop codon; therefore, we infer it escapes
from NMD. Nevertheless, the production of splice variants of
HOX genes lacking the homeodomain is likely a common
phenomenon. Murine Hoxb9, which shares sequence
similarity with human HOXB9, is reported to generate a
splice variant without a homeodomain. Other HOX
genes, including human HOXA1, HOXB6, HOXA9,
HOXA10, murine Hoxb6 and Meis1, and Xenopus
XlHbox2, have also been reported to generate splice
variants lacking homeodomains [24–28]. Interestingly,
HOXA9T, a homeodomain-less isoform of HOXA9,
which is structurally similar to HOXB9v, has been
demonstrated to act as an oncogene in leukemia without
directly binding to DNA [24]. HOXB9 has been reported
to promote tumorigenesis in various types of cancers;
however, no previous research on HOXB9 has shown a
mRNA variant of HOXB9. Considering that the structure
of the HOXB9v protein differs from that of the previously
studied HOXB9n protein and lacks important domains
such
as
homeodomain
and
hexapeptide
motif,
its
function is likely to differ from that of HOXB9n. Further
study is required to re-evaluate the role of HOXB9 in 8 IER3
CAV1
IL6ST
EFNA1
TGFB3
BNIP3
PRDX5
SYCP2
PDCD4
SHH
RGL2
CREB3L1
BCL6
CEACAM5
DDAH2
THBS1
MUC1
AR
SOCS2
MET
ANXA1
NR4A1
BAD
NTSR1
POR
FOXP1
ASCL1
DHRS2
CORO1A
UCP2
AAMDC
HIPK2
BNIP3L
THOC6
TFAP2A
TNFAIP3
BMP7
Sample
2
1
0
–1
–2
Sample
HOXB9n
HOXB9v
Scaled
Figure 7: Microarray data heatmap of HOXB9n-MCF7 and HOXB9v-MCF7. 4. Discussion Additionally, HOX-PBX interactions involve a
short HOX protein motif, the hexapeptide, located upstream
of the homeodomain [33]. HXR9 is an 18-amino acid
peptide and suppresses tumor proliferation by inhibiting
HOX-PBX binding [19]. In our proliferation assay, HOXB9v
expressing cell lines were sensitive to the HOX-PBX in-
hibitor HXR9, even though HOXB9v lacks the hexapeptide. Tis may be because HOXB9v, in consort with HOXB9n or 9 Journal of Oncology other
HOX
proteins,
indirectly
promotes
HOX-PBX
binding. [6] O.-S. Kwon, E. Oh, J.-R. Park et al., “GalNAc-T14 promotes
metastasis through Wnt dependent HOXB9 expression in
lung
adenocarcinoma,”
Oncotarget,
vol. 6,
no. 39,
pp. 41916–41928, 2015. 5. Conclusions [7] T. Hayashida, F. Takahashi, N. Chiba et al., “HOXB9, a gene
overexpressed in breast cancer, promotes tumorigenicity and
lung metastasis,” Proceedings of the National Academy of
Sciences, vol. 107, no. 3, pp. 1100–1105, 2010. We report a modified HOXB9 mRNA variant that results in a
homeodomain defect. We confirmed its presence in human
breast cancer cell lines and breast cancer clinical samples and
also revealed that HOXB9v may promote breast cancer
proliferation by suppression of apoptosis. Further research is
warranted to analyze HOXB9v and HOXB9n individually
and re-evaluate the true role of HOXB9 in cancer. [8] B. Shrestha, K. I. Ansari, A. Bhan, S. Kasiri, I. Hussain, and
S. S. Mandal, “Homeodomain-containing protein HOXB9
regulates expression of growth and angiogenic factors, fa-
cilitates tumor growth in vitro and is overexpressed in breast
cancer
tissue,”
Te
FEBS
Journal,
vol. 279,
no. 19,
pp. 3715–3726, 2012. pp
[9] Y. Hoshino, T. Hayashida, A. Hirata et al., “Bevacizumab
terminates homeobox B9-induced tumor proliferation by
silencing microenvironmental communication,” Molecular
Cancer, vol. 13, no. 1–14, p. 102, 2014. Acknowledgments Te authors greatly thank Dr. Sasaki Takafumi, Keio University
School of Medicine, for technical advice. Te authors also
thank Dr. Shunsuke Kato for scientific advice and Mr. Kazuya
Takakuwa for help in bioinformatics analysis. Tis work was
supported by JSPS KAKENHI (Grant number 19K09057). [13] A. Brock, S. Krause, H. Li et al., “Silencing HoxA1 by
intraductal injection of siRNA lipidoid nanoparticles prevents
mammary tumor progression in mice,” Science Translational
Medicine, vol. 6, no. 217, p. 217ra2, 2014. [14] L. Fang, L. Xu, and L. Zou, “Overexpressed homeobox B9
regulates oncogenic activities by transforming growth factor-
β1 in gliomas,” Biochemical and Biophysical Research Com-
munications, vol. 446, no. 1, pp. 272–279, 2014. Conflicts of Interest Te authors declare that there are no conflicts of interest
regarding the publication of this paper. [12] H. Seki, T. Hayashida, H. Jinno et al., “HOXB9 expression
promoting tumor cell proliferation and angiogenesis is as-
sociated with clinical outcomes in breast cancer patients,”
Annals of Surgical Oncology, vol. 19, no. 6, pp. 1831–1840,
2012. Data Availability Te HOXB9v sequence has been submitted to GenBank
under Accession No. LC466645. Te RNA sequence data set
(GSE119937) used in public data reanalysis in the fastq
format is available via SRA (SRP161704). Other datasets used
and/or analyzed during the current study are available from
the corresponding author on reasonable request. [10] S. Y. Wu, R. Rupaimoole, F. Shen et al., “A miR-192-EGR1-
HOXB9 regulatory network controls the angiogenic switch in
cancer,” Nature Communications, vol. 7, no. 1, Article ID
11169, 2016. [11] L. Sha, L. Dong, L. Lv, X. Bai, and X. Ji, “HOXB9 promotes
epithelial-to-mesenchymal
transition
via
transforming
growth factor-β1 pathway in hepatocellular carcinoma cells,”
Clinical and Experimental Medicine, vol. 15, no. 1, pp. 55–64,
2015. Supplementary Materials [15] C. Sun, C. Han, P. Wang, Y. Jin, Y. Sun, and L. Qu, “HOXB9
expression correlates with histological grade and prognosis in
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minants of post-mastectomy breast cancer recurrence,” Npj
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their role in the development of human cancers,” Journal of
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“Is God's Moral Government Out of Order?” the Burden of Habakkuk
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The Baptist review and expositor
| 1,904
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public-domain
| 4,607
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The Burden of Habakkuk. The Burden of Habakkuk. 45 at The University of Iowa Libraries on June 2, 2015
rae.sagepub.com
Downloaded from "IS GOD'S MORAL GOVERNMENT OUT OF ORDER?"
THE BURDEN OF HABAKKUK.
By REv. E. B. POLLARD, PH.D., D.D.
Geor~etown, Ky., Formerly Professor in Columbian University. They are sweeping away with irresistible momentum all
that stands in their path. Judah cannot hope to escape,
unless all human signs fail, or unless God Himself should
intervene. The ten tribes, the Northern Kingdom. a
little over a century ago (B.C. 722) had been brought
low by the Assyrians; Samaria had been razed to the
ground, and the flower of the land transported to foreign
parts, never again to return. Was Judah now to share
the same fate, at the hand of the Babylonian! The in-
ternal picture was not a whit less dark. The uncertain-
ties without led to confusion within. Nor was King
J ehoiakim the man to grapple .with such difficulties. Rather did his weakness and his wickedness tend only
to aggravate the perplexity of the situation. For not
only did he show a lack of sagacity, by reversing the
policy of Josiah, and siding with Pharaoh-Neche, as
against Nebuchadnezzar, but also unlike his father, "did
that which was evil in the sight of the Lord."
Burden-
some taxation, oppression, lawlessness and greed ran
riot in Judah, find there was no hand to stay. The judges
were corrupt and the society utterly demoralized. It was at such a crisis that Habakkuk begins to re- giddo, brought the brief era of righteousness to a sud-
den and unhappy close. The reign of Jehoahaz was
nipped by Pharaoh-Neche in its very budding, and Jeho-
iakim came to the throne, about the year 609 B.C. The
political problem of the day for Judah's new king was,
how to maintain his government in the midst of the
threatening dangers from Babylonia on the one hand
and Egypt on the other-the two powers, of the North
and of the South, which for years had been contending
against each other for supremacy. Poor Judah lay as
a prize between the two powerful contestants; or rather
was kicked hither and thither as a foot-ball by the ruth-
less players. The Babylonians, or Chaldeans, under the
sway of the great Nebuchadnezzar, are on the march. They are sweeping away with irresistible momentum all
that stands in their path. Judah cannot hope to escape,
unless all human signs fail, or unless God Himself should
intervene. The ten tribes, the Northern Kingdom. a
little over a century ago (B.C. "IS GOD'S MORAL GOVERNMENT OUT OF ORDER?"
THE BURDEN OF HABAKKUK.
By REv. E. B. POLLARD, PH.D., D.D.
Geor~etown, Ky., Formerly Professor in Columbian University. T
HE man with a message is the man with an exper-
ience. The
Old Testament prophets were pre-
eminently men of hope. But often it was necessary for
them to win their optimism by struggling through the
gloom of doubt and fear into the light of an unconquer-
able faih,
Thus their messages, though born from
above, were not foreign to their own souls, having pas-
sed through the furnace of their own burning experience. So, the prophecy came forth not only with a warmth
and intimacy as respects the prophet himself, but it also
became a weight upon his own heart, until he should
give his fellowmen the benefit of
his
own struggle. Hence the deliverances of the prophet, as respects the
prophet himself, were an experience; as respects the di-
vine will, a message; as respects the needs of men, a
burden on the prophet's soul-pressing heavily, until the
word of the Lord be told. The prophet Habakkuk had an experience. God made
it a message. He discharged the burden. "The burden
which Habakkuk the prophet did see!"
The message
came on this wise:- It had been but a few years since under the reforming
hands of Josiah, the King, Hilkiah the priest and Hul-
dah the prophetess, idolatry had outwardly at least been
ground to powder, and many wholesome efforts at social
and religious purification undertaken. The sad end of
the vigorous young reformer however, failing as he did
in the battle with Pharaoh-Necho on the plains of Me- The Baptist Review and Expositor. 46 giddo, brought the brief era of righteousness to a sud-
den and unhappy close. The reign of Jehoahaz was
nipped by Pharaoh-Neche in its very budding, and Jeho-
iakim came to the throne, about the year 609 B.C. The
political problem of the day for Judah's new king was,
how to maintain his government in the midst of the
threatening dangers from Babylonia on the one hand
and Egypt on the other-the two powers, of the North
and of the South, which for years had been contending
against each other for supremacy. Poor Judah lay as
a prize between the two powerful contestants; or rather
was kicked hither and thither as a foot-ball by the ruth-
less players. The Babylonians, or Chaldeans, under the
sway of the great Nebuchadnezzar, are on the march. at The University of Iowa Libraries on June 2, 2015
rae.sagepub.com
Downloaded from at The University of Iowa Libraries on June 2, 2015
rae.sagepub.com
Downloaded from "IS GOD'S MORAL GOVERNMENT OUT OF ORDER?"
THE BURDEN OF HABAKKUK.
By REv. E. B. POLLARD, PH.D., D.D.
Geor~etown, Ky., Formerly Professor in Columbian University. 722) had been brought
low by the Assyrians; Samaria had been razed to the
ground, and the flower of the land transported to foreign
parts, never again to return. Was Judah now to share
the same fate, at the hand of the Babylonian! The in-
ternal picture was not a whit less dark. The uncertain-
ties without led to confusion within. Nor was King
J ehoiakim the man to grapple .with such difficulties. Rather did his weakness and his wickedness tend only
to aggravate the perplexity of the situation. For not
only did he show a lack of sagacity, by reversing the
policy of Josiah, and siding with Pharaoh-Neche, as
against Nebuchadnezzar, but also unlike his father, "did
that which was evil in the sight of the Lord."
Burden-
some taxation, oppression, lawlessness and greed ran
riot in Judah, find there was no hand to stay. The judges
were corrupt and the society utterly demoralized. It was at such a crisis that Habakkuk begins to re- p
y
y
It was at such a crisis that Habakkuk begins to re-
flect sadly upon the horrible situation. Is not Jehovah The Burden of Habakkuk. 47 a God of justiceY Why should He permit such conditions
to exist ~ Is Israel not His chosen one ~
Why should the
late reforms go for nothing,and evil stalk boldly forth
trampling the good and holy under its cruel heel-and
there be none to deliver? Surely God has not lost His
grip upon human affairs, nor His goodness toward His
people, that wickedness is
allowed
to
triumph and
those that would do good are crushed into the dust. And
what of the recent effort at reforming Israel ~
True
Josiah's successors were not imbued with his spirit, and
there was every indication of the inevitable failure of
his reforms; but even at this instant, is not Judah bet-
ter than Babylonia, and has the chosen people no stronger
claim in Jehovah's favor than the Chaldeans ~
Is the
worse to destroy the better; and will God stand calmly
by and let the awful work of destruction go on? "IS GOD'S MORAL GOVERNMENT OUT OF ORDER?"
THE BURDEN OF HABAKKUK.
By REv. E. B. POLLARD, PH.D., D.D.
Geor~etown, Ky., Formerly Professor in Columbian University. Can it
be that God's moral government is out of order and that
the wicked and the heathen are, after all, to inherit the
earth t a God of justiceY Why should He permit such conditions
to exist ~ Is Israel not His chosen one ~
Why should the
late reforms go for nothing,and evil stalk boldly forth
trampling the good and holy under its cruel heel-and
there be none to deliver? Surely God has not lost His
grip upon human affairs, nor His goodness toward His
people, that wickedness is
allowed
to
triumph and
those that would do good are crushed into the dust. And
what of the recent effort at reforming Israel ~
True
Josiah's successors were not imbued with his spirit, and
there was every indication of the inevitable failure of
his reforms; but even at this instant, is not Judah bet-
ter than Babylonia, and has the chosen people no stronger
claim in Jehovah's favor than the Chaldeans ~
Is the
worse to destroy the better; and will God stand calmly
by and let the awful work of destruction go on? Can it
be that God's moral government is out of order and that
the wicked and the heathen are, after all, to inherit the
earth t It is with such thoughts as these raging in his bosom
that Habakkuk makes his appearance before us. Gen-
erally we first see prophets of the Lord uttering their
unmistakable message to the people. Habakkuk, how-
ever, leads us through the very processes by which God
gives him his 'burden' to the world. There is a tradi-
tion that Habakkuk was a priest, as well as a prophet. Certainly he had the true priestly heart
Indeed, in that
portion of Habakkuk's work which he has left us in this
book which bears his name, it is the priest that speaks
more than the prophet. Here we find him 'Standing not
so much before the people on behalf of God, but before
God on behalf of His people. It is while he is struggling
in priestly solicitude and intercession for his countrymen
that God gives him a revelation which first quiets his
own soul and then comes as a message of hope and sted-
fastness to others. Habakkuk's struggle with his peo-
ple '8 problem seemed to come to him almost as an inner The Baptist Review and Expositor. at The University of Iowa Libraries on June 2, 2015
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THE BURDEN OF HABAKKUK.
By REv. E. B. POLLARD, PH.D., D.D.
Geor~etown, Ky., Formerly Professor in Columbian University. 48 tragedy. Scepticism and Pessimism stalk over the stage
of his soul. 'I'he spirits of Atheism and Despair hover
over the scene. Shall they in the next act, take complete
possession of his soul l
No. Habakkuk and God have
won land the prophet gives the history of the struggle
to victory in the boldly dramatic form in which it passed
through his own life. Habakkuk:
"0, Lord how long shall I cry (for the
deliverance of my people) and thou will not hear7 I cry
out of violence and thou wilt not save. Why dost thou
show me iniquity and cause me to look upon perverseness,
for spoiling and violence are before ine: and there is
strife, and contention riseth up. Therefore the law is
slacked, and judgment never goeth forth: for the wicked
doth compass about the righteous, therefore judgment
goeth forth preverted."
(Chap.I :1-4.) Jehovah:
"Behold ye among the nations and regard
and wonder marvelously, for I work a work in your days
which ye will not believe though it were told you. For
10, I am raising up the Chaldeans, that bitter and hasty
nation, which march through the breadth of the earth
to possess dwelling places not their own. They are ter-
rible and dreadful, their judgment and their dignity pro-
ceed from themselves. Their horses are swifter than
leopards, and are more fierce than evening wolves; and
their horsemen spread themselves, yea, their horsemen
come from far, they fly as an eagle that hasteth to devour. 'I'hey come all of them for violence; their faces are set
eagerly as the east wind; and they gather captives as
the sand. Yea, he scoffeth at kings, and princes are a
derision unto him:
he derideth every strong-hold, he
heapeth up dust and taketh it. Then shall he sweep by
as a wind, and shall pass over and be guilty: even he
whose might is his god." But how can Habakkuk '8 questioning mind be satis-
fied with such a reply f
He knows all too well about the
cruel and oppressive Chaldean,
Does it help matters 49 The Burden of Habakkuk. at The University of Iowa Libraries on June 2, 2015
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THE BURDEN OF HABAKKUK.
By REv. E. B. POLLARD, PH.D., D.D.
Geor~etown, Ky., Formerly Professor in Columbian University. First,
Habakkuk is
told to remember that wickedness, even
when it seems strongest, is weakness, it will surely be
destroyed. Second, that in the midst of evil, the salva-
tion of the just is in his steadfast faith. Should God's
moral government be regarded as out of order because
wickedness stalks proudly over the prostrate form of
righteousness ~
No, for evil will 'yet meet its overthrow,
and the righteous man, in his faithfulness, standeth sure! "Behold, his soul (the wicked) is puffed up, it is not
upright in him, but the just shall live by his faith," v, 4. The proud and defiant Chaldean, type of all self-reliant
wickedness in the world, drunken with lust and fury,
large as hell, shall meet his moral waterloo, and all na-
tions shall see his defeat and sing the five-fold
song
taunting and of woe over his fall : Woe to him that in-
creaseth that which is not his ownI"
" Woe to him that
getteth an evil gain for his house, that he may set his
nest on high." "Woe to him that buildeth a town with
blood, and establisheth a city with iniquity."
" Woe to
him that giveth his neighbor drink and addeth thy venom
thereto. "
" Woe to him who saith to the wood, awake;
to the dumb stone, arise!',
No idle god can come to the
rescue when Jehovah has decreed the utter overthrow
of the wicked! He has sought for it from heaven. He has stood and
waited, till it came. The answer from Jehovah is given
in Chap. 2 :4-20. It is composed of two parts. First,
Habakkuk is
told to remember that wickedness, even
when it seems strongest, is weakness, it will surely be
destroyed. Second, that in the midst of evil, the salva-
tion of the just is in his steadfast faith. Should God's
moral government be regarded as out of order because
wickedness stalks proudly over the prostrate form of
righteousness ~
No, for evil will 'yet meet its overthrow,
and the righteous man, in his faithfulness, standeth sure! "Behold, his soul (the wicked) is puffed up, it is not
upright in him, but the just shall live by his faith," v, 4. "IS GOD'S MORAL GOVERNMENT OUT OF ORDER?"
THE BURDEN OF HABAKKUK.
By REv. E. B. POLLARD, PH.D., D.D.
Geor~etown, Ky., Formerly Professor in Columbian University. to know that God is raising him up, and that the internal
sins of which the prophet has complained will be avenged
by so wicked and relentless a foe from withoutt
There
is surely little consolation in the thought that Judah for
her wrong doing is to be punished and plundered by the
still more wicked Chaldean, even though Jehovah shall
'regard the invader as guilty. And so Habakkuk dares again to answer. Habakkuk: "0 Lord, my God, my Holy One, we shall
not die 1 0 Lord thou hast ordained him for judgment,
and thou, 0 Rock, hath established correction. Thou that
art of purer eyes than to behold evil and that canst not
look upon perverseness, wherefore then lookest thou up-
on them that deal treacherously, and boldest thy peace
when the wicked swallow up the man that is more right-
eous than he, and maketh them as the fishes of the sea,
or creeping things that have no ruler over themT••••••
Shall he therefore empty his net) and not spare to slay
the nations continuallyT" Anxious to know how Jehovah will answer the question
why even the wicked should be punished by being given
over to the plunderer of the more wicked, Habakkuk says
to himself: "I will stand upon my watch, and set me
upon my tower and will look forth to see what he will
speak with me, and what I shall answer concerning my
complaint."
Ashe waited the Lord came in a vision
which said: Jehovah:
"Write the vision out and make it plain
upon tables that he may run that readeth it., For the
vision is yet for the appointed; and it hasteth toward
the end and shall not lie. Though it tarry, wait for it,
because it will surely come; it will not delay." God always gives vision to the honest seeker after
light. The "more faith in honest doubt" than lives in
unfelt creeds is always rewarded. "Lord I believe,
help thou my unbelief."
With this attitude of mind,
Habakkuk receives the reply which is to quiet his soul, 50 The Baptist Review and Expositor. He has sought for it from heaven. He has stood and
waited, till it came. The answer from Jehovah is given
in Chap. 2 :4-20. It is composed of two parts. at The University of Iowa Libraries on June 2, 2015
rae.sagepub.com
Downloaded from "IS GOD'S MORAL GOVERNMENT OUT OF ORDER?"
THE BURDEN OF HABAKKUK.
By REv. E. B. POLLARD, PH.D., D.D.
Geor~etown, Ky., Formerly Professor in Columbian University. The proud and defiant Chaldean, type of all self-reliant
wickedness in the world, drunken with lust and fury,
large as hell, shall meet his moral waterloo, and all na-
tions shall see his defeat and sing the five-fold
song
taunting and of woe over his fall : Woe to him that in-
creaseth that which is not his ownI"
" Woe to him that
getteth an evil gain for his house, that he may set his
nest on high." "Woe to him that buildeth a town with
blood, and establisheth a city with iniquity."
" Woe to
him that giveth his neighbor drink and addeth thy venom
thereto. "
" Woe to him who saith to the wood, awake;
to the dumb stone, arise!',
No idle god can come to the
rescue when Jehovah has decreed the utter overthrow
of the wicked! The question at the first raised by Habakkuk, "How
long?" is not answered, to be sure. But the prophet sees
the point that God would teach him:
''I will surely over-
throw the wicked, TRUST ME!" Habakkuk now bursts out in a wondrous confession
and prayer. (Chapter III.)
God has. spoken, and the
prophet's soul is now calm. For he now remembers well that Jehovah's past deal-
ing with the world has always given assurance both of
his power and his goodness. In the light of history, the 51 The Burden of Habakkuk. good prophet is ashamed that he could ever have doubt-
ed.. "0 Lord, I have heard the report of thee and am
afraid. "0 Lord, I have heard the report of thee and am
afraid. o Lord, revive thy work in the midst of the years;
I
th
id t
f th
k it k o Lord, revive thy work in the midst of the
In the midst of the years make it known; o Lord, revive thy work in the midst of t
In the midst of the years make it known; In the midst of the years make it known; y
In wrath, remember mercy." In wrath, remember mercy." The quieted prophet calls to mind how God led his
people through the wilderness, appearing from Teman
and Mount Paran; how the tents of Cushan in the land
of Midian were overthrown for the sake of his people. Both in history (vv. 3-7) and in nature (vv .. at The University of Iowa Libraries on June 2, 2015
rae.sagepub.com
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THE BURDEN OF HABAKKUK.
By REv. E. B. POLLARD, PH.D., D.D.
Geor~etown, Ky., Formerly Professor in Columbian University. 8-16) the
Lord has shown His ability and His willingness to aid
His faithful people against the foe. He cannot fail the
people now! "Thy bow was made quite bare,
Thine oaths to the tribes was a sure word. Thou didst cleave the earth with rivers,
The mountains saw thee and were afraid. "Thy bow was made quite bare,
Thine oaths to the tribes was a sure word. Thou didst cleave the earth with rivers,
The mountains saw thee and were afraid. The mountains saw thee and were afraid. The mountains saw thee and were afraid. The sun and moon stood still in their habitation
At the light of thine arrows as they went,
At the shining of thy glittering spear. Thou didst march through the land in indignation,
Thou didst thresh the nations in anger. Thou wentest forth for the salvation of thy people. For the salvation of thine anointed. Thou woundedst the head out of the house of the
wicked The sun and moon stood still in their habitation
At the light of thine arrows as they went,
At the shining of thy glittering spear. Thou didst march through the land in indignation,
Thou didst thresh the nations in anger. Thou wentest forth for the salvation of thy people. For the salvation of thine anointed. Thou woundedst the head out of the house of the
wicked The sun and moon stood still in their habitation Thou woundedst the head out of the house of the
wicked Laying bare the foundation even to the neck." Laying bare the foundation even to the neck." What God has done he will do. History confirms His
promise to save the faithful and destroy the evil-doer. What God has done he will do. History confirms His
promise to save the faithful and destroy the evil-doer. Habakkuk's calmness and his confidence are now com-
plete. He has learned the lesson, for the want of which
his soul was but lately shrouded in gloom. And this is
the lesson: p
y
Habakkuk's calmness and his confidence are now com-
plete. He has learned the lesson, for the want of which
his soul was but lately shrouded in gloom. And this is
the lesson: 52 The Baptist Review and Expositor. at The University of Iowa Libraries on June 2, 2015
rae.sagepub.com
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THE BURDEN OF HABAKKUK.
By REv. E. B. POLLARD, PH.D., D.D.
Geor~etown, Ky., Formerly Professor in Columbian University. "That I should rest in the day of trouble, "That I should rest in the day of trouble, When it cometh upon the people to invade them in
troops." p
Hence he breaks out with the robust faith of one who
can leave all with God: Hence he breaks out with the robust faith of one who
can leave all with God: ,'Though the fig tree should not blossom ,'Though the fig tree should not blossom Neither shall fruit be in the vines ; The labor of the olive may fail, And the fields yield no meat, The flocks may be cut off from the fold, And there be no herd in the stalls, Yet will I rejoice in the Lord, I will joy in the God of my salvation. Jehovah, the Lord, is my strength, He maketh my feet like the hind's, And will make me to walk upon my high places." This remarkably beautiful prophecy, so full of moral
earnestness and dramatic power, has carried in its own
bosom its lessons. They need not be further drawn out. But in our own age, or indeed, in every age, we need to
learn afresh the chief teachings in Habakkuk's message
from heaven. The problems of sin, and of suffering. are
the most momentus with which we have to deal. Why
sin is permitted in the world, why the righteous suffer,
and kindred questions are left unanswered, some lessons
ring out clear and distinct. g
First, God can be trusted. In all the perplexing moral
problems that arise in the manifold experiences of men
and nations, the Almighty is worthy of all confidence. His government is not hopelessly deranged even when
it seems most so. His hand is on the helm. Many times
He is compelled to say to those of his creatures who
have lost confidence in moral order and would passion-
ately fly into complaint and displeasure with God, just
as Emerson says Nature would remark to some-"Why
so hot my little man?"
Or as Jehovah himself aforetime 53 The Burden of Habakkuk. said to His doubting people, "Be still, and know that I
am God." Not only so, but the very life of the righteous lies in
his faith in the Almighty. Confidence in God is his only
hope, his stay, his salvation. "The just shall live by
his faith, " 2:4. at The University of Iowa Libraries on June 2, 2015
rae.sagepub.com
Downloaded from at The University of Iowa Libraries on June 2, 2015
rae.sagepub.com
Downloaded from "IS GOD'S MORAL GOVERNMENT OUT OF ORDER?"
THE BURDEN OF HABAKKUK.
By REv. E. B. POLLARD, PH.D., D.D.
Geor~etown, Ky., Formerly Professor in Columbian University. In contrast with the pride and arrogance
of the Chaldean whose "soul is puffed up within him,"
and whose "dignity proceedeth from himself," the right-
eous ceasing from all confidence in his own strength re-
lies wholly upon God. Turning from human assistance
he seeks the divine power to save him from calamity
and sin. The past faithfulness of God has begotten faith
and steadfastness in his own soul. He can therefore af-
ford to "rest in the day of trouble," being assured that
his- soul and God stand sure. But the voice of Jehovah brought for the prophet
another message. It "is the lesson of the inherent weak-
ness of sin. The Lord pointed out to Habakkuk the fact
that, notwithstanding the apparent successes of the Chal-
dean by which he had made his "portion fat and his meat
plenteous," destruction awaited "him; that sin contains
the very germs of its own dissolution, the pledge of its
own undoing. The wicked man "hath sinned against
his own soul," Chap. 2:10. "Woe! Woe! Woe!" is
written upon every line of the sinful programme. God
has set himself against wrong, even when he gives it
reins. His very character is ample warrant that sin
shall be overthrown; that when it is finished it will bring
forth death. "For right is right, and God is God, "For right is right, and God is God, An right the day must win; To doubt would be disloyalty, To falter would be sin." God's moral government is found therefore not to be
a chaos, simply because evil seems to be triumphant and
shameless. God will at last overthrow sin and save those
that trust in him. 54: The Baptist Review and Expositor. The Baptist Review and Expositor. The Baptist Review and Expositor. What confidence should this give to those who would
battle for the right, and against the wrong. Sin shall
be destroyed and "the just shall live by faith."
It was
this word spoken to Habakkuk that became the central
and sustaining thought of Paul's message, a gospel,which
had to be preached in the midst of bitterest persecution. It was this that became the keynote to Luther's life
and the Reformation which he instituted. It still brings
us to the center of the gospel for a lost world. "The
just shall live by faith."
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Long-Lasting Rescue of Age-Associated Deficits in Cognition and the CNS Cholinergic Phenotype by a Partial Agonist Peptidomimetic Ligand of TrkA
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Received June 25, 2003; revised July 29, 2004; accepted Aug. 3, 2004.
This work was supported by Canadian Institutes of Health Research Grants MT-13265 (H.U.S.) and MOP 62735
(A.C.C.)andNationalInstitutesofHealthGrantCA82642(K.B.).M.A.B.receivedafellowshipfromConsejoNacional
de Investigaciones Cientı´ficas y Te´cnicas, Argentina. We thank Dr. H. Nedev and M. C. Zaccaro (McGill University,
Montreal, Quebec, Canada) for aid with compound synthesis and characterization and K. Bell and E. Tsang for aid
with image analysis and histology.
*A.C.C. and H.U.S. contributed equally to this work.
Correspondence should be addressed to Dr. H. Uri Saragovi, Lady Davis Institute–Jewish General Hospital, 3755
Cote St. Catherine, F-223, Montreal, Quebec, H3T 1E2 Canada. E-mail: Uri@pharma.mcgill.ca.
DOI:10.1523/JNEUROSCI.1508-04.2004
Copyright © 2004 Society for Neuroscience
0270-6474/04/248009-10$15.00/0 The Journal of Neuroscience, September 15, 2004 • 24(37):8009–8018 • 8009 The Journal of Neuroscience, September 15, 2004 • 24(37):8009–8018 • 8009 Behavioral/Systems/Cognitive Long-Lasting Rescue of Age-Associated Deficits in Cognition
and the CNS Cholinergic Phenotype by a Partial Agonist
Peptidomimetic Ligand of TrkA Bruno,1 Paul B. S. Clarke,1 Alicia Seltzer,6 Re´mi Quirion,1,2 Kevin Burgess,7 A. Claudio Cuello,1,3
i1 4 5* Martin A. Bruno,1 Paul B. S. Clarke,1 Alicia Seltzer,6 Re´mi Quirion,1,2 Kevin Burgess,7 A. Clau
H. Uri Saragovi1,4,5* Martin A. Bruno,1 Paul B. S. Clarke,1 Alicia Seltzer,6 Re´mi Quirion,1,2 Kevin Burgess,7 A. Claudio Cuello,1,3* and
H. Uri Saragovi1,4,5*
Departments of 1Pharmacology and Therapeutics, 2Psychiatry/Douglas Hospital Research Center, 3Anatomy and Cell Biology, and 4Oncology/Cancer
Center, and 5Lady Davis Research Institute, McGill University, Montre´al, Quebec, H3T 1E2 Canada, 6Facultad de Medicina, Universidad de Cuyo, Mendoza
5500, Argentina, and 7Department of Chemistry, Texas A&M University, College Station, Texas 77842 g
Departments of 1Pharmacology and Therapeutics, 2Psychiatry/Douglas Hospital Research Center, 3Anatomy and Cell Biology, and 4Oncology/Cancer
Center, and 5Lady Davis Research Institute, McGill University, Montre´al, Quebec, H3T 1E2 Canada, 6Facultad de Medicina, Universidad de Cuyo, Mendoza
5500, Argentina, and 7Department of Chemistry, Texas A&M University, College Station, Texas 77842 Previously, we developed a proteolytically stable small molecule peptidomimetic termed D3 as a selective ligand of the extracellular
domain of the TrkA receptor for the NGF. Ex vivo D3 was defined as a selective, partial TrkA agonist. Here, the in vivo efficacy of D3 as a
potential therapeutic for cholinergic neurons was tested in cognitively impaired aged rats, and we compared the consequence of partial
TrkAactivation(D3)versusfullTrkA/p75activation(NGF).WeshowthatinvivoD3bindstoTrkAreceptorsandaffordsasignificantand
long-lived phenotypic rescue of the cholinergic phenotype both in the cortex and in the nucleus basalis. The cholinergic rescue was
selectiveandcorrelateswithasignificantimprovementofmemory/learningincognitivelyimpairedagedrats.Theeffectsofthesynthetic
ligand D3 and the natural ligand NGF were comparable. Small, proteolytically stable ligands with selective agonistic activity at a growth
factor receptor may have therapeutic potential for neurodegenerative disorders. Key words: peptidomimetic; age; cognition; memory; TrkA; NGF; agonist; cholinergic; CNS Key words: peptidomimetic; age; cognition; memory; TrkA; NGF; agonist; cholinergic; CNS (Barker, 1998; Rabizadeh et al., 1999; Zaccaro et al., 2001; Sara-
govi and Zaccaro, 2002). These features make p75 biology com-
plex and the behavior of p75 ligands unpredictable. Received June 25, 2003; revised July 29, 2004; accepted Aug. 3, 2004. D3 distribution in brain D3 and its analog D3-biotin (D3 conjugated with biotin) bind TrkA with
similar properties (Maliartchouk et al., 2000), and D3-biotin can be fol-
lowed via the biotin label (Maliartchouk et al., 2000). To assess whether
D3 can diffuse when given intracerebroventricularly, male Fischer-344
aged rats (n 2) were anesthetized, placed in a stereotaxic apparatus, and
given a single injection of D3-biotin. A relatively high dose of D3-biotin
(10 g in 10 l) was used because our pilot studies (data not shown)
demonstrated it yields a good signal in these diffusion studies. D3-biotin
was injected into the lateral ventricle (anteroposterior, 0.8 mm; lateral,
1.3 mm; vertical, 3.5 mm) (Paxinos and Watson, 1986). Without perfu-
sion (to avoid washout during perfusion–fixation), rats were killed after
an intracerebroventricular injection at 0.25, 2, 4, 8, 12, and 24 hr. Fixed
(4% paraformaldehyde; 15 min), free-floating sections (50 m) were cut
using a freezing sledge microtome, followed by 30 min of blocking with
3% normal mouse serum (Chemicon, Temecula, CA). After rinsing, sec-
tions were incubated at room temperature for 2 hr with a mouse IgG
anti-biotin–Alexa-488 (1:300; Molecular Probes, Eugene, OR). Sections
were rinsed three times with PBS and then mounted onto gelatin-coated
slides using Vectashield mounting medium for fluorescence (Vector
Laboratories, Burlingame, CA). The latency to locate the escape platform was used to segregate rats
into aged cognitively unimpaired and aged cognitively impaired groups. Aged rats whose individual mean latencies to locate the platform were
within 0.5 SDs of the latency of young rats were considered cognitively
unimpaired (n 19). Aged rats whose individual average latencies to
locate the platform were 2 SDs from those of young rats on days 2–5 of
the acquisition phase were considered cognitively impaired (n 31), as
described (Tombaugh et al., 2002; Rowe et al., 2003). Rats displaying an
intermediate performance between unimpaired and impaired (i.e., rats
with 2 SDs but 0.5 SDs) were eliminated from this study (n 70)
because this “cognitively mildly impaired population” was expected to
yield highly variable behavioral data. Testing phase. Throughout, all tests were always carried in the same
room and the same Morris water maze was set up. D3 distribution in brain Aged cognitively
impaired rats were treated with saline, NGF, or D3 (see below) during 2
weeks, allowed to recover from surgery for 1 week (week 3), and then they
were retested in the Morris water maze (week 4) with the platform sub-
merged in the same position as in the acquisition phase. Animals were
tested in nine trials over 3 consecutive days (three trials per day with an
intertrial time of 20 min) with the platform 2 cm below the water. The
latency of each aged cognitively impaired group (vehicle, NGF, or D3)
was also analyzed as the average time spent in each quadrant of the pool
using the same software program (HVS Image). Cellular distribution and D3–TrkA localization studies
Aged rats (n 4) received a single intracerebroventricular injection of
D3-biotin (1 g in 10 l), and 24 hr later, their brains were perfused–
fixed (24 hr because the biodistribution studies above indicated good
penetration). Then, 35-m-thick sections containing the nucleus basalis
and cerebral cortex regions were prepared, and double immunostaining
was done to identify neurons, glia, or TrkA receptors. Neurons were
identified with mouse anti-neural nuclei (NeuN) antibody (1:100;
Chemicon), followed by goat anti-mouse coupled with rhodamine (1:
100; red; Jackson ImmunoResearch, West Grove, PA), and D3-biotin on
neurons was identified with goat anti-biotin–FITC (green; Sigma, St. Louis, MO). Glia were identified using mouse anti-glial fibrillary acidic
protein (GFAP; 1:100; Chemicon), followed by goat anti-mouse coupled
with rhodamine (1:100; red; Jackson ImmunoResearch), and D3-biotin
on glia was identified with goat anti-biotin–FITC (green; Sigma). TrkA
receptors were identified using rabbit anti-TrkA antibody (1:500;
Chemicon), followed by donkey anti-rabbit coupled with rhodamine red
X (1:100; red; Jackson ImmunoResearch), and D3-biotin colocalizing
with TrkA was identified with mouse IgG anti-biotin–Alexa-488 (1:300;
green; Molecular Probes). In all cases, sections were preincubated and
blocked with the corresponding normal serum secondary antibody. The
colocalization of D3-biotin and neuronal, glial, or TrkA markers was
examined with an LSM 510 laser scanning confocal microscope (Zeiss,
Oberkochen, Germany). Memory test. At the 5th and 12th weeks after drug delivery, rats were
placed in the water maze with no platform, for three trials of 60 sec with
an intertrial interval of 20 min in a single day. The data are expressed as
percentage of time spent in each quadrant SEM, the “target quadrant”
being where the platform had been hidden before. Introduction • Age-Associated Deficits Rescued by a Mimetic TrkA Ligand 8010 • J. Neurosci., September 15, 2004 • 24(37):8009–8018 that bind TrkA and exclude p75. To this end, we developed a
TrkA-selective NGF peptidomimetic termed D3. D3 induces
TrkA tyrosine phosphorylation, stabilizes TrkA–TrkA ho-
modimers, enhances ChAT production/activity, and induces
neurotrophic activities in PC12 cells and primary neuronal cul-
tures (Maliartchouk et al., 2000). D3 has partial agonistic activity
but could be best described as a potentiator of NGF action. In
addition, D3 is a small (mass, 580 Da), water-soluble and proteo-
lytically stable molecule. In view of these drug-like features, we
tested whether D3 has superior in vivo pharmacological proper-
ties compared with the NGF polypeptide. water maze test (Fischer et al., 1987; Gage et al., 1988; Chen et al., 1995),
to avoid the potential confounding effects of studying drug effects on a
global and heterogeneous population of aged rats. Acquisition phase. Aged (n 120) and young (n 10) rats were
screened for spatial memory deficits using the Morris water maze as
described previously (Issa et al., 1990; Aubert et al., 1995). The animals
were required to find a submerged platform in a 1.4 m diameter pool of
white, nontoxic colored water using only distal and spatial clues available
in the testing room. Throughout, all tests were always carried in the same
room and set up. The center of the escape platform (15 cm diameter) was
located 45 cm from the pool wall, in the northeast quadrant. Animals
were tested in 15 trials over 5 consecutive days (three trials per day with
an intertrial time of 20 min) with the platform 2 cm below the water. At
the end of the testing periods, all animals were given three trials in which
the platform was raised 2 cm above the water to exclude visual deficits as
the cause of poor performance, as described (Rowe et al., 2003). The
swim speeds and distances were recorded using a video tracking system
(HVS Image, Buckingham, UK) to exclude motor deficits as the cause of
poor performance, as described (Rowe et al., 2003). For excluding thig-
motaxis and amotivational status as the cause of poor performance (Gra-
ziano et al., 2003; Rowe et al., 2003), concentric zones of the pool defined
by the software program (HVS Image) were used to average swim pat-
terns during days 2–5 of the acquisition phase. Introduction Neurotrophins are growth factors that regulate the development
and maintenance of the peripheral and the central nervous sys-
tems (Lewin and Barde, 1996; Saragovi and Burgess, 1999). Neu-
rotrophins and their receptors are targets for therapeutic inter-
vention in neurodegeneration (Eide et al., 1993; Hefti, 1994;
Thoenen, 1995; Saragovi and Burgess, 1999; Saragovi and Ge-
hring, 2000). Mature cholinergic basal forebrain (CBF) neurons, which in-
nervate the cerebral cortex and hippocampus, play a key role in
cognition and memory (Lad et al., 2003). These neurons express
NGF receptors (Backman et al., 1997) and are dependent for their
health and cholinergic phenotype on NGF receptor activation
(Debeir et al., 1999; Sofroniew et al., 2001). In aging and cognitive
disorders such as Alzheimer’s disease (AD), CBF neurons un-
dergo atrophy and eventually degenerate (Turrini et al., 2001;
Casu et al., 2002). This process correlates with a progressive re-
duction of TrkA density before cellular death (Mufson et al.,
1997, 2000; Sendera et al., 2000). Indeed, TrkA (but not of p75)
depletion is a reliable marker of progressively deteriorating cog-
nitive ability (Counts et al., 2004). Thus, exogenous NGF has
been used as an experimental therapeutic agent in aging and
stroke animal models (Garofalo et al., 1992; Backman et al., 1997;
Frick et al., 1997) and in human AD patients (Gage et al., 1988). Exogenous NGF reversed the age-dependent changes in CBF
neurons and improved performance in spatial memory tasks. The effect of NGF was long-lived after discontinuation of deliv-
ery. However, NGF therapy for AD patients failed because of CNS
delivery problems and pleiotropic and adverse side effects (Bari-
naga, 1994; Verrall, 1994; Jonhagen, 2000). Moreover, it is hard
to interpret the outcome of NGF–p75 interactions in vivo in the
aged brain. The neurotrophin nerve growth factor (NGF) acts by binding
to receptors TrkA and p75. NGF–TrkA binding (approximate Kd,
10 11 M) activates the intrinsic tyrosine kinase of the receptor,
causing tyrosine phosphorylation of TrkA and associated signal-
ing partners, and activates “traditional” neurotrophic biological
signals. These signals promote cell survival or differentiation
(Kaplan and Miller, 2000). The p75 receptor is a member of the
tumor necrosis factor receptor superfamily. Depending on the
cellular environment and the type of ligand, p75 can transduce
pro-survival,
pro-apoptotic,
or
pro-differentiation
signals We reasoned that it would be advantageous to apply ligands Bruno et al. Materials and Methods
Animals Aged (24 months old) and young (6 months old) male Fisher-344 rats
were used. Efforts were made to minimize the number of animals used
and their suffering. All procedures were approved beforehand by the
Animal Care Committee of McGill University and followed the guide-
lines of the Canadian Institutes of Health Research. D3 distribution in brain This experiment is
reflective of memory because there is no new learning. Surgical procedures and CNS administration
Cognitively impaired rats were anesthetized and placed in a stereotaxic
apparatus (David Kopf Instruments, Tujunga, CA). They were im-
planted with cannulas (Alzet) into the lateral ventricle, according to the
following coordinates from bregma: anteroposterior, 0.8 mm; lateral,
1.3 mm; vertical, 3.5 mm (Paxinos and Watson, 1986). The cannulas
were connected to sterile coiled polyethylene tubing filled with an air–oil
spacer (Vahlsing et al., 1989; Varon et al., 1989) at the pump end. Rats
receiving control vehicle (saline group; n 8) had pumps filled with
phosphate-buffered artificial CSF (150 mM NaCl, 1.8 mM CaCl2, 1.2 mM
MgSO4, 2 mM K2HPO4, 10 mM glucose, and 0.001% rat serum, pH 7.4). Rats receiving positive control (NGF group; n 7) had 1.4 g/d of 2.5 S
NGF (Cedarlane Laboratories, Ontario, Canada) diluted in saline vehicle
(a total of 20 g NGF). This concentration of NGF was established
previously to be neuroprotective in dose–response studies in vivo (Garo-
falo and Cuello, 1995). Rats receiving test peptidomimetic (D3 group; Behavioral task We resorted to segregating animals in spatially cognitively impaired and
unimpaired groups applying well accepted protocols using the Morris J. Neurosci., September 15, 2004 • 24(37):8009–8018 • 8011 Bruno et al. • Age-Associated Deficits Rescued by a Mimetic TrkA Ligand Figure1. PeptidomimeticD3efficientlypenetratestheCNSparenchyma.Imagesofthelateralventricleoffresh,unfixedtissue
afterD3-biotininjectionattimepoints:15min(A);2hr(B);4hr(C);8hr(D);12hr(E);24hr(F).At2hrafterinjection,D3-biotin
started to penetrate the CNS parenchyma and gave a maximal signal at the 8 and 12 hr. At 24 hr, no D3-biotin is apparent in the
choroid plexus or ventricular surface. Scale bar, 200 m. lateral, 4.7–5.7 mm; ventral, 3.0–4.2 mm) and
the size and density of the VAChT-IR neurons
at the nucleus basalis (lateral, 2.3–3.1 mm; an-
teroposterior, 1.2 to 1.8 mm; ventral, 6.3–
7.3 mm) per 1000 m 2 were measured using a
BH-2 Olympus microscope connected to an
image analysis system (MCID Elite; Imaging
Research, St. Catharines, Ontario, Canada) as
described (Debeir et al., 1999). Briefly, five im-
ages per area, from both hemispheres, were
taken from five different slices per rat (50 im-
ages per rats for each region basalis and cortex). For lamina V of the parietal cortex and the nu-
cleus basalis, five animals were used in each
group: young adult, aged unimpaired, aged im-
paired, aged impaired plus saline, and aged im-
paired plus D3. For the NGF group, 4 animals
were analyzed. D3 distribution in brain Because our previous studies
have shown that sham surgeries (no infusion of
saline control) on mature or in aged rats have
no impact on behavior or basal forebrain cho-
linergic markers (Garofalo and Cuello, 1994,
1995; Garofalo, 1995), we opted to forgo these
additional surgical controls. For quantification
of lamina V of the parietal cortex, a total area of
80,000 m 2 were analyzed per rat. For the nu-
cleus basalis, a total of 50,000 m 2 were ana-
lyzed per rat. Results are expressed per 1000
m 2. For analyses of cell size, a total of 10,000
VAChT-IR cells per rat were studied. Figure1. PeptidomimeticD3efficientlypenetratestheCNSparenchyma.Imagesofthelateralventricleoffresh,unfixedtissue
afterD3-biotininjectionattimepoints:15min(A);2hr(B);4hr(C);8hr(D);12hr(E);24hr(F).At2hrafterinjection,D3-biotin
started to penetrate the CNS parenchyma and gave a maximal signal at the 8 and 12 hr. At 24 hr, no D3-biotin is apparent in the
choroid plexus or ventricular surface. Scale bar, 200 m. n 7) had 2.8 g/d D3 diluted in saline vehicle (a total of 40 g of D3). This concentration of D3 was chosen based on its potency and affinity
relative to NGF. The tubing was connected from its oil spacer end to Alzet
2002 (14 d life span) osmotic minipumps filled with dye (0.1% methylene
blue), which were pretested to confirm their delivery rates. After the end of
thedrugdelivery,thepumpplacedsubcutaneouslyintheneck/shoulderarea
and the tubing were removed from anesthetized rats, and the total infusion
volumewasdeterminedforeachanimaltoconfirmthedosageadministered. Animalswereallowedtorestfor1week,andthetestingphaseofthememory
task was performed as described above. Preparation of D3 and NGF
D3 and D3-biotin were prepared as described (Maliartchouk et al., 2000). The material was analyzed as homogeneous single peak by analytical
HPLC, by matrix-assisted desorption ionization mass spectrometry, and
by 1H NMR (300 MHz; DMSO-d6) (Pattarawarapan and Burgess, 2000;
Pattarawarapan et al., 2002), and the expected structure was confirmed. D3 was prepared in saline buffer at 3.5 mg/ml. 2.5 S NGF (Cedarlane
Laboratories, Ontario, Canada) was prepared in saline buffer. Phenotypic analyses Statistical analyses were performed using commercial software (Systat
10.0; SPSS Inc., Chicago, IL). Data were subjected to univariate and
multivariate ANOVA; for repeated measures, the Huyhn-Feldt p value is
reported. Between-group comparisons were made using Tukey’s test. All
probability values were two-tailed; a level of 5% was considered signifi-
cant. Data are reported as the mean SEM. yp
y
After completion of the behavioral studies, rats were anesthetized and
perfused transcardially with a mixture of 4% paraformaldehyde, 0.5%
glutaraldehyde, and 15% saturated picric acid in 0.1 M phosphate buffer
(PB), pH 7.4, for 30 min, followed by the same fixative without glutaral-
dehyde for an additional 30 min. The tissue was subsequently postfixed
for 4 hr in the latter fixative mixture and left at 4°C with a solution of 30%
sucrose in 0.1 M PBS. Then, 35-m-thick sections between coordinates
from bregma (0.5 mm and 3.0 mm, which comprise the parietal region
of the cerebral cortex and the nucleus basalis area) (Paxinos and Watson,
1986) were cut using a sledge microtome (Sliding Microtome, SM2000 R;
Leica Microsystems, Quebec, Canada) equipped with a freezing stage. After rinsing in PBS, the free-floating sections were incubated for 1 hr in
a solution containing 1% bovine serum and 10% normal goat serum in
PB. Sections were then incubated overnight at 4°C with an anti- vesicular
acetylcholine transporter (VAChT) antibody (1:10,000; a gift from Dr. R. Edwards, University of California–San Francisco, San Francisco, CA) or
anti-synaptophysin antibody (1:200) (Gilmor et al., 1996) as described. After washing, the tissue was incubated in biotinylated goat anti-rabbit
antibody (1:800; 2 hr at room temperature; Vector Laboratories). After
several washes, the tissue was incubated in 0.6% diaminobenzidine
(Sigma) in Tween 20 in PBS (15 min at room temperature). Subse-
quently, H2O2 was added to the diaminobenzidine solution. After wash-
ing, the sections were mounted on gelatin-coated glass slides and were
dehydrated and coverslipped with Entellan (Merck, Darmstadt, Ger-
many). Omission of the primary antibody served as a negative control. Results
Th D The D3 peptidomimetic TrkA ligand distributes throughout
the CNS parenchyma and colocalizes with the TrkA receptor
D3-biotin was given intracerebroventricularly to assess whether
small peptidomimetics penetrate the CNS parenchyma effi-
ciently. After an intracerebroventricular injection of D3-biotin
(10 g), rats were killed without perfusion at times 0.25, 2, 4, 8,
12, and 24 hr and stained with mouse anti-biotin–Alexa-488 (Fig. 1). At 2 hr (Fig. 1B) and 4 hr (Fig. 1C) after injection, D3-biotin
started to penetrate the CNS parenchyma. A maximal signal is
seen at the 8 hr (Fig. 1D) and 12 hr (Fig. 1E) time points. At 24 hr
(Fig. 1F), no signal is apparent in the choroid plexus or ventric-
ular surface. Hence, D3-biotin is efficient at penetrating brain
parenchyma. The D3 peptidomimetic TrkA ligand distributes throughout
the CNS parenchyma and colocalizes with the TrkA receptor More detailed colocalization studies were performed using
D3-biotin and subjecting the rats to a perfusion–fixation step to
remove unbound D3-biotin 24 hr after injection (Fig. 2). Most of
the D3-biotin was washed off by perfusion, and it is presumed
that those D3-biotin molecules were not bound to a receptor. Specific analyses of target areas where TrkA is expressed (e.g., Image analysis g
y
The density of VAChT-immunoreactive (IR) or synaptophysin-IR pre-
synaptic boutons in lamina V of the parietal cortex (bregma coordinates: 8012 • J. Neurosci., September 15, 2004 • 24(37):8009–8018 Bruno et al. • Age-Associated Deficits Rescued by a Mimetic TrkA Ligand Figure2. NeuronalbindingbyD3andcolocalizationwithTrkAreceptors.ConfocalmicroscopyofparietalcortexlaminaV(A,B)
ornucleusbasalis(C)24hrafterinjectionofD3-biotin.Brainswereperfused,andsectionswereimmunostained.A,Colocalization
ofD3-biotinandNeuN.B,LackofcolocalizationofD3-biotinandGFAP.C,ColocalizationofD3-biotinandTrkA.Scalebar,20m. cerebral cortex and nucleus basalis) re-
vealed bound D3-biotin remaining after
perfusion and could not be washed off,
suggesting that it is tightly bound to a re-
ceptor. These D3-biotin molecules accu-
mulated at the cell surface of lamina V pa-
rietal cortical neurons, the nuclei of which
were identified with the NeuN marker
(Fig. 2A). Additional analysis using glial
markers demonstrated no colocalization
of D3-biotin signal with GFAP in parietal
cortex lamina V (Fig. 2B). Finally, studies
in the nucleus basalis demonstrated colo-
calization of the D3-biotin signal with
TrkA immunoreactivity (Fig. 2C). To-
gether, these data indicate that D3 binds to
cell surface TrkA expressed in neurons. Preselection of aged, cognitively
impaired rats An aged rat model of cognitive impair-
ment was used to test in vivo the TrkA par-
tial agonist D3 (Fig. 3A). From of a pool of
120 aged rats (24-month-old males), the
Morris water maze allowed preselection of
31 rats that were severely cognitively im-
paired (Fig. 3B). In the Morris water maze
rats, use visual clues to learn and recall the
position of a platform hidden underwater. Visual impairment was ruled out as the
cause of poor performance by testing with
the platform exposed (Fig. 3B) (day 6). Figure2. NeuronalbindingbyD3andcolocalizationwithTrkAreceptors.ConfocalmicroscopyofparietalcortexlaminaV(A,B)
ornucleusbasalis(C)24hrafterinjectionofD3-biotin.Brainswereperfused,andsectionswereimmunostained.A,Colocalization
ofD3-biotinandNeuN.B,LackofcolocalizationofD3-biotinandGFAP.C,ColocalizationofD3-biotinandTrkA.Scalebar,20m. p
p
g
y
All data were analyzed for swim speed
to rule out motor deficits. Thirty-one cognitively impaired aged
rats were thus selected. In the visual platform task (Fig. 3B) (day
6), latencies to reach the platform were low in all three groups. However, Tukey’s test revealed significant between-group differ-
ences ( p 0.05 to p 0.0001) in which young animals tended to
reach the platform soonest and the aged impaired last. This dif-
ference may be attributable to swim speed because this measure
differed between the three groups of animals (F 37.1; df 2, 57;
p 0.0001). This group difference did not differ across days
(day group interaction: F 1.1; df 8, 228; p 0.3), and the
young animals swam fastest (22.3 0.5 cm/sec). cortex, and the density and size of cholinergic neurons in the
nucleus basalis in rats not exposed to drugs (see Figs. 6, 7). The peptidomimetic TrkA ligand, D3, affords rescue
of age-associated cognitive deficits in vivo Twenty-four cognitively impaired aged rats were randomly allo-
cated to three treatments. One group received vehicle (saline; n
8), another received NGF-positive control (n 8), and another
received D3 (n 8). Over 14 d, a total of 20 g of NGF was
administered, a dose previously shown to be neuroprotective
(Garofalo and Cuello, 1995). Over 14 d, a total of 40 g of D3
was administered, a dose chosen from previous pilot studies with
aged rats (data not shown) reflecting the lower ex vivo TrkA bind-
ing affinity and efficacy of D3 compared with NGF. On week 4
after initiation of drug delivery, rats were retested for learning
and memory in the Morris water maze, as shown in the experi-
mental flowchart of Figure 4. All rats in the saline and the D3
groups survived surgery and testing with no signs of side effects. In the NGF group, there were two rats with tremors and weight
loss (a known side effect of applying NGF therapeutically). All the
Morris water maze testing data from these two rats in the NGF
group were completely discarded. Also, there were two deaths
each in the NGF and the D3 groups attributable to natural causes. Thus, the n values were n 8 (vehicle), n 6 (D3), and n 4
(NGF). Importantly, the swim speed of the two aged groups (unim-
paired and impaired) were indistinguishable (18.7 0.1 and
18.7 0.2, respectively). Therefore, swim speed did not account
for poor performance in the aged rats. Additionally, poor perfor-
mance by cognitively impaired aged rats was not attributable to
thigmotaxis, which is a tendency of the animal to swim in contact
with the pool wall (Graziano et al., 2003). All rats (young, aged
unimpaired, aged impaired) swam in each zone (Fig. 3C) for a
similar relative amount of time (Fig. 3D). Therefore, thigmotaxis
did not account for poor performance in the aged impaired rats. Importantly, the swim speed of the two aged groups (unim-
paired and impaired) were indistinguishable (18.7 0.1 and
18.7 0.2, respectively). Therefore, swim speed did not account
for poor performance in the aged rats. Additionally, poor perfor-
mance by cognitively impaired aged rats was not attributable to
thigmotaxis, which is a tendency of the animal to swim in contact
with the pool wall (Graziano et al., 2003). D3 rescues the cholinergic neuronal phenotype in vivo
ll h
d
d f
b h
l
k ll d All the aged rats used for behavioral testing were killed 12 weeks
after drug delivery, their brains were perfused and fixed, and
multiple serial cryosections were prepared. As controls, an addi-
tional cohort not subjected to drug treatment or surgery (five
young rats, five aged unimpaired rats, and five aged impaired
rats) were studied as well. Sections were immunostained with
antibodies to VAChT. This marker was chosen because cortical
changes in VAChT accompany age-dependent cognitive impair-
ments in mammals (Bartus et al., 1982; Hasselmo, 1999; Turrini
et al., 2001; Casu et al., 2002). The density of VAChT-IR presyn-
aptic boutons in the lamina V of the parietal cortex and the size of
soma in the nucleus basalis were studied quantitatively. Concom-
itant analyses of synaptophysin immunostaining and density
were also done to test for cholinergic specificity. Figure3. Preselectionofcognitivelyimpairedagedrats.A,TrkApartialagonistD3peptido-
mimetic.B,SegregationofcohortsofagedimpairedratsintheMorriswatermaze(seeMaterials
andMethodsfordetails).Latencyscoresweresubjectedtoatwo-wayANOVAwithtwofactors:
days (within-subject) and group (between-subject). This confirmed that the three groups did
indeed differ. The main effects of day and group, and their interaction, were all highly signifi-
cant(F99.0;df2,228;p0.0001;F18.1;df4,228;p0.0001;F10.3;df8,228;p
0.0001,respectively).Inthevisualplatformtask(day6),allthreegroupsreachedtheplatform
rapidly.C,Graphicrepresentationofthepooldividedintothreeconcentriczones(ZoneA,20cm
diameter; Zone B, 45 cm width; Zone C, 15 cm from the outer wall). The location of the escape
platform is indicated in the northeast, with its center 45 cm from the outer wall. D, The young,
agedunimpaired,andagedimpairedgroupsspendsimilarrelativeamountsoftimeinthethree
zones averaged for days 2–5 of the acquisition phase. In particular, there was no group differ-
enceintheproportionoftimespentintheouterZoneC,whichisameasureofthigmotaxis(F
0.99; df 2.57; p 0.3). In untreated rats, computer-assisted image analysis of the
number of VAChT-IR boutons in lamina V of the parietal cortex
demonstrated a reduction in cognitively impaired aged rats com-
pared with young rats ( p 0.001) and between cognitively im-
paired aged rats and unimpaired aged rats ( p 0.01). There were
no statistical differences between the young rats and unimpaired
aged rats (Fig. 6A). In cognitively impaired aged rats, treatment with D3 or NGF
significantly ( p 0.001) increased the density of cortical cholin-
ergic (i.e., VAChT-IR) presynaptic boutons to a similar extent,
40% (Fig. 6A). It is noteworthy that the phenotypic changes in
forebrain VAChT expression brought about by D3 and NGF
treatments were long-lived and lasted up to 12 weeks after drug
treatment. mean swim speeds (centimeters per second) for the vehicle, D3,
and NGF groups were, respectively, 18.2 0.2, 18.2 0.2, and
18.1 0.2 (ANOVA main effects and interaction; p 0.7). The peptidomimetic TrkA ligand, D3, affords rescue
of age-associated cognitive deficits in vivo All rats (young, aged
unimpaired, aged impaired) swam in each zone (Fig. 3C) for a
similar relative amount of time (Fig. 3D). Therefore, thigmotaxis
did not account for poor performance in the aged impaired rats. Thus, 31 aged cognitively impaired rats were defined and se-
lected. Of these 31, two died of natural causes. Of the remaining
29 aged cognitively impaired rats, 24 were used for drug testing,
followed by behavioral analyses (see Figs. 4, 5) and studies of the
cholinergic phenotype (see Figs. 6, 7). The remaining five aged
cognitively impaired rats (together with five aged unimpaired
rats and five young adult rats) were used as controls for analyses
of the density of presynaptic cholinergic boutons in the parietal Thus, 31 aged cognitively impaired rats were defined and se-
lected. Of these 31, two died of natural causes. Of the remaining
29 aged cognitively impaired rats, 24 were used for drug testing,
followed by behavioral analyses (see Figs. 4, 5) and studies of the
cholinergic phenotype (see Figs. 6, 7). The remaining five aged
cognitively impaired rats (together with five aged unimpaired
rats and five young adult rats) were used as controls for analyses
of the density of presynaptic cholinergic boutons in the parietal Rats that received D3 or NGF had significantly improved per-
formance compared with the saline group from trial 2 onward of
the testing phase (Fig. 4A). However, NGF and D3 were not
significantly different from each other. Swim speeds of aged im-
paired animals receiving treatments were not a factor because
they were closely similar between groups and across trials. The Bruno et al. • Age-Associated Deficits Rescued by a Mimetic TrkA Ligand J. Neurosci., September 15, 2004 • 24(37):8009–8018 • 8013 Figure3. Preselectionofcognitivelyimpairedagedrats.A,TrkApartialagonistD3peptido-
mimetic.B,SegregationofcohortsofagedimpairedratsintheMorriswatermaze(seeMaterials
andMethodsfordetails).Latencyscoresweresubjectedtoatwo-wayANOVAwithtwofactors:
days (within-subject) and group (between-subject). This confirmed that the three groups did
indeed differ. The main effects of day and group, and their interaction, were all highly signifi-
cant(F99.0;df2,228;p0.0001;F18.1;df4,228;p0.0001;F10.3;df8,228;p
0.0001,respectively).Inthevisualplatformtask(day6),allthreegroupsreachedtheplatform
rapidly.C,Graphicrepresentationofthepooldividedintothreeconcentriczones(ZoneA,20cm
diameter; Zone B, 45 cm width; Zone C, 15 cm from the outer wall). The location of the escape
platform is indicated in the northeast, with its center 45 cm from the outer wall. D, The young,
agedunimpaired,andagedimpairedgroupsspendsimilarrelativeamountsoftimeinthethree
zones averaged for days 2–5 of the acquisition phase. In particular, there was no group differ-
enceintheproportionoftimespentintheouterZoneC,whichisameasureofthigmotaxis(F
0.99; df 2.57; p 0.3). (where the platform had been placed) does not reflect new learn-
ing but only memory. D3 rescues the cholinergic neuronal phenotype in vivo
ll h
d
d f
b h
l
k ll d p
The data in Figure 4A were further evaluated by quadrant
analyses, specifically comparing trial 1 and trial 7 on week 4 post-
drug delivery. The data are presented as the percentage of time
the animals spend in the trained quadrant (where the platform is
located) versus the other three quadrants (Fig. 4B). The analyses
for the vehicle, NGF, and D3 groups are shown for trial 1 (Fig. 4C)
and trial 7 (Fig. 4D). As expected, in trial 1, there were no signif-
icant differences among the vehicle, NGF, or D3 groups (Fig. 4C),
but in trial 7, the NGF and the D3 groups had a significant im-
provement at targeting the trained quadrant compared with ve-
hicle (Fig. 4D). Tukey’s test showed that this measure differed
significantly between groups on trial 7 but not on trial 1
(ANOVA; p 0.0001 and p 0.09, respectively). In trial 7,
comparisons for all three groups were significant ( p 0.05 to
p 0.0001). These results are suggestive of improved learning
and/or memory by the NGF and D3 groups. Control immunostaining of all cortical presynaptic sites with
synaptophysin antibodies in adjacent serial sections demon-
strated no variation in that marker (Fig. 6B), except a slight dif-
ference between the young and aged impaired groups ( p 0.05). This control indicates that D3 is a fairly selective agent for NGF-
sensitive cholinergic neurons. The microscopic appearance of
images of VAChT cortical presynaptic sites is shown to illustrate
the VAChT changes in each of the test groups (Fig. 6C). The size of VAChT-immunostained cell somata in the nucleus
basalis was determined by computer-assisted image analysis. In
untreated rats, mean somal size was significantly ( p 0.01) re-
duced in cognitively impaired aged rats compared with young
rats (Fig. 7A). There was a small but significant difference be-
tween unimpaired aged rats compared with impaired aged rats
( p 0.05), but not between young rats and unimpaired aged
rats. The peptidomimetic TrkA ligand, D3, affords rescue
of age-associated cognitive deficits in vivo Representative swim paths from individual rats at 12 weeks
after drug delivery are shown in Figure 5A. The NGF and the D3
groups spent a significantly higher proportion of time in the tar-
get quadrant at week 5 (Fig. 5B) and week 12 (Fig. 5C) after drug
delivery. In contrast, saline-treated rats spent very similar
amounts of time in each quadrant (Fig. 5B,C). These data indi-
cate that the behavioral improvement afforded by D3 and NGF is
very long-lived and attributable, at least in part, to improved
memory. Targeting TrkA in cognitive disorders In the normal adult human CNS, the cortical and nucleus basalis
neurons that comprise the cholinergic system participate in
higher brain functions such as learning and memory. These neu-
rons express the TrkA receptor (Mufson et al., 1997) and are
responsive to NGF. In neurodegenerative processes such as mild
cognitive impairment (MCI), loss of TrkA density correlates with
neuronal atrophy and precedes neuronal death and severe cogni-
tive impairment in AD (Counts et al., 2004). Indeed, in MCI–AD
progression, and in Down’s syndrome, loss of TrkA correlates
with cognitive decline (Mufson et al., 2000, 2002). Likewise, in
basal forebrain neurons of the aged rat, there is reduced expres-
sion of NGF receptors, which is reversed by delivery of NGF
(Backman et al., 1997). Although published evidence linking a compromised TrkA–
NGF system and progressive cognitive impairment is substantial,
consistent for many models (MCI, AD, aging, and Down’s syn-
drome), and NGF reverts cognitive impairment, the relationship
seems to be casual rather than causal. Additional studies will be
needed to address causality. presented as the percentage of time spent in the trained quadrant (where the platform is
located) versus the other three quadrants. C, Analyses for the vehicle, NGF, and D3 groups for
trial1.D,Analysesforthevehicle,NGF,andD3groupsfortrial7.Statisticalcomparisonsreferto
Tukey’s test. Discussion We demonstrated the biological actions and usefulness of a pep-
tidomimetic small molecule TrkA agonist named D3 (Maliart-
chouk et al., 2000) in an in vivo model of cognitive impairment. D3 affords a significant, long-lasting, and selective enhancement
of the CNS cholinergic phenotype in cognitively impaired aged
rats, accompanied with a significant, long-lasting improvement
in the cognitive ability of aged rats thus treated. In these investi-
gations, D3 and NGF afforded comparable results at the doses
tested. D3 affords a long-lasting rescue of age-associated memory
deficits in vivo In cognitively impaired aged rats, treatment with either D3 or
NGF increased significantly ( p 0.001) the somal size of nucleus
basalis neurons by 30% (Fig. 7A). Because the size of D3- or
NGF-treated rats was not significantly different from each other
or from young rats, the data would suggest that drug treatment
reversed shrinkage. As was the case with cholinergic terminals, To discriminate between learning and memory, the rats were
tested in the same pool for a fixed time of 1 min, but without the
hidden platform, thus offering no escape and no new learning. Because there is no successful resolution of the task, because there
is no platform to find, the time spent in the target quadrant 8014 • J. Neurosci., September 15, 2004 • 24(37):8009–8018 Bruno et al. • Age-Associated Deficits Rescued by a Mimetic TrkA Ligand Figure4. D3andNGFimproveperformanceincognitivelyimpairedagedrats.A,Cognitively
impaired rats were treated as indicated and then were retested as described in Materials and
8014 • J. Neurosci., September 15, 2004 • 24(37):8009–8018 the phenotypic changes in cell somata brought about by D3 and
NGF were long-lived because they lasted up to 12 weeks after
drug treatment. There were no significant changes observed in
the density of nucleus basalis cholinergic cell bodies (Fig. 7B),
thus reinforcing the notion that atrophy (rather than cholinergic
forebrain cell loss) is a feature in age-related cholinergic decline. Selective improvement to cognition and the
cholinergic system We demonstrate that the age-dependent cognitive impairment is
accompanied by marked cholinergic synaptic loss, reduction in
the size of cholinergic cell soma (but not in cell numbers), and by
reduced expression of VAChT. These behavioral and phenotypic
deficits are reverted by NGF and D3. The pharmacological effects
are long lasting and were observed for 3 months after the initia-
tion of drug treatment. It is gratifying that our data using exoge-
nous NGF as control is consistent with previous reports (Fischer
et al., 1987; Chen et al., 1995). The in vivo cholinergic selectivity of D3 was evidenced by a
specific enhancement of VAChT-IR boutons, but an absence of an
effect on the overall presynaptic population (e.g., synaptophysin-IR
boutons), and was anticipated because D3 is a TrkA ligand. Figure4. D3andNGFimproveperformanceincognitivelyimpairedagedrats.A,Cognitively
impaired rats were treated as indicated and then were retested, as described in Materials and
Methods,intheMorriswatermazeonweek4afterinitiationofdrugdelivery.ANOVAoflaten-
cies to find the platform revealed significant main effects of group (F 44.8; df 2, 15; p
0.0001)andtrial(F18.6;df6,90;p0.0001).ThelatenciesofD3-andNGF-treatedrats
were similar in all trials, whereas both groups diverged significantly from the vehicle-treated
controlgroup(grouplineartrendoftrial:F4.62;df2,15;p0.05).Drugeffectswere
evident,forexample,fordatapooledacrossthelastfourtrials(Tukey’stest:D3orNGFvsvehicle,
p 0.0001). B, Schematic graph of the pool showing the quadrants and the position of the
submerged escape platform. Data for Figure 4A were evaluated by quadrant analyses and One interesting finding corollary to our study of D3 provides
additional confirmation that structural changes (reduced density
of VAChT-IR presynaptic boutons in the neocortex and smaller Bruno et al. • Age-Associated Deficits Rescued by a Mimetic TrkA Ligand J. Neurosci., September 15, 2004 • 24(37):8009–8018 • 8015 Figure5. D3andNGFimprovememoryincognitivelyimpairedagedrats.A,Typicalswimpathforindividualratsrecordedover
a 1 min period in week 12. Target quadrant is where the escape platform had been located formerly (northeast quadrant). The
summaryofquadrantanalysisforthevehicleandD3groupsandNGFgroupatweek5(B)andweek12(C)afterdrugtreatment. Statistical comparisons refer to Tukey’s test. the cytoplasma or inside neurite exten-
sions. There are five possible explanations
for these differences. First, there may be lower relative signal
intensity for D3 versus anti-TrkA serum
because the latter has multiple reactivities. Second, the TrkA protein present in neu-
rite terminals (seen with anti-TrkA serum
after fixation/permeabilization) may be
mostly intracellular and not cell surfaced,
and hence it is not accessible to the D3-
biotin injected in vivo. Third, relative re-
ceptor density in the neurites may be
lower than in the cell somata. Fourth, in-
tracellular retrogradely transported D3
may be processed (i.e., the biotin label is
cleaved off) and becomes undetectable. Selective improvement to cognition and the
cholinergic system Fifth, perhaps the D3–TrkA complex does
not internalize efficiently. In vitro studies of neuronal cultures
documented that ligand-activated TrkA neurotrophic signals do
not require internalization of the NGF–TrkA complex (Neet and
Campenot, 2001); thus, our in vivo studies would be compatible
with those results. rindividualratsrecordedover
rly (northeast quadrant). The
k12(C)afterdrugtreatment. First, there may be lower relative signal
intensity for D3 versus anti-TrkA serum
because the latter has multiple reactivities. Second, the TrkA protein present in neu-
rite terminals (seen with anti-TrkA serum
after fixation/permeabilization) may be
mostly intracellular and not cell surfaced,
and hence it is not accessible to the D3-
biotin injected in vivo. Third, relative re-
ceptor density in the neurites may be
lower than in the cell somata. Fourth, in-
tracellular retrogradely transported D3
may be processed (i.e., the biotin label is
cleaved off) and becomes undetectable. Fifth, perhaps the D3–TrkA complex does
ently. In vitro studies of neuronal cultures
and-activated TrkA neurotrophic signals do
ation of the NGF–TrkA complex (Neet and
us, our in vivo studies would be compatible Figure5. D3andNGFimprovememoryincognitivelyimpairedagedrats.A,Typicalswimpathforindividualratsrecordedover
a 1 min period in week 12. Target quadrant is where the escape platform had been located formerly (northeast quadrant). The
summaryofquadrantanalysisforthevehicleandD3groupsandNGFgroupatweek5(B)andweek12(C)afterdrugtreatment. Statistical comparisons refer to Tukey’s test. size of somata in the nucleus basalis) may be directly implicated
in aged-associated cognitive decline because such changes occur
only in the cognitively impaired aged rats but not in the unim-
paired aged rats. Our results suggest that it may be possible to delay the chronic
and progressive cholinergic neurodegeneration in aging or in
pathological states with the use of neurotrophin receptor ago-
nists. If selective agonists of TrkA were to be applied before ex-
tensive CNS damage (e.g., in MCI), it is conceivable that selective
protection of cholinergic forebrain neurons and cognitive im-
provements could be achieved. Additionally, single or concomi-
tant use of pharmacological modulators of p75 action or poten-
tiators of NGF activity may also prove to be useful (Maliartchouk
and Saragovi, 1997; Saragovi and Burgess, 1999; Saragovi and
Maliartchouk, 1999). Pharmacological advantages Two properties of D3 are desirable in a drug candidate: proteo-
lytic stability and no incidence of side effects compared with
NGF. The ex vivo proteolytic stability of D3 has been shown
previously (Maliartchouk et al., 2000). D3 is extremely stable to
pepsin, chymotrypsin, papain, trypsin, and other peptidases. Pre-
liminary pharmacokinetic studies on D3 (data not shown)
showed a serum half-life of 4.5 hr and the appearance of two
metabolites. In contrast, the serum half-life of NGF is in the order
of minutes (Verrall, 1994). To our knowledge, D3 is the first reported small molecule
ligand capable of inducing selective survival of the cholinergic
neurons. Other small molecules with drug-like properties, such
as GM1 or the immunophilins, have been nonselective (Saragovi
and Burgess, 1999; Saragovi and Gehring, 2000). The effective dose of NGF (nearly the lowest effective dose iden-
tifiedinpublishedreports)(GarofaloandCuello,1995)causednote-
worthy weight loss and tremors as side effects in two of eight (25%)
of the tested rats. In contrast, the effective dose of D3 did not appear
to cause these side effects or any obvious signs of toxicity, but we
have not performed objective pathological studies. Note that all the
data with NGF toxemic rats were discarded. Had that data been
considered, the neuroprotective and behavioral effect of D3 would
have been significantly better than NGF. Efficacy and selectivity Selectivity, rather than potency or affinity, is the most relevant
feature that impacts on drug efficacy in vivo (Mattie et al., 1989;
Troke et al., 1990; Brook, 1991; Vella and Floridia, 1998; Wald-
man, 2002). For example, despite its high TrkA binding affinity
(Kd, 10–100 pM), NGF has a narrow therapeutic window partly
because of poor selectivity (e.g., it binds p75 receptors), partly
because of pleiotropic activation, and partly because of a short
half-life. In contrast, the TrkA binding affinity of D3 is 5 M. However, D3 does not bind another target, and it does not acti-
vate other Trk receptors (Maliartchouk et al., 2000). Therefore,
D3 may afford a large therapeutic window. Although D3 is a partial agonist of TrkA, its intrinsic activity is
relatively low and it is best revealed when acting as a synergistic
potentiator of NGF (Maliartchouk et al., 2000). This property
may be advantageous when testing in vivo because, in some neu-
rogenerative disorders, NGF protein is increased (Fahnestock et
al., 1996; Hock et al., 2000a,b); but this NGF protein is either less
active or has different activity (Fahnestock et al., 2004a,b). For
that reason, a selective small molecule NGF potentiator such as
D3 may be extremely effective. D3 can be detected associated with TrkA receptors for a rela-
tively long time (as shown in Fig. 2C). Improved penetration and
stability for D3 (compared with NGF) may result in better access
to target tissue from the site of administration. Also, D3 binds at the IgC2 ectodomain of TrkA, which is
defined as a functional “receptor hot spot.” In contrast, NGF
seems to bind at least two hot spots on TrkA (Zaccaro et al., 2001;
Saragovi and Zaccaro, 2002). A potentially attractive feature is
that small molecules could target receptors at single, defined,
activation, or regulatory hot spots (e.g., only the Trk IgC2
ectodomain) while excluding coreceptors (e.g., p75 receptors). Thus, binding to a single receptor site could afford partial recep-
tor activation and higher selectivity. Targeting TrkA in vivo Anti-TrkA antiserum revealed TrkA protein in four spatial loca-
tions: at the surface of the cell soma and the neuritic terminals
and intracellularly at the cytoplasma and the neurites. In contrast,
we noted that D3 seems to localize preferentially at TrkA recep-
tors present on the cell surface of the somata. There is very little
D3 on the cell surface of neuritic terminals or inside cells either at Bruno et al. • Age-Associated Deficits Rescued by a Mimetic TrkA Ligand Summary
Disregulation of the neurotrophins or their receptors is releva
to human neuropathologies, including chronic or acute neur
degeneration, pain, and cancer (Eide et al., 1993; Hefti, 199
Saragovi and Burgess, 1999; Saragovi and Gehring, 2000). Ne
rotrophin clinical trials have been disappointing because of
vivo instability, side effects produced by the activation of sign
that were not intentionally targeted, and drawbacks inherent
proteins when used as drugs. For these reasons, small molecu
peptidomimetics that have better pharmacokinetic propert
may be useful therapeutics. From a drug development perspe
tive, it may be desirable to have small molecules that uncoup
trophic and neuritogenic signals (Saragovi et al., 1998; Zhang
al., 2000) because they can be selective therapeutics in conditio
in which a single activity is required. For example, it may
desirable to support existing neurons from death but witho
inducing potentially maladapted de novo connections To th
Figure6. SelectiveeffectofD3onthecholinergicphenotypeofcorticalneurons.A,Number
(boutons/1000 m 2) SEM of cholinergic presynaptic boutons (VAChT immunoreactive). B,
Totalpresynapticboutons(synaptophysinimmunoreactive)inlaminaVoftheparietalcortexof
agedFischer-344rats.InAandB,atotalareaof80,000m 2wasanalyzedperrat(n4or5). Aged impaired versus aged impaired plus vehicle were not different from each other but pre-
sentedasignificantlydecreasednumberofcholinergicpresynapticboutonsversusyoung.Res-
toration of the size in the cholinergic presynaptic boutons in aged impaired plus NGF and aged
impairedplusD3whencomparedwithagedimpairedandagedimpairedplusvehicleisshown
Figure 7. Selective effect of D3 on the size and cholinergic phenotype of nucleus ba
neurons.A,Cellsizeofthesoma(m 2)SEMofVAChT-IRcholinergicneuronsinthenuc
basalis of Fischer-344 rats. For cell size analyses, a total of 10,000 VachT-positive cells pe
(n 4 or 5) were studied. Aged impaired and aged impaired plus vehicle were not diffe
fromeachotherbutdisplayedsignificantlylowercellsizethanyoung.Restorationofthecell
ofcholinergicneuronsafterreceivingeitherD3orNGFwhencomparedwithagedimpaired
aged impaired plus vehicle. B, Density of VAChT-IR neurons, representative of neuronal n
bers in the nucleus basalis. Statistical comparisons refer to Tukey’s test. For VAChT densit
totalof50,000VachT-positivecellsperrat(n4or5)werestudied,anddataareexpressed
1000 m 2. 8016 • J. Neurosci., September 15, 2004 • 24(37):8009–8018
Bruno et al. • Age-Associated Deficits Rescued by a Mimetic TrkA Lig 8016 • J. Neurosci., September 15, 2004 • 24(37):8009–8018 Figure 7. Targeting TrkA in vivo Selective effect of D3 on the size and cholinergic phenotype of nucleus basalis
neurons.A,Cellsizeofthesoma(m 2)SEMofVAChT-IRcholinergicneuronsinthenucleus
basalis of Fischer-344 rats. For cell size analyses, a total of 10,000 VachT-positive cells per rat
(n 4 or 5) were studied. Aged impaired and aged impaired plus vehicle were not different
fromeachotherbutdisplayedsignificantlylowercellsizethanyoung.Restorationofthecellsize
ofcholinergicneuronsafterreceivingeitherD3orNGFwhencomparedwithagedimpairedand
aged impaired plus vehicle. B, Density of VAChT-IR neurons, representative of neuronal num-
bers in the nucleus basalis. Statistical comparisons refer to Tukey’s test. For VAChT density, a
totalof50,000VachT-positivecellsperrat(n4or5)werestudied,anddataareexpressedper
1000 m 2. g
y
g Figure6. SelectiveeffectofD3onthecholinergicphenotypeofcorticalneurons.A,Number
(boutons/1000 m 2) SEM of cholinergic presynaptic boutons (VAChT immunoreactive). B,
Totalpresynapticboutons(synaptophysinimmunoreactive)inlaminaVoftheparietalcortexof
agedFischer-344rats.InAandB,atotalareaof80,000m 2wasanalyzedperrat(n4or5). Aged impaired versus aged impaired plus vehicle were not different from each other but pre-
sentedasignificantlydecreasednumberofcholinergicpresynapticboutonsversusyoung.Res-
toration of the size in the cholinergic presynaptic boutons in aged impaired plus NGF and aged
impairedplusD3whencomparedwithagedimpairedandagedimpairedplusvehicleisshown. For synaptophysin staining, there were no significant differences between any groups. C, Rep-
resentativepicturesoflaminaVoftheparietalcorteximmunostainedwithanti-VAChTantibod- Figure6. SelectiveeffectofD3onthecholinergicphenotypeofcorticalneurons.A,Number
(boutons/1000 m 2) SEM of cholinergic presynaptic boutons (VAChT immunoreactive). B,
Totalpresynapticboutons(synaptophysinimmunoreactive)inlaminaVoftheparietalcortexof
agedFischer-344rats.InAandB,atotalareaof80,000m 2wasanalyzedperrat(n4or5). Aged impaired versus aged impaired plus vehicle were not different from each other but pre-
sentedasignificantlydecreasednumberofcholinergicpresynapticboutonsversusyoung.Res-
toration of the size in the cholinergic presynaptic boutons in aged impaired plus NGF and aged
impairedplusD3whencomparedwithagedimpairedandagedimpairedplusvehicleisshown. For synaptophysin staining, there were no significant differences between any groups. C, Rep-
resentativepicturesoflaminaVoftheparietalcorteximmunostainedwithanti-VAChTantibod-
ies. Statistical comparisons refer to Tukey’s test. Figure 7. Selective effect of D3 on the size and cholinergic phenotype of nucleus basalis
neurons.A,Cellsizeofthesoma(m 2)SEMofVAChT-IRcholinergicneuronsinthenucleus
basalis of Fischer-344 rats. For cell size analyses, a total of 10,000 VachT-positive cells per rat
(n 4 or 5) were studied. Aged impaired and aged impaired plus vehicle were not different
fromeachotherbutdisplayedsignificantlylowercellsizethanyoung.Restorationofthecellsize
ofcholinergicneuronsafterreceivingeitherD3orNGFwhencomparedwithagedimpairedand
aged impaired plus vehicle. B, Density of VAChT-IR neurons, representative of neuronal num-
bers in the nucleus basalis. Statistical comparisons refer to Tukey’s test. For VAChT density, a
totalof50,000VachT-positivecellsperrat(n4or5)werestudied,anddataareexpressedper
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resentativepicturesoflaminaVoftheparietalcorteximmunostainedwithanti-VAChTantibod-
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(boutons/1000 m 2) SEM of cholinergic presynaptic boutons (VAChT immunoreactive). B,
Totalpresynapticboutons(synaptophysinimmunoreactive)inlaminaVoftheparietalcortexof
agedFischer-344rats.InAandB,atotalareaof80,000m 2wasanalyzedperrat(n4or5). Aged impaired versus aged impaired plus vehicle were not different from each other but pre-
sentedasignificantlydecreasednumberofcholinergicpresynapticboutonsversusyoung.Res-
toration of the size in the cholinergic presynaptic boutons in aged impaired plus NGF and aged
impairedplusD3whencomparedwithagedimpairedandagedimpairedplusvehicleisshown. For synaptophysin staining, there were no significant differences between any groups. C, Rep-
resentativepicturesoflaminaVoftheparietalcorteximmunostainedwithanti-VAChTantibod-
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Totalpresynapticboutons(synaptophysinimmunoreactive)inlaminaVoftheparietalcortexof
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Clinical Features and Outcome of Sporadic Colorectal Carcinoma in Young Patients: A Cross-Sectional Analysis from a Developing Country
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ISRN Oncology
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Hindawi Publishing Corporation
ISRN Oncology
Volume 2014, Article ID 461570, 8 pages
http://dx.doi.org/10.1155/2014/461570 Hindawi Publishing Corporation
ISRN Oncology
Volume 2014, Article ID 461570, 8 pages
http://dx.doi.org/10.1155/2014/461570 Hindawi Publishing Corporation
ISRN Oncology
Volume 2014, Article ID 461570, 8 pages
http://dx.doi.org/10.1155/2014/461570 Muhammad Nauman Zahir,1 Eisha Mahpara Azhar,2 Sobia Rafiq,2
Kulsoom Ghias,2 and Munira Shabbir-Moosajee1 1 Department of Oncology, Aga Khan University Hospital, Stadium Road, P.O. Box 3500, Karachi 74800, Pakistan
2 Department of Biological and Biomedical Sciences, Aga Khan University Hospital, Stadium Road, P.O. Box 3500,
Karachi 74800, Pakistan Correspondence should be addressed to Muhammad Nauman Zahir; nauman.zahir@gmail.com Received 7 February 2014; Accepted 12 March 2014; Published 1 April 2014 Academic Editors: W. Habano and S. Holdenrieder Academic Editors: W. Habano and S. Holdenrieder Copyright © 2014 Muhammad Nauman Zahir 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. Background. Early onset colorectal carcinoma (CRC) is rare and has been hypothesized to be a biologically and clinically distinct
entity personifying aggressive disease and worse survival. Methods. Data for 131 patients was collected by retrospective chart review. Cox proportional hazard model was used to compute prevalence ratios and 95% confidence intervals. Results. Early onset sporadic
CRC accounted for 32% of all CRC treated in the specified time period. The mean age was 33.3 ± 7.9 years and the male to female
ratio was 2 : 1. Colon and rectal cancers accounted for 55% and 45% of patients, respectively. 96% of rectal carcinoma patients
received appropriate therapy as opposed to 65% of colon cancers. On multivariable analysis, appropriate reception of therapy (PR
4.99; 95% CI, 1.21–20.6) and signet ring morphology (PR 2.40; 95% CI, 1.33–4.32) were significantly associated with rectal cancers
as opposed to colon cancer. Kaplan-Meier analysis revealed a trend towards inferior survival for rectal carcinoma 2 years after
diagnosis. Conclusion.A high prevalence of early onset CRC was noted in the study. A trend towards inferior survival was seen in
patients with rectal cancer. This finding raises the possibility of rectal carcinoma being an aggressive subset of young CRC. 1. Introduction Age is considered a major risk factor for colon cancer. Diagnosis of CRC is a rare occurrence in patients less than 40
years. Thereafter, the incidence increases sharply with every
decade of life. In developed countries, the risk of colon cancer
is 1 in 10 males after the 8th decade of life [3]. The life time risk
of sporadic CRC is 5% and it accounts for 90% of the cases
diagnosed in patients above 50 years [3]. Colorectal carcinoma (CRC) is one of the most common
cancers diagnosed worldwide. It has been documented that
CRC is the second most common malignancy in females and
the third most common amongst males [1]. Epidemiological
data suggests a higher incidence of sporadic CRC in devel-
oped countries, with Australia and New Zealand having an
age adjusted incidence of 45.7 per 100,000 as compared to
Southeast Asia which has a reported incidence of 15.9 per
100,000 [1]. Interestingly, a rapid increase in CRC incidence
rate in economically transitioning countries has been recently
reported in the literature [2] and has been attributed to a
change in the dietary habits and physical activity patterns
superimposed on genetic predisposition. Early onset CRC accounts for around 7% of the total
CRC population in the West [4] but the problem has been
reported to be of a much greater magnitude in several Asian
and African countries [5–12]. Similarly, half of the incident
cases of CRC in the Pakistani population have been estimated
to be in young patients [13]. From this, coupled with the fact
that greater than 80% of the Pakistani population is younger
than 40 years [14], the “at-risk” population for early onset 2 ISRN Oncology ISRN Oncology data. A patient was labeled “lost to follow-up” if all attempts
to establish contact with him/her failed. CRC in countries like Pakistan is much higher than the rest
of the world. data. A patient was labeled “lost to follow-up” if all attempts
to establish contact with him/her failed. Studies from the past have shown that in low incidence
countries like Pakistan, CRC tends to be located in the distal
colon and rectum while it is more likely to be located proxi-
mally in countries where incidence is higher [15]. Further-
more, dominance of left sided tumors in the young popu-
lation has also been demonstrated in other studies [4]. 2. Methods p
The mean age of the study population was 33.3 ± 7.9
years. Male to female ratio was 2 : 1. No significant genetic pre-
disposing factors (such as familial adenomatous polyposis,
Lynch syndrome) were suspected in included patients. Only
8 patients (6.1%) had a positive family history of colon cancer
but were assumed to have sporadic CRC as they did not
fulfill the Amsterdam criterion for hereditary nonpolyposis
colorectal carcinoma (HNPCC) or the clinical criteria for
familial adenomatous polyposis (FAP). The most common
clinical presentations were abdominal pain (87%, 𝑛= 114),
weight loss (66%, 𝑛= 86), and bleeding per rectum (52%, 𝑛=
68). Only 29 patients (22%) presented with intestinal obstruc-
tion. 2.1. Patients. We retrospectively collected data of patients less
than or equal to 45 years of age with newly diagnosed CRC,
presenting to the Oncology Department, Aga Khan Uni-
versity Hospital (AKUH), Karachi, between January 1, 2004,
and December 31, 2011. Patients were identified using the dis-
charge coding system. Patients with suspected familial syn-
dromes (based upon clinical history and colonoscopic find-
ings) incompletely documented histopathological reports
and with biopsy reports from other centers were excluded
from analysis.h The data was collected through chart review using a pre-
designed and coded questionnaire which had been approved
by the institutional Ethical Review Committee. Details of the
demographics, symptomatology, risk factors, family history,
histopathological features, and outcome were collected for all
patients. Histopathology and surgical records were reviewed
for tumor location, tumor grade, dissected lymph nodes,
involved lymph nodes, and presence of lymphovascular inva-
sion and perineural invasion. The American Joint Committee
on Cancer Staging System (AJCC 7th edition) was used to
stage the disease. 55% of the cohort (𝑛= 72) had colon cancer while
the rest had presented with a diagnosis of rectal carcinoma
(𝑛= 59). 38 patients (53%) with colon cancer had right sided
disease. The colon and rectal cancer groups were similar in
age of presentation and sex. However, bleeding per rectum
was much more common in rectal carcinomas (85% versus
25%), whereas patients with colon cancer were more likely
to present with an abdominal lump (17% versus 7%) and
intestinal obstruction (29% versus 14%) and were more likely
to have preexisting polyps (13% versus 2%) (Table 1). Follow-up records, data pertaining to therapies, and dates
of last contact were also recorded. 1. Introduction This
finding is consistent with our clinical experience where we see
a large proportion of rectal cancers in our young CRC popu-
lation. The exact proportion of this subgroup of patients pre-
senting with distally located disease has however never been
reported from our region. 2.2. Statistical Analysis. Data pertaining to 131 patients, who
were found eligible for the study, were analyzed. Statistical
Package for Social Sciences (SPSS) version 19 was used to
perform data analysis which was reported as mean ± standard
deviation for continuous variables and proportions and
percentages for categorical data. Continuous variables not
following the normal distribution were reported as medians
along with interquartile ranges. Analysis was performed on
the entire cohort followed by a subgroup analysis according
to anatomical location of the tumor (colon versus rectal). Kaplan-Meier curves were generated for median overall
survival (OS) for both colon and rectal carcinomas which
were compared using the log-rank test. It has been hypothesized that early onset colorectal cancer
is a biologically and clinically distinct disease where younger
individuals have more aggressive disease and worse survival
[16, 17]. A recent population based study from Pakistan also
showed that younger patients presented with disease which
was more likely to be poorly differentiated and at a more
advanced stage at diagnosis [13]. Although there have been a
few studies regarding local experience in treatment and man-
agement of colon cancer in the past, data pertaining specif-
ically to early onset colorectal cancer is lacking. Given the
increased incidence of early onset CRC in Pakistan and
the greater “at-risk” population, this study was undertaken
to report the clinical and pathological characteristics along
with the outcome of this unique subgroup of patients
through data from a tertiary care oncology center in Karachi,
Pakistan. Univariate and multivariable analysis was performed
using the Cox proportional hazard model which was used to
compute prevalence ratios and 95% confidence intervals. 𝑃
value less than 0.05 was considered significant. 3. Results 3.1. Patients. A total of 581 patients presented with newly
diagnosed CRC to our centre during the study period. Of
these 186 (32%) were younger than 45 years and 131 were
found to be eligible for analysis. Most of the patients were
diagnosed via a colonoscopy (83%), while 97 patients (74%)
had advanced disease, defined as stage III/IV, at initial
presentation. 2. Methods Patients who had not
followed up for greater than 6 months were contacted on the
telephone numbers obtained from the hospital database. Any
additional information regarding outcome accrued through
this telephonic contact was incorporated into the recorded 3.2. Histopathological Data. On histopathology, preexisting
polyps were identified in only 10 patients (7.6%). 73 patients
(56%) had moderately differentiated carcinoma and further
50 patients (38%) had poorly differentiated carcinoma. Signet ISRN Oncology 3 Table 1: Baseline characteristics of the study population. Table 1: Baseline characteristics of the study population. Table 1: Baseline characteristics of the study population. Variables
All colorectal carcinoma (𝑛= 131)
Colon cancer (𝑛= 72)
Rectal cancer (𝑛= 59)
Age, mean (SD)
33.3 (7.9)
33.74 (8.0)
32.80 (8.0)
16–25 years (%)
24 (18)
12 (17)
12 (20)
26–35 years (%)
44 (34)
24 (33)
20 (34)
36–45 years (%)
63 (48)
36 (50)
27 (46)
Gender, male (%)
87 (66.4)
50 (69.4)
37 (62.7)
Bleeding P/R (%)
68 (51.9)
18 (25)
50 (84.7)
Abdominal lump (%)
16 (12.2)
12 (16.7)
4 (6.8)
Intestinal obstruction (%)
29 (22.1)
21 (29.2)
8 (13.6)
Stage at diagnosis (%)
Stages 1 and 2
34 (26)
22 (31)
12 (20)
Stages 3 and 4
97 (74)
50 (69)
47 (80)
Grade of tumor (%)
Grade 1
8 (6.1)
4 (5.6)
4 (6.8)
Grade 2
73 (55.7)
47 (65.3)
26 (44.1)
Grade 3
50 (38.2)
21 (29.2)
29 (49.2)
Presence of signet ring cell morphology (%)
28 (21)
6 (8)
22 (37)
Presence of polyps (%)
10 (7.6)
9 (12.5)
1 (1.7) carcinoma cohort (49% versus 41%). Of the patients who
maintained regular follow-up, a higher proportion of patients
were found to be in remission in the colon cancer group (46%
versus 39%). Conversely, a higher proportion of patients with
rectal carcinoma had died at the time of analysis (58% versus
51%) (Figure 2).h ring morphology was identified in 28 patients (21%), per-
ineural invasion in 21 (22%), and lymphovascular invasion in
25 (26%) of surgical specimens. 76% of patients undergoing
curative surgery had undergone appropriate lymph node
dissection (>12 nodes).t When right sided colon cancers were compared to left
sided colon cancers, no statistically significant differences
were found in histopathological characteristics between these
two groups. The median time to progression for the 60 patients
(45.8%) who had either died or were progressing at last
follow-up was 8.25 months (IQR = 3.6–16.3 months). 2. Methods This
figure was 9 months for the patients with colon cancer (𝑛=
27) and 7.5 months for the patients with rectal carcinoma
(𝑛= 33). The median progression-free survival (PFS) in the
2 groups was not statistically different (𝑃= 0.70). On the other hand, there was a greater preponderance
of poor prognostic features such as poorly differentiated
carcinoma (49% versus 29%), signet ring morphology (37%
versus 8%), and advanced stage (80% versus 69%) in the rectal
carcinoma group as compared to patients with disease of the
colon. f
Median OS for the entire cohort was 19 months (IQR =
12.6–33.6 months). The median OS was similar between the
right sided and left sided colonic cancer groups and was also
not statistically different between the cohorts of colon cancer
and rectal carcinoma (𝑃= 0.58). Kaplan-Meier analysis,
however, revealed a trend towards an inferior survival for
rectal carcinoma 2 years after initial diagnosis (Figure 3). 3.3. Treatment. 92 patients (70%) were treated with curative
intent, while the rest had presented with metastatic disease
at diagnosis and received palliative treatment. Half of the
patients treated with curative intent had rectal cancer.h The rectal carcinoma group had a higher percentage of
patients who completed appropriate therapy (96% versus
65%) (Figure 1). FOLFOX (oxaliplatin, calcium leucovorin,
and 5-fluorouracil) was used as first line adjuvant treatment
in 87% of patients (𝑛= 54) who received adjuvant therapy
(Figure 1). t
On univariate analysis signet ring morphology, presence
of polyps, appropriate reception of therapy, poorly differenti-
ated tumor, and late stage at presentation were found signif-
icantly different between the two groups (Table 2). However,
on multivariable analysis, only appropriate reception of ther-
apy (PR 4.99; 95% CI, 1.21–20.6) and signet ring morphology
(PR 2.40; 95% CI, 1.33–4.32) remained significantly associ-
ated with rectal cancers as opposed to colon cancer (Table 2). 3.4. Outcome Analysis. At the time of analysis, 61 patients
(47%) had been lost to follow-up either during or after
completion of treatment of which 36 (59%) were in remission
and 22 (41%) had progressive disease. Of the remaining 70
patients (53%) who had maintained regular follow-up, 38
patients (54%) had died, 30 (43%) were in remission, and
further 2 (3%) were still undergoing treatment. 4. Discussion The definition of “early onset” CRC varies in the literature. Most have defined “early onset” as <40 years though upper
limits ranging from 30 to 50 years have been used [18]. Epidemiological surveys indicate that the incidence of col-
orectal cancers is much lower in the developing countries. A higher proportion of patients with colon carcinoma
were lost to follow-up when compared with the rectal 4 ISRN Oncology ISRN Oncology ISRN Oncology Curative intent
Completed appropriate treatment
Yes
No
74 patients
44/46 rectal (96%)
30/46 colon (65%)
18 patients underwent
surgery alone despite
needing neoadjuvant/
adjuvant treatment
2/46 rectal (4%)
16/46 colon (35%)
(Neo)adjuvant
41 rectal
21 colon
3 rectal
9 colon
54 out of 62
patients received
FOLFOX as the
adjuvant regimen
8 out of 62
patients received
other adjuvant
regimens
A total of 30 patients
underwent surgery alone
12 appropriately
18 inappropriately
(n = 92)
Colon (n = 46)
Rectum (n = 46)
CCRT/chemo = 62
Only surgery = 12
Figure 1: Flowchart of patients treated with curative intent. Completed appropriate treatment Completed appropriate treatment 74 patients
44/46 rectal (96%)
30/46 colon (65%) Figure 1: Flowchart of patients treated with curative intent. Table 2: Univariate and multivariable analysis. Variable
Univariate analysis
Multivariable analysis
PR
CI
PR
CI
Received appropriate treatment
5.35
1.30–22.1
4.99
1.21-20.6
Signet ring morphology
2.19
1.29–3.71
2.40
1.33-4.32
Poorly differentiated tumor
1.56
0.94–2.61
—
Stage III or IV at presentation
1.37
0.73–2.59
—
Presence of polyps
0.21
0.03–1.50
— Table 2: Univariate and multivariable analysis. Conversely, there have been reports that suggest a higher
incidence of early onset disease in the developing world [19].hf The results of this meta-analysis and several other studies
indicate that sporadic early onset colon cancer is rare in the
developed countries. On the other hand, early onset CRC
is far more common in third world countries [8, 13]. We
report a prevalence of sporadic early onset CRC of 32% at
our institution during the study period which is substantially
higher than what western data suggests [4]. This is also higher
than estimates from other Asian studies [7, 16, 21], although
it was comparable to that from India [8, 22].h Conversely, there have been reports that suggest a higher
incidence of early onset disease in the developing world [19]. 4. Discussion The exact cause of this difference is not known; however,
it can be postulated that the higher proportion of younger
patients in the underdeveloped countries can be a reason for
this skewed finding [16]. However, more interesting is the
hypothesis that sporadic early onset colorectal cancer is a
biologically and clinically distinct entity, accounting for its
aggressive presentation and poorer survival [16, 17, 20]. There are several potential explanations for this interest-
ing observation. First of all this study is an institution based
study where selection bias cannot be avoided. Moreover, a
tertiary care center such as ours would ensure greater concern In a meta-analysis, the proportion of young CRC patients
(less than 40 years) among all CRC patients ranged from
0.4% to 36.5% with an average of 7% [4]. The majority of
these studies were conducted in North America and Europe. 5 ISRN Oncology Colorectal carcinoma
Colon cancer
Rectal cancer
29
26
32
23
24
22
1
1
2
47
49
44
Outcome (%)
Died
In remission
On treatment
Lost to follow up
Figure 2: Outcome of the study population. 0.00
0.25
0.50
0.75
1.00
Survival proportion
0
20
40
60
80
100
120
Time (months)
Colon
Rectum
Overall survival by diagnosis
Figure 3: Median overall survival for colon and rectal carcinomas. Colorectal carcinoma
Colon cancer
Rectal cancer
29
26
32
23
24
22
1
1
2
47
49
44
Outcome (%)
Died
In remission
On treatment
Lost to follow up
Figure 2: Outcome of the study population. Colorectal carcinoma
Colon cancer
Rectal cancer
29
26
32
23
24
22
1
1
2
47
49
44
Outcome (%)
Died
In remission
On treatment
Lost to follow up
Figure 2: Outcome of the study population. our institution with almost a quarter of young adults in the
country (aged 18–25) being current smokers [24]. The fact
that data on these lifestyle factors could not be collected in our
study secondary to the retrospective nature of data collection
highlights one of our limitations. Interestingly, SEER (surveillance, epidemiology, and end
results) database analysis from 1998–2002 indicates that there
was a higher proportion of patients with early onset CRC
in Asians of Indian and Pakistani origin, despite residing in
USA for many years [25]. 4. Discussion This finding points to a possible
genetic or epigenetic etiology for development of early onset
CRC in this specific population bearing in mind the fact that
chromosomal instability (CNI) and microsatellite instability
(MSI) do occur in sporadic cases of CRC [26, 27]. The
established increased propensity of developing a colorectal
malignancy in this particular subgroup of patients has led to
calls for revision of screening guidelines in the Asian popula-
tion to include the high risk younger age groups [13], but
current guidelines remain almost identical to those adapted
by the developed countries [28]. Figure 2: Outcome of the study population. 0.00
0.25
0.50
0.75
1.00
Survival proportion
0
20
40
60
80
100
120
Time (months)
Colon
Rectum
Overall survival by diagnosis
Figure 3: Median overall survival for colon and rectal carcinomas. Overall survival by diagnosis An almost equal prevalence of colon and rectal cancer
that we found concurred with the ratio seen in countries
which have historically been labeled as “low risk” [13, 29]. A
worse stage at presentation, poorer grade of tumor, and an
increased prevalence of signet ring morphology in our study
population were similar to those reported globally reflecting
the aggressive nature of the disease in young CRC patients
[4, 30, 31].h The fact that only 80% of patients who were planned for
curative therapy received appropriate therapy (surgical/neo-
adjuvant/adjuvant) is a matter of concern as it leaves this
young population at a higher risk for recurrence in the future. The problem can be attributed to the fact that Pakistan is a
resource-limited country with most of the health expendi-
ture derived from out-of-pocket payment and the financial
burden incurred as a result translates into poor adherence to
standard treatment guidelines in most defaulting cases.h Figure 3: Median overall survival for colon and rectal carcinomas. The median OS for our cohort of young CRC patients was
19 months. Studies from neighboring countries with similar
socioeconomic status such as Nepal and India have shown a
dismal survival for young CRC patients [11, 32]. As we would
expect, the survival data is varied globally and some studies
have suggested that younger age either had no effect or a posi-
tive effect on survival [4, 31, 33–35]. However, this is debatable
and needs to be taken in context with the geographical
location, tumor biology, and appropriateness of treatment. 4. Discussion and provide better facilities for cancer detection than those
available generally in the country. This may result in inflation
of the prevalence results derived. Secondly, the presence of
a very large proportion of the population which is “young”
[6] increases the number of “at-risk” subjects and may be
responsible for a larger number of cases. p
g
A large collection of available data suggests that several
dietary and lifestyle factors may significantly contribute to the
risk of development of CRC [23]. Of these, physical inactivity,
excess body weight, and central deposition of adiposity are
established risk factors [23] and probably play an prominent
role in the pathogenesis of the disease in our population
where the prevalence of these factors is unacceptably high [5]. Westernization of the diet with resultant overconsumption of
energy and developing insulin resistance may contribute to
the prevalence in the more affluent sector of the country’s
population, while the lack of specific macronutrients and
certain other dietary ingredients in meals may play a part in
the under privileged strata [23]. Smoking early in life, which
is another established risk factor for the development of colon
cancer, may also play a part in the high incidence observed at It is important to bear in mind that our poor survival
results may have been exaggerated to a certain extent sec-
ondary to the substandard follow-up of some of our patients
and the high lost to follow-up rate witnessed in our study
when compared to standards of the West and the well-
developed Asian countries. This is a major limitation of
all the data that comes out of Pakistan as patients in our
country are not supported by the state or insurance. In
a country where the gross national income per capita is
only $1,050 [36], patients are commonly faced with difficult
choices and usually opt not to pursue regular follow-up and
investigational visits especially if deemed “cured.” It can be
extremely challenging to stay in touch with these patients as 6 6 ISRN Oncology ISRN Oncology a significant percentage do not have telephonic access as well. This leaves us with incomplete data pertaining to our patients
and potential exaggeration of the poor survival we report due
to missing information on “survivors.” early onset colorectal cancer is high. Authors’ Contribution Muhammad Nauman Zahir did the literature search and
drafted the paper. Munira Shabbir-Moosajee and Kulsoom
Ghias conceived the research paper, drafted the research
protocol, and provided guidance for the drafting of the paper. Eisha Mahpara Azhar and Sobia Rafiq did the data collection
and the data entry and helped in drafting the paper. All
authors read and approved the final paper. The strengths of our study include the fact that this is
the first report of young CRC patients from the country. It
is also unique in that it compares the different aspects of the
2 subgroups of CRC including the completion of appropriate
treatment and provides us with an estimate of the survival of
these patients, data regarding which is extremely scarce from
our region. References [1] A. Jemal, F. Bray, M. M. Center, J. Ferlay, E. Ward, and D. Forman, “Global cancer statistics,” CA Cancer Journal for Clini-
cians, vol. 61, no. 2, pp. 69–90, 2011. Conflict of Interests The authors declare that there is no conflict of interests
regarding the publication of this paper. Abbreviations CRC:
Colorectal carcinoma
AKUH:
Aga Khan University Hospital
AJCC:
American Joint Committee on Cancer
SPSS:
Statistical Package for Social Sciences
HNPCC: Hereditary nonpolyposis colorectal
carcinoma
FAP:
Familial adenomatous polyposis
OS:
Overall survival
FOLFOX: Oxaliplatin, calcium leucovorin, and
5-fluorouracil
IQR:
Interquartile range
PFS:
Progression-free survival
PR:
Prevalence ratio
CI:
Confidence interval
SEER:
Surveillance, epidemiology, and end
results
CNI:
Chromosomal instability
MSI:
Microsatellite instability. p
g
j
Although the median OS was not statistically different
between the two subgroups, analysis revealed a trend towards
inferior prognosis for rectal carcinoma 2 years after ini-
tial diagnosis. This, despite the fact that a higher number
of patients in this same subgroup completed appropriate
therapy, raises the possibility of rectal carcinoma being an
aggressive subset of the young CRC population. Further
weight is added to this hypothesis by studies conducted in
the past which have shown significant difference in survival
between colon and rectal cancers [38, 39]. A Turkish study in
particular documented a 5-year survival rate of 81% for colon
cancer which was more than double that for rectal carcinoma
(39%) in patients less than 40 years of age [38]. This opens
doors to evaluate differences in genetics, biology, severity, and
prognosis of rectal cancers from colon cancers in general.h 4. Discussion Bench research is
also required to elucidate the genetic, pathophysiological,
and molecular characteristics of this high risk population
whereby early detection could be made through molecular
testing and the management modified accordingly. During the course of the study, an interest developed to
compare the subgroups of the disease (colon versus rectal). This idea was instigated by a previous study which concluded
that distinct mechanisms of oncogenesis may be responsi-
ble for tumors of the rectum [37]. This subgroup analysis
revealed that signet ring morphology of the tumor cells
and poorly differentiated carcinomas, which have historically
been regarded as poor prognostic factors [4, 30, 31], were
significantly more prevalent in the rectal group. Another
interesting fact that was highlighted was the statistically
significant proportion of rectal cancer patients completing
appropriate therapy as opposed to patients with colon carci-
noma. This difference probably arises from the chronology of
treatment for the two subgroups whereby rectal carcinoma
patients receive neoadjuvant therapy, whereas patients with
colon cancer undergo surgery first giving them a false sense
of security of having achieved “cure” and dampening their
motivation of pursuing adjuvant treatment.f 5. Conclusion We conclude that a high incidence of early onset CRC is
noted in our study population of which almost half had rectal
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Пропедевтика
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(методы
исследования больных с заболеваниями эндокринной
системы) : монография / И. В. Терещенко. – Чебоксары: ИД
«Среда», 2022. – 104 с. Терещенко И. В. Пропедевтика
эндокринных
заболеваний
(методы
исследования больных с заболеваниями эндокринной
системы) : монография / И. В. Терещенко. – Чебоксары: ИД
«Среда», 2022. – 104 с. Т35 DOI 10.31483/a-10348
ISBN 978-5-907411-89-0 Монография Монография УДК 616.4
ББК 54.15
Т35
Автор:
Терещенко Ирина Владимировна – д-р мед. наук, почетный
профессор ФГБОУ ВО «Пермский государственный
медицинский университет им. А.Е. Вагнера». УДК 616.4
ББК 54.15
Т35 Терещенко Ирина Владимировна – д-р мед. наук, почетный
профессор ФГБОУ ВО «Пермский государственный
медицинский университет им. А.Е. Вагнера». ISBN 978-5-907411-89-0 Постановка эндокринного диагноза – всегда сложная проблема. Без
знаний пропедевтики эндокринных заболеваний невозможен правильный
диагноз. В первом разделе данного пособия излагается методика опроса
жалоб пациентов с эндокринной патологией, правила сбора анамнеза за-
болевания и анамнеза жизни больных с эндокринопатиями, также рас-
сматриваются особенности опроса по системам органов при гормональ-
ных нарушениях. Даются указания, на что должен обратить внимание
врач, проводя объективное исследование эндокринного больного. Во вто-
ром разделе проанализированы основные эндокринные синдромы, что
важно для диагностики и дифференциальной диагностики эндокринных
заболеваний. Раздел третий посвящён современным лабораторным и ин-
струментальным методам исследования в практической эндокринологии. При подготовке пособия автором использован многолетний клиниче-
ский опыт. Знание пропедевтики эндокринных заболеваний поможет в
практической работе как начинающему врачу, так и врачу с клиническим
опытом избежать диагностических ошибок. DOI 10.31483/a-10348
© Терещенко И. В., 2022
ISBN 978-5-907411-89-0
© ИД «Среда», оформление, 2022 © Терещенко И. В., 2022
© ИД «Среда», оформление, 2022 DOI 10.31483/a-10348
ISBN 978-5-907411-89-0 Содержание Содержание Содержание
Список сокращений ................................................................................. 4
Введение ...................................................................................................... 5
Раздел 1. Методика расспроса и осмотра эндокринных
больных ....................................................................................................... 6
Жалобы больных с заболеваниями эндокринной системы ................ 6
Изучение анамнеза заболевания у эндокринного больного ............ 14
Опрос по системам органов ................................................................. 15
История жизни больного ...................................................................... 18
Объективное обследование эндокринного больного. Общий осмотр
больного с заболеванием эндокринной системы .............................. 19
Раздел 2. Эндокринные синдромы ...................................................... 39
Раздел 3. Лабораторные и инструментальные методы
исследования больных при диагностике эндокринной
патологии ................................................................................................. 61
Раздел 4. Клинические примеры диагностических ошибок
(анализ причин ошибочных диагнозов) ............................................ 80
Приложения ............................................................................................. 93
Тестовые задания для самоконтроля усвоения материала ............... 93
Ситуационные задачи ........................................................................... 96
Ответы на тестовые задания................................................................. 99
Ответы на вопросы ситуационных задач ........................................... 99
Дефиниция избранных медицинских терминов .............................. 102 3 Пропедевтика эндокринных заболеваний Список сокращений
АГ – артериальная гипертензия
АД – артериальное давление
АКТГ – адренокортикотропный гормон
АЛТ – аланинаминотрансфераза
АСТ – аспартатаминотрансфераза
АТ – ТГ – антитела к тиреоглобулину
АТ – рТТГ – антитела к рецепторам тиреотропина
АТ – ТПО – антитела к тиреопероксидазе
ВДКН – врождённая дисфункция коры надпочечников
ВЭМ – велоэргометрия
ГаммаГТП – гаммаглютамилтранспептидаза
Гли НвА1с – гликированный гемоглобин
ДГТ – дигидротестостерон
ДГЭА – дигидроэпиандростерон
ЖКТ – желудочно-кишечный тракт
ИМТ – индекс массы тела
ЛГ – лютеинизирующий гормон
МСГ – меланоцитостимулирующий гормон
НАЖБП – неалкогольная жировая болезнь печени
ПРЛ – пролактин
ПЮД – пубертатно-юношеский диспитуитаризм
Св. Т3 – свободный трийодтиронин
Св. Т4 – свободный тироксин
СД2 – сахарный диабет 2-го типа
СПКЯ – синдром поликистозных яичников
СТГ – соматотропный гормон
ТТГ – тиреотропный гормон
УЗИ – ультразвуковое исследование
ФСГ – фолликулостимулирующий гормон
ХБП – хроническая болезнь почек
ХПН – хроническая почечная недостаточность
ЦНС – центральная нервная система
ЭКГ – электрокардиография Список сокращений И.В. Терещенко И.В. Терещенко Введение Академик В.Г. Баранов называл эндокринологию «высшим пи-
лотажем в медицине» и тем самым подчёркивал сложность этой
науки. В учебниках по пропедевтике внутренних заболеваний
обычно меньше внимания уделяется вопросам обследования эндо-
кринного больного, чем пациента с другой терапевтической пато-
логией. В монографиях по эндокринным заболеваниям, как пра-
вило, методы исследования эндокринной системы излагаются схе-
матично. Многие важные детали пропедевтики эндокринных бо-
лезней остаются неизвестными для студента, а в результате пробел
в знаниях сохраняется и у врача. На практике эндокринологу не-
редко приходится сталкиваться с пациентами, у которых не был по-
ставлен диагноз эндокринного заболевания в течение многих лет,
или, наоборот, с гипердиагностикой эндокринопатий, нередко «ле-
чат» не больного, а его анализы. Именно это послужило мотивом
написания данного руководства, при составлении которого исполь-
зован многолетний клинический опыт автора и уделено внимание
важным для диагностики, прежде всего клиническим симптомам
эндокринных заболеваний. Ключевые слова: эндокринология; диагностика эндокринных за-
болеваний; симптоматика эндокринных заболеваний; пропедев-
тика. Key words: endocrinology; diagnostics of endocrine diseases; symp-
toms of endocrine diseases; propaedeutics. 5 5 Пропедевтика эндокринных заболеваний алобы больных с заболеваниями эндокринной системы Жалобы больного с заболеванием эндокринной системы зависят
прежде всего от гормональных нарушений, а именно, какая эндо-
кринная железа поражена, возникла её гипо- или гиперфункция. Однако, можно выделить жалобы, которые встречаются при мно-
гих эндокринных заболеваниях (табл. 1). Основные жалобы эндокринологических больных
Группы жалоб
Проявления
Неврологические
Головные боли
Нарушения сна
Расстройства интеллекта, памяти,
внимания, эмоциональной сферы
Судороги
Тремор
Астенический симптомокомплекс
Жалобы
на изменение
внешнего вида
Нарастание массы тела
Похудение (истощение)
Отставание в физическом развитии
Опережение физического развития
Низкорослость
Высокорослость
Увеличение оконечностей
Уменьшение роста
Внешние признаки противоположного пола
Изменение внешнего вида из-за отёков
Половые
расстройства
У женщин расстройство менструальной функции
У мужчин импотенция
Бесплодие
Снижение либидо или изменение полового
влечения
Нарушения
со стороны
органа зрения
Снижение остроты зрения или слепота
Пучеглазие
Двоение в глазах
Слезотечение
Светобоязнь 6 И.В. Терещенко Окончание таблицы 1
Группы жалоб
Проявления
Нарушения
влечений
Жажда
Отсутствие аппетита
Повышенное чувство голода
Отсутствие чувства насыщения
Извращение вкуса
Прочие
жалобы
Повышение температуры
Повышенная зябкость
Кардиальные (сердцебиение, одышка, перебои
сердца, ощущение усиленной пульсации и т.д.)
Запоры
Повышенная потливость, зуд Даже незначительный дефицит или избыток любого гормона в
организме, в первую очередь, вызовет изменения функции цен-
тральной нервной системы. Головные боли наблюдаются при аденомах гипофиза, гипота-
ламо-гипофизарной недостаточности, сахарном диабете, инсули-
номах, заболеваниях щитовидной железы, гипогонадизме, патоло-
гии надпочечников (гипокортицизме и гормонально-активных опу-
холях надпочечников). Патогенетические механизмы возникнове-
ния этих цефалгий различны. Поэтому характеристика головных
болей будет также отличаться. Встречаясь с жалобами на головную
боль, врач должен выяснить, постоянная головная боль или возни-
кает периодически. Должен уточнить её локализацию (лоб, виски,
темя, затылок, диффузные головные боли по всей голове), расспро-
сить о характере головных болей (тупые, острые, распирающие, да-
вящие и т.д.), о причинах, вызывающих или усиливающих голов-
ную боль, а также, что облегчает или полностью устраняет голов-
ные боли. При аденомах гипофиза (акромегалии, пролактиноме, гормо-
нально-неактивных опухолях и т. д.) из-за повышения внутриче-
репного давления головные боли отличаются постоянством. Не-
редко больные рассказывают: «Даже во сне чувствую, как болит
голова». При этом приём анальгетиков не приносит облегчения. Как правило, при аденомах гипофиза головные боли тупые, но пе-
риодически (при утомлении, напряжении, перегревании и т. д.)
обостряются и становятся интенсивными. 7 7 7 Пропедевтика эндокринных заболеваний Цефалгии встречаются при многих (точнее – при всех) заболе-
ваниях щитовидной железы. алобы больных с заболеваниями эндокринной системы При тиреотоксикозе они обусловлены
гипоксией ЦНС и поэтому непостоянны, возникают при волнении,
спешке, утомлении, появляются в душном помещении и в жаре, к
которой так чувствительны пациенты с болезнью Грейвса (тирео-
токсикозом), при этом интенсивность, локализация, продолжитель-
ность головных болей может быть различной. Обычно цефалгии
при тиреотоксикозе сопровождаются усилением раздражительно-
сти, плаксивости, невозможностью уснуть, прерывистым сном. При гипотиреозе цефалгии тоже обусловлены гипоксией, но
кроме того, при дефиците тиреоидных гормонов в организме (осо-
бенно при микседеме) развивается отёчность тканей, в том числе,
мозга. Из-за внутричерепной гипертензии головные боли приобре-
тают сходство с цефалгиями при опухолях гипофиза. Многие эндокринные заболевания характеризуются повыше-
нием АД. Это синдром и болезнь Иценко-Кушинга, феохромоци-
тома, альдостерома, акромегалия и др. (см. раздел 2 «Синдром эн-
докринной артериальной гипертонии»). В этих случаях головные
боли зависят от уровня АД, обычно начинаются в затылочной об-
ласти, могут сопровождаться шумом в ушах, неприятными ощуще-
ниями пульсации в висках. Чем выше АД, тем интенсивнее голов-
ная боль у этих больных. Нередко повышение АД может быть проявлением коморбидно-
сти гипертонической болезни с эндокринным заболеванием, что
важно диагностировать. Такая сочетанная патология встречается
особенно часто при СД2, ожирении, климаксе. Головные боли, вызванные латентными гипогликемиями, воз-
можны при гипоталамо-гипофизарной недостаточности, аддисоно-
вой болезни, гипотиреозе, сахарном диабете, ожирении. По харак-
теру эти цефалгии тупые, разлитые, длительные, но непостоянные,
зависят от степени снижения уровня глюкозы в крови, могут воз-
никать в разное время, в том числе и ночью, сопровождаться ощу-
щением дурноты, желанием срочно поесть, подавленным настрое-
нием, чувством тоски, а нередко конфликтностью, раздражитель-
ностью, агрессией. Помимо головных болей, изменения функции ЦНС при эндо-
кринных заболеваниях могут проявляться нарушениями сна. Жа- 8 И.В. Терещенко лобы на бессонницу или прерывистый сон обычно предъявляют па-
циентки, страдающие патологическим климаксом. При болезни
Грейвса чаще всего невозможно нормальное засыпание. При гипо-
тиреозе, наоборот, появляется патологическая сонливость: больной
может уснуть в транспорте, на работе, за рулём и даже во время
осмотра врача. Нарушение формулы сна (сонливость днём и бес-
сонница ночью) возникает у подростков с ПЮД. При морбидном
ожирении (синдроме Пиквика) наблюдается выраженная сонли-
вость, усиливающаяся после еды. лобы на бессонницу или прерывистый сон обычно предъявляют па-
циентки, страдающие патологическим климаксом. При болезни
Грейвса чаще всего невозможно нормальное засыпание. При гипо-
тиреозе, наоборот, появляется патологическая сонливость: больной
может уснуть в транспорте, на работе, за рулём и даже во время
осмотра врача. Нарушение формулы сна (сонливость днём и бес-
сонница ночью) возникает у подростков с ПЮД. алобы больных с заболеваниями эндокринной системы При морбидном
ожирении (синдроме Пиквика) наблюдается выраженная сонли-
вость, усиливающаяся после еды. Расстройства памяти, внимания, интеллектуальные затруд-
нения, нарушения эмоциональной сферы встречаются при многих
(если не при всех) эндокринных заболеваниях. Например, дети с не
леченным вовремя врождённым гипотиреозом не поддаются обу-
чению в общеобразовательной школе. Жалобы на когнитивные
расстройства характерны для пациентов с гипотиреозом, в том
числе субклиническим, с болезнью и синдромом Иценко-Кушинга,
гипокортицизмом, возникают при длительной декомпенсации са-
харного диабета и т. д. Раздражительность, плаксивость – специфи-
ческие жалобы пациента с тиреотоксикозом, а подавленное настро-
ение, депрессия типичны для гипотиреоза. Пациенты с евнухоидиз-
мом отличаются злобностью. Жалобы на судороги мышц лица и конечностей, ощущение пол-
зания мурашек, онемение конечностей наблюдаются у больных ги-
попаратиреозом, обусловлены гипокальциемией. При сахарном
диабете тоже может возникать чувство онемения конечностей, а
также боли по ходу периферических нервных стволов. Это признак
присоединения осложнения диабета – диабетической сенсорной
полинейропатии. Боли в руках, онемение пальцев рук, боли в пояс-
нице с иррадиацией в нижние конечности бывает первым проявле-
нием акромегалии: нервные корешки сдавливает и раздражает раз-
растающаяся костная ткань, что обусловлено гиперсекрецией гор-
мона роста опухолью гипофиза. Онемение пальцев кистей и ладоней с ощущением длительной
жгучей боли, покалывания наблюдается при синдроме запястного
канала (карпальный туннельный синдром), может возникнуть при
гипотиреозе, акромегалии, ожирении, сахарном диабете, болезни
Педжета, обусловлен сдавлением срединного нерва между ко- 9 9 Пропедевтика эндокринных заболеваний стями, поперечной кистевой связкой и сухожилиями мышц запя-
стья. Перкуссия предплечья над местом прохождения срединного
нерва, сдавление манжеткой руки при измерении АД вызывают па-
рестезии и боли в пальцах и ладонях. Также существуют туннель-
ные синдромы ног, шеи, туловища. Ощущения имеют непостоян-
ный характер и связаны с деятельностью, нагрузками. стями, поперечной кистевой связкой и сухожилиями мышц запя-
стья. Перкуссия предплечья над местом прохождения срединного
нерва, сдавление манжеткой руки при измерении АД вызывают па-
рестезии и боли в пальцах и ладонях. Также существуют туннель-
ные синдромы ног, шеи, туловища. Ощущения имеют непостоян-
ный характер и связаны с деятельностью, нагрузками. Астенический симптомокомплекс наблюдается при очень мно-
гих эндокринных заболеваниях. Самая выраженная астения вызы-
вается снижением калия в крови (так называемая гипокалиемиче-
ская слабость). При этом больные не могут без посторонней по-
мощи войти в транспорт. Чтобы встать с сидения, они должны опе-
реться на руки. Из-за слабости им трудно держать ложку и т. д. Ги-
покалиемическая слабость характерна для болезни Иценко–Ку-
шинга, глюкостеромы, альдостеромы. При альдостероме слабость
может сопровождаться периодическими параличами (миоплегией). р
р
р
(
)
Клинический пример. алобы больных с заболеваниями эндокринной системы Больная В-ва, 47 лет, доцент педагогиче-
ского университета. Внезапно по пути на работу почувствовала,
что «ноги парализовало». После отдыха движения в ногах восста-
новились полностью. В дальнейшем подобные эпизоды повторя-
лись часто при ходьбе, подъёмах по лестнице, спешке. Врачами
ставился диагноз «истерия». Через 3 года присоединилась АГ, ре-
зистентная к антигипертензивной терапии. Госпитализирована в
кардиологическое отделение на обследование. При проведении
ВЭМ возникла миоплегия. Заподозрена альдостерома. Диагноз
подтвердился. После удаления опухоли миоплегии прекратились. Жалоба на слабость может быть ведущей при манифестации са-
харного диабета или может служить признаком его декомпенса-
ции: при дефиците инсулина мышцы лишаются запасов гликогена. При тиреотоксикозе тоже выражен астенический синдром, так как
наблюдается дефицит макроэргов (АТФ), возникает гипотрофия
мышечной ткани, а также влияет электролитный дисбаланс. Значи-
тельная общая слабость характерна для гипотиреоза, поскольку
мышечная ткань при этом заболевании отёчна; в мышечных клет-
ках накапливается «невостребованный» креатинфосфат. Жалобы
на слабость предъявляют больные аддисоновой болезнью. Из-за ги-
перкалиемии, снижения уровня глюкозы в крови, дефицита надпо-
чечниковых половых стероидов (анаболиков), ответственных за
синтез мышечного белка, слабость при гипокортицизме достигает 10 И.В. Терещенко степени прострации. Например, пациент с аддисоновой болезнью
из-за слабости не может самостоятельно без посторонней помощи
изменить неудобную позу в постели. Выраженная слабость наблю-
дается при гипогонадизме, так как половые гормоны, особенно ан-
дрогены, обеспечивают развитие скелетной мускулатуры. Нередко
подростки с отставанием в половом развитии не справляются со
школьной программой по физкультуре. степени прострации. Например, пациент с аддисоновой болезнью
из-за слабости не может самостоятельно без посторонней помощи
изменить неудобную позу в постели. Выраженная слабость наблю-
дается при гипогонадизме, так как половые гормоны, особенно ан-
дрогены, обеспечивают развитие скелетной мускулатуры. Нередко
подростки с отставанием в половом развитии не справляются со
школьной программой по физкультуре. Жалобы на изменение внешнего вида встречаются при многих
эндокринных заболеваниях. Прежде всего, это касается массы тела. Полнота беспокоит больных с метаболическим синдромом, болез-
нью (синдромом) Иценко–Кушинга, конституционально-экзоген-
ным или послеродовым ожирением, пубертатно-юношеским дис-
питуитаризмом, гипотиреозом, инсулиномой. Врач обязан уточ-
нить, каков у пациента аппетит, какие лекарства он принимал и
принимает, темпы нарастания массы тела, где откладывается жир. Жалобы на похудение (истощение) предъявляют больные ти-
реотоксикозом, нервной анорексией, гипоталамо-гипофизарной
недостаточностью, аддисоновой болезнью, сахарным диабетом
1-го типа, причём при тиреотоксикозе, сахарном диабете аппетит
может быть повышен, но больные тем не менее худеют. При гипо-
питуитаризме, гипокортицизме, наоборот, выражена анорексия. Также как проявление интоксикации из-за избытка паратгормона
похудение беспокоит больных с гиперпаратиреозом. Жалобы на отставание или опережение сверстников по росту и
физическому развитию нередко беспокоят детей или подростков. алобы больных с заболеваниями эндокринной системы Терещенко И.В. Терещенко алобы больных с заболеваниями эндокринной системы Низкорослость встречается при таких эндокринопатиях: при заболе-
ваниях, связанных с недостаточностью гормона роста, при гипоти-
реозе, особенно врождённом, при длительной декомпенсации сахар-
ного диабета 1-го типа у ребёнка, при избытке или недостатке поло-
вых гормонов (см. раздел 2 «Синдром низкорослости»). Высокорос-
лость может быть проявлением конституциональных особенностей
человека или признаком заболеваний – гигантизма, евнухоидизма,
болезни Марфана. У взрослых пациентов, несмотря на закрытие зон
роста костей, при гиперсекреции СТГ также возможно изменение
внешнего облика. Больные акромегалией жалуются на рост оконеч-
ностей: увеличение носа, ушей, языка, нижней челюсти, кистей,
стоп и т. д. По поводу уменьшения роста в ряде случаев обращаются 11 Пропедевтика эндокринных заболеваний пациенты, страдающие синдромом (болезнью) Иценко–Кушинга,
гиперпаратиреозом, остеопорозом. пациенты, страдающие синдромом (болезнью) Иценко–Кушинга,
гиперпаратиреозом, остеопорозом. Нередко мотивом обращения к врачу эндокринных больных
служит появление внешних признаков противоположного пола. Мужчины могут жаловаться на рост молочных желёз, а женщины
на оволосение лица, огрубение кожи, обилие вульгарных угрей,
сальности кожи, на залысины на лбу, облысение в области темени. Жалобы на нарушение половой функции бывают ведущими при
многих гормональных расстройствах. Именно по этому поводу жен-
щины вынуждены обращаться не к эндокринологу, а к гинекологу, а
мужчины консультироваться с сексопатологом. Не только при дис-
функции гонад, но при любой эндокринной патологии у пациенток
может возникнуть расстройство менструальной функции: любое от-
клонение от нормы цикличности месячных, продолжительности кро-
вотечений, объёма кровопотерь называется аномальным маточным
кровотечением. Жалоба пациентки на болезненные месячные тоже
указывает на патологию (требуется назначить обследование). У муж-
чин при любой гормональной дисфункции может возникнуть жалоба
на импотенцию. Нередко пациент об этом умалчивает, необходимо о
половой функции его расспросить. Жалобы на нарушение зрения встречаются при сахарном диа-
бете, аденомах гипофиза, гипопаратиреозе, тиреотоксикозе. В
связи с этим пациенты прежде всего обращаются к окулистам. Вы-
яснение характера зрительных нарушений может помочь в поста-
новке диагноза. Так, при сахарном диабете снижается острота зре-
ния из-за поражения сетчатки – диабетической ретинопатии, а
также при возникновении диабетической катаракты. При опухолях
гипофиза страдает периферическое зрение. Например, больному
трудно перейти улицу из-за отсутствия бокового зрения (латераль-
ная гемианопсия). При гипопаратиреозе развивается катаракта на
одном или обоих глазах, что снижает остроту зрения, а также у
больных гипопаратиреозом может появиться светобоязнь, блефа-
роспазм. Глазные жалобы при тиреотоксикозе варьируют: ощуще-
ние распирания или песка в глазах, пучеглазие с одной или с двух
сторон, двоение в глазах, слезотечение, резь в глазах, отёчность
век, покраснение глаз, невозможность сомкнуть веки во время сна
и др. Особенно ярко выражены глазные жалобы при аутоиммунной
офтальмопатии. 12 И.В. Жалобы на нарушение аппетита. у
В одних случаях у больных появляется повышенный аппетит
или постоянное чувство голода. Например, при болезни Грейвса,
инсуломе, при декомпенсации сахарного диабета, при ожирении. В
других случаях аппетит снижен (при гипотиреозе, при кетоацидозе
у больных с декомпенсированным сахарным диабетом) или отсут-
ствует (при нервной анорексии, гипоталамо-гипофизарной недо-
статочности, гиперпаратиреозе). При гипокортицизме возникает
повышенная потребность в поваренной соли. Больной не всегда
выскажет эту жалобу, но врач, заподозрив аддисонову болезнь,
обязан это уточнить. Характерный признак инсуломы – патологи-
ческая потребность в сахаре. Обычно больные с этим заболеванием
постоянно носят кулёк с сахарным песком и ложку; при ощущении
дурноты ложками потребляют сахар. При гипотиреозе аппетит от-
сутствует в утренние часы; такие больные с трудом просыпаются
после ночного сна и могут никогда не завтракать. Жалобы на повышенную жажду. Повышенной жаждой страдают больные с несахарным диабе-
том, причём их жажду утоляет только холодная вода! Жалобы на
жажду предъявляют пациенты сахарным диабетом, гиперпарати-
реозом, альдостеромой (см. раздел 2 «Инсипидаоный синдром»). Кардиальные жалобы. При многих эндокринопатиях больные предъявляют кардиаль-
ные жалобы. Нередко такие жалобы становятся ведущими. Так, ос-
новным и часто первым симптомом тиреотоксикоза является по-
стоянное сердцебиение, не прекращающееся в покое. Больные
ощущают усиленную пульсацию в области сердца, в пятках, вис-
ках. Учащенное сердцебиение сопровождается одышкой. Могут
присоединяться боли в области сердца. Такая симптоматика вы-
нуждает их обращаться в первую очередь не к эндокринологу, а к
кардиологу. Кардиальные жалобы наблюдаются при гипотиреозе, сахарном
диабете, феохромоцитоме, ожирении. Нарушения ритма сердца
также нередко беспокоят больных с этими заболеваниями. Напри-
мер, у них возможна фибрилляция предсердий. 13 Пропедевтика эндокринных заболеваний Изучение анамнеза заболевания
у эндокринного больного Анамнез заболевания у эндокринного больного собирают по об-
щим правилам. Однако имеются особенности, которым следует
уделять особое внимание. Прежде всего, надо выяснить, когда
стали наблюдаться первые симптомы настоящего заболевания или
когда врачи установили первые признаки эндокринопатии. Так, в
настоящее время вирильную форму ВДКН могут распознать уже
во внутриутробном периоде. Кретинизм клинически проявляется
при рождении, а спорадическая форма недостаточности гормона
роста – в возрасте ≈ 3-х лет, ожирение чаще всего возникает после
30 лет и т. д. Симптомы многих эндокринопатий становятся яв-
ными при эндокринной перестройке организма: в период пуберта-
ции, климактерия, во время беременности, кормления грудью и т.д. Важно выяснить причины, вызвавшие эндокринную патологию. Например, гипотиреоз или гипопаратиреоз могут развиться после
операции – резекции или экстирпации щитовидной железы, гипо-
кортицизм – вследствие туберкулёзного процесса в надпочечниках,
эндемический зоб – при дефиците йода в окружающей среде и т.д. Следует оценить, как развивалось заболевание, – остро или по-
степенно. Так, сахарный диабет 1-го типа проявляется внезапно,
быстро; сахарный диабет 2-го типа нередко выявляется случайно в
связи с сопутствующими заболеваниями (гипертонической болез-
нью, ИБС и др.) или при профилактическом осмотре, например, за-
полнении санаторно-курортной карты. Важно проследить течение заболевания, динамику признаков
гормональных нарушений: усиление, ослабление или исчезновение
первичных симптомов, появление новых симптомов. Например,
первым симптомом была головная боль, затем появилось ожире-
ние, яркие стрии на коже живота, бёдер. Такая последовательность
характерна для синдрома Иценко–Кушинга. Наоборот, на фоне
многолетнего ожирения пациента стали беспокоить головные
боли. Это не синдром Иценко–Кушинга; надо подумать, в первую
очередь, о конституционально-экзогенном ожирении и присоеди-
нении сосудистой патологии. 14 И.В. Терещенко Необходимо выяснить предыдущее лечение, в частности приме-
нение гормонов, их дозы, эффективность, переносимость препара-
тов, регулярность их приёма, осложнения гормонотерапии – эти
сведения при сборе анамнеза заболевания у эндокринного боль-
ного особенно важны. Следует расспросить о возможных осложне-
ниях заболевания: какие осложнения, чем обусловлены, их дина-
мика, лечение, профилактика. Так, у больного сахарным диабетом
необходимо выяснять, были ли комы и какие, чем спровоцированы,
где оказывалась неотложная медицинская помощь. Важно уточ-
нить, не является ли настоящее заболевание рецидивом. Например,
может рецидивировать болезнь Грейвса через несколько лет, при
этом чувствительность к тиреостатикам нередко изменяется. Опрос по системам органов Эндокринный больной не всегда способен изложить свои жа-
лобы и сообщить о развитии заболевания. Чем тяжелее гормональ-
ная энцефалопатия, тем затруднительнее выяснить историю его за-
болевания. Поэтому опрос по системам органов (и изучение имею-
щихся медицинских документов) приобретает особую ценность,
позволяет врачу помимо жалоб, которые беспокоят пациента в
настоящее время и заставили его обратиться за медицинской помо-
щью, выявлять и другие субъективные симптомы заболевания. Опрос эндокринного больного по системам органов проводят по
общепринятой схеме. 1. Общее состояние больного: уточняется самочувствие боль-
ного, наличие недомогания, слабости, утомляемости, снижения
трудоспособности, зябкости, потливости, ознобов, чувства жара,
повышения температуры, похудения или увеличения массы тела
(уточнить, в какой степени, давно ли, причины). 1. Общее состояние больного: уточняется самочувствие боль-
ного, наличие недомогания, слабости, утомляемости, снижения
трудоспособности, зябкости, потливости, ознобов, чувства жара,
повышения температуры, похудения или увеличения массы тела
(уточнить, в какой степени, давно ли, причины). (у
р
)
2. Состояние ЦНС и органов чувств: самооценка больного –
спокойный, «нервный», раздражительный, вспыльчивый, апатич-
ный, общительный или замкнутый. Сон – нормальный или нару-
шен (чуткий, тревожный, прерывистый), лёгкость засыпания, сон-
ливость или бессонница. Головокружение, шум в голове, обмо-
роки, мелькание «мушек» перед глазами. Головные боли: характер,
частота, длительность, время появления в течение суток, интенсив-
ность, локализация. Память сохранена или ухудшилась. Судороги,
онемение конечностей, отдельных участков тела. Зуд общий или 15 Пропедевтика эндокринных заболеваний локализованный, ощущение ползания мурашек. Жалобы на ухуд-
шение зрения, слуха. Изменение осязания (ослабление, извраще-
ние, отсутствие чувствительности). Извращение или отсутствие
обоняния, а также – вкуса. локализованный, ощущение ползания мурашек. Жалобы на ухуд-
шение зрения, слуха. Изменение осязания (ослабление, извраще-
ние, отсутствие чувствительности). Извращение или отсутствие
обоняния, а также – вкуса. 3. Кожа: сухость, повышенная потливость, пигментация (об-
щая или отдельных участков), высыпания гнойничков, угревой
сыпи, зуда. Появление розовых или багровых, или белесых полос
растяжения в области живота, бёдер, ягодиц, молочных желёз, дру-
гих участках. Усиленный рост волос на брюшной стенке, по белой
линии живота, вокруг сосков, на конечностях. У женщин рост во-
лос на лице (рост усов, бороды, бакенбард). Выпадение волос с во-
лосистой части головы, ресниц, бровей, тотальное их выпадение; у
мужчин – изменение интенсивности их роста. 3. Кожа: сухость, повышенная потливость, пигментация (об-
щая или отдельных участков), высыпания гнойничков, угревой
сыпи, зуда. Появление розовых или багровых, или белесых полос
растяжения в области живота, бёдер, ягодиц, молочных желёз, дру-
гих участках. Усиленный рост волос на брюшной стенке, по белой
линии живота, вокруг сосков, на конечностях. Опрос по системам органов У женщин рост во-
лос на лице (рост усов, бороды, бакенбард). Выпадение волос с во-
лосистой части головы, ресниц, бровей, тотальное их выпадение; у
мужчин – изменение интенсивности их роста. 4. Опорно-двигательный аппарат: боли в костях конечностей,
позвоночника, в плоских костях, суставах, боли в мышцах (с чем
связаны), уменьшение мышечной силы, ограничение подвижности
в суставах. Уменьшение роста и насколько. 5. Система кровообращения: болевые ощущения в области
сердца или за грудиной; их характер, иррадиация, частота появле-
ния, интенсивность, продолжительность, условия, при которых они
возникают, поведение пациента во время приступа боли, от каких
мероприятий успокаиваются боли в сердце. Сердцебиения, пере-
бои сердца, ощущения пульсации в разных областях тела и обсто-
ятельства их появления. Одышка в покое или при физическом
напряжении, периодическая или постоянная. Удушье. Отёки, их
локализация, особенности появления, нарастания или ослабления,
постоянные или периодически исчезающие, время появления,
связь с физическим напряжением, потреблением жидкости. Тя-
жесть в правом подреберье. 6. Система дыхания: дыхание через нос свободное или затруд-
нённое, «насморк», выделения из носа (количество, характер, за-
пах), носовые кровотечения (уточнить из какой половины носа или
из обеих), ощущение сухости или болей в горле. Боли в грудной
клетке при кашле, дыхании. Одышка, приступы удушья. Кашель и
его особенности. Кровохарканье. 7. Система пищеварения: аппетит, насыщаемость, неприятный
вкус во рту, потребность приёма пищи ночью. Глотание, прохож-
дение пищи через пищевод. Тошнота, рвота и её особенности. Боли 7. Система пищеварения: аппетит, насыщаемость, неприятный
вкус во рту, потребность приёма пищи ночью. Глотание, прохож-
дение пищи через пищевод. Тошнота, рвота и её особенности. Боли 16 И.В. Терещенко в животе, локализация. Деятельность кишечника – поносы, запоры,
характер стула. Боли в левом или правом подреберьях. в животе, локализация. Деятельность кишечника – поносы, запоры,
характер стула. Боли в левом или правом подреберьях. 8. Система крови: кровотечения, кровоподтёки (локализация,
величина). Обмороки, головокружения. Увеличение лимфатиче-
ских узлов, локализация. 8. Система крови: кровотечения, кровоподтёки (локализация,
величина). Обмороки, головокружения. Увеличение лимфатиче-
ских узлов, локализация. у
9. Мочевыделительная система: особенности мочеиспуска-
ния – затруднение, болезненность, примерная частота днём, ночью. Количество и особенности мочи. Боли в пояснице, их характер. Отёки и их особенность. 10. Половая функция: менструации – время появления послед-
ней менструации (своевременность), болезненная, обильная, скуд-
ная, продолжительность, регулярность, какие интервалы между ме-
сячными. Боли в проекции органов малого таза, пояснице, в обла-
сти крестца. У мужчин расспросить об эрекциях и эякуляции, ли-
бидо, регулярности утренних эрекций. 10. Опрос по системам органов Половая функция: менструации – время появления послед-
ней менструации (своевременность), болезненная, обильная, скуд-
ная, продолжительность, регулярность, какие интервалы между ме-
сячными. Боли в проекции органов малого таза, пояснице, в обла-
сти крестца. У мужчин расспросить об эрекциях и эякуляции, ли-
бидо, регулярности утренних эрекций. Такова примерная схема опроса по системам органов. Этот
опрос очень важен для постановки диагноза и для дифференциаль-
ной диагностики. Например, кажется лишним вопрос о насморке
эндокринному пациенту. Но этот симптом часто появляется при ги-
потиреозе из-за отёков слизистой полости носа. Или другой при-
мер – извращение обоняния может быть симптомом аденомы гипо-
физа (макроаденомы!). Кровотечения из одной половины носа не-
редко обусловлены местными сосудистыми изменениями, но они
могут сопровождаться спазмом сосудов гипофиза и гипоталамуса
и приводить к гипоталамо-гипофизарной недостаточности. На
фоне гормональной дисфункции часто возникает коморбидная па-
тология. Опрос по системам органов поможет в её выявлении. 17 Пропедевтика эндокринных заболеваний История жизни больного У эндокринного больного анамнез жизни собирают по общим
правилам. Однако, имеются детали, которым надо уделять особое
внимание. Так, выясняя место рождения и дальнейшего прожива-
ния пациента, надо расспросить, не является ли местность энде-
мичной по зобу и была ли там налажена массовая йодная профи-
лактика, или являлась зоной экологического бедствия (уточнить
время и характер химического или радиационного загрязнения). Не
было ли в последующие годы жизни частой смены места житель-
ства в разных климатических и временных поясах. Важно учиты-
вать возраст родителей при рождении ребёнка. Хромосомные ано-
малии – синдром Шерешевского–Тернера и синдром Клайнфель-
тера – чаще встречаются у возрастных родителей. Вопрос, как пи-
талась мать, вынашивая беременность, принципиален, если у боль-
ного ожирение. Большое количество углеводов и жиров в рационе
беременной женщины приводит к рождению ребёнка с увеличен-
ным количеством преадипоцитов, которые превратятся в жировые
клетки позднее. Надо расспросить, как происходило физическое,
умственное, половое развитие, не повлияла ли дальнейшая трудо-
вая деятельность на эндокринную систему, не было ли контакта с
химическими веществами или ионизирующей радиацией. Напри-
мер, эти сведения важны для постановки диагноза АИТ. Расспрашивая о перенесённых ранее заболеваниях и травмах
(особенно черепно-мозговых травмах, сколько и когда), необхо-
димо уточнить, не применялись ли для лечения какие-либо гормо-
нальные препараты, их дозы, длительность лечения. Например, са-
харный диабет, а также ожирение нередко проявляются после те-
рапии глюкокортикоидами. Возможно, применялись медикаменты,
не относящиеся к гормонам, но влияющие на эндокринные железы. В качестве иллюстрации можно привести случаи гиперпролактине-
мии или лактореи, резвившихся при лечении психотропными сред-
ствами (антидепрессантами, нейролептиками, наркотиками, анти-
конвульсантами, анестетиками). Следует уточнить, какими видами
спорта занимался и не употреблял ли анаболические гормоны. Надо собрать сведения о вредных привычках. Так, курение почти в
100% случаев провоцирует патологию щитовидной железы, зло-
употребление алкоголем может вызвать нарушение функции лю-
бой эндокринной железы. Важно детально собрать гинекологиче-
ский и акушерский анамнез женщин и половой анамнез мужчин. 18 И.В. Терещенко Особое внимание надо уделить опросу о родственниках (семей-
ному анамнезу и наследственности), так как ко многим эндокрино-
патиям имеется наследственная предрасположенность. Объективное обследование эндокринного больного.
Общий осмотр больного с заболеванием
эндокринной системы Как и при других заболеваниях, общий осмотр эндокринного
больного начинается с оценки состояния. Оно может быть крайне
тяжёлым, тяжёлым, средней тяжести и в большинстве случаев удо-
влетворительным. Так, при йоддефицитном зобе, компенсирован-
ном сахарном диабете, гипогонадизме, манифестации микроаде-
номы гипофиза и др. состояние больных вполне удовлетворитель-
ное. Состояние средней тяжести может наблюдаться при болезни
Грейвса, осложнённой тиреотоксическим сердцем, при гипопара-
тиреозе во время приступа тетании, при декомпенсации гипокор-
тицизма и т. д. Тяжёлое состояние появляется при осложнении са-
харного диабета нефропатией и ХПН 3Б – 5 стадии или при кри-
зах – тиреотоксическом, аддисоническом, гиперкальциемическом,
феохромоцитомном. Крайне тяжёлое состояние возникает при эн-
докринных комах. Положение эндокринного больного может быть активное,
пассивное, вынужденное. У большинства больных с эндокринной
патологией бывает активное положение. Пассивное положение
обусловлено либо развитием эндокринной комы, либо резко выра-
женной слабостью, например, при аддисоновой болезни или альдо-
стероме (гипокалиемическая слабость). Примером вынужденного
положения у больной с большим загрудинным зобом может слу-
жить такая поза пациентки: лежит в постели с запрокинутой голо-
вой; при этом «ныряющий» зоб перемещается из-за ярёмной вы-
резки грудины на переднюю поверхность шеи и меньше сдавливает
гортань и трахею. Асфиксия уменьшается. Другим примером вы-
нужденного положения является положение больного с левосто-
ронней феохромоцитомой: во время и после приёма пищи лежит на
правом боку. Наполненный пищей желудок в меньшей степени да-
вит на опухоль (обычно большую и мягкую); тем самым предот-
вращается симпатоадреналовый криз. 19 Пропедевтика эндокринных заболеваний Сознание эндокринного больного бывает ясным, спутанным
(ступор, сопор, например, при тиреотоксическом или аддисониче-
ском кризе, при лёгкой гипогликемии). При эндокринных комах
больные теряют сознание. Основные эндокринные комы: гипопитуитарные (их 5 видов: гипогликемическая,
гипертермическая, аддисоническая, гипотермическая, смешанная);
диабетические (их 4 вида: две – гипергликемические –
кетоацидотическая и гиперосмолярная; гипогликемическая;
гиперлактатацидемическая);
тиреотоксическая;
гипотиреоидная;
аддисоническая От избытка или недостатка в организме того или иного гормона
зависит выражение лица эндокринного больного. Изменение лица при эндокринных заболеваниях
1
2
Facies
mixedematica
Бледное или желтушное (чаще субиктеричное),
амимичное, у многих больных (особенно у женщин) с
ярким, ограниченным «кукольным» румянцем. Кожа
лица сухая. Черты лица укрупнённые и отёчные, веки
припухшие, глаза маловыразительные, взгляд тупой. Губы отёчные, нередко рот приоткрыт
Facies
bazedovica
Большие, широко открытые, выпученные,
немигающие и блестящие глаза, придающие всему
лицу выражение как бы застывшего испуга или
ужаса; или «гневный» взгляд (встречается чаще у
мужчин). Объективное обследование эндокринного больного.
Общий осмотр больного с заболеванием
эндокринной системы Во многих случаях facies bazedovica
позволяет на расстоянии поставить диагноз болезни
Грейвса
Facies
аcromegalica
Увеличение надбровных дуг, скуловых костей и
подбородка, в результате чего лицо приобретает
суровый вид. Мягкие ткани лица разрастаются,
гипертрофируются, и это вызывает увеличение носа,
ушей, губ. Кожа лица, даже у молодых, утолщается,
появляются глубокие морщины. Нередко язык не
умещается во рту, рот полуоткрыт. Нижняя челюсть
выпирает вперёд (прогнатизм). Увеличиваются
промежутки между зубами (диастема) 20 И.В. Терещенко Окончание таблицы 2
1
2
Кушингоид-
ное (лунооб-
разное) лицо
Лицо круглое, багрово-цианотичной окраски – вид
«полной» луны, с двойным-тройным подбородком из-
за отложения жира
Евнухоидное
лицо
Бледное или субиктеричное лицо, без вторичного
оволосения у мужчин. Кожа сухая. Рано появляются
морщины, у глаз «гусиные лапки». Выражение лица
апатичное
Лицо
кретина
Круглое, с маленькими глазками, седловидным
носом. Выражение лица тупое. Рот открыт, язык
торчит изо рта. Зубы кривые, так как постоянные
зубы прорезаются, когда ещё сохранились молочные
зубы
Лицо
при гипопа-
ратиреозе
Выражены трофические нарушения, даже у молодых,
в том числе и у детей с гипопаратиреозом. Часто
развивается катаракта, появляется блефароспазм. Волосы, брови, ресницы выпадают, характерна
ранняя седина. Зубы разрушаются (обширный
кариес). При смехе из-за спастических сокращений
мимической мускулатуры углы рта опускаются вниз,
и рот напоминает «пасть рыбы»
Лицо
при anorexa
nervosa
Сухая кожа обтягивает скелет лица. Исчезают со щёк
жировые комочки Биша, щёки ввалившиеся. Кайма
губ бледная, шелушится. Нередко выражен
ангулярный стоматит. Глаза с блеском! Окончание таблицы 2 Следует отметить, что при своевременной постановке диагноза
и лечении изменения лица могут не исчезнуть полностью. Возраст по внешнему виду может соответствовать паспортному,
например, у пациента с компенсированным сахарным диабетом
1-го типа. Больной может выглядеть моложе своих лет (при инфан-
тилизме или при церебрально-гипофизарном нанизме и др.) или
выглядеть старше (при гипотиреозе, нервной анорексии, pubertas
praecox и т. д.). Запах тела больного и выдыхаемого им воздуха в отдельных
случаях может приобретать специфические свойства. Так, при ке-
тоацидозе от больного сахарным диабетом пахнет ацетоном (под-
гнившими яблоками); при акромегалии – резкий неприятный запах 21 Пропедевтика эндокринных заболеваний грязного тела (из-за гиперплазии потовых желёз у больного посто-
янное обильное потоотделение). При болезни Грейвса тоже наблю-
дается повышенная потливость, при этом потовые железы начи-
нают выбрасывать излишки тиреоидных гормонов, что придаёт
поту особый запах, не встречающийся у других людей. Телосложение (habitus) больных при эндокринных заболева-
ниях может быть правильным и неправильным. Правильное тело-
сложение в зависимости от пола больного, гормонального статуса
бывает по мужскому типу (ширина плечевого пояса больше тазо-
вого) или по женскому типу (больше ширина таза, чем ширина
плеч). Известно, телосложение зависит от развития костной, жиро-
вой, мышечной ткани, на что влияет гормональная система. При
многих эндокринных заболеваниях формируется характерный па-
тологический габитус. Так, при врождённом гипотиреозе (кретинизме) большая го-
лова не соответствует размерам туловища, укороченные кривые
конечности, большой живот. При евнухоидизме, наоборот, голова маленькая, длинные ко-
нечности. При евнухоидизме, наоборот, голова маленькая, длинные ко-
нечности. При вирильной форме ВДКН у женщин плечевой пояс прева-
лирует над тазовым, чрезмерно развита скелетная мускулатура на
фоне дефицита подкожно-жировой клетчатки. При гипотиреозе изменяются кисти, становятся лопатообраз-
ными, кажутся гипертрофированными проксимальные мышцы ко-
нечностей (мышцы плеча, бедра). Можно диагностировать системный остеопороз без рентгено-
логического обследования по изменению телосложения: у боль-
ного остеопорозом образуется кифоз грудного отдела позвоноч-
ника, появляется более или менее выраженный горб, рёберные дуги
сближаются с крыльями подвздошных костей, органы брюшной
полости выпячивают стенку живота вперёд, туловище наклонено
вперёд. Кушингоидное телосложение развивается при избытке в орга-
низме глюкокортикоидов любого генеза: появляется диспластиче-
ское ожирение с преимущественным отложением жира в области
лица (лунообразное лицо), шеи («бычий загривок») и живота; яго-
дицы сглажены. 22 И.В. Терещенко Рост, массу тела, ИМТ необходимо измерять и оценивать, со-
ответствуют ли эти показатели норме (см об этом подробнее в раз-
деле 2 «Синдром ожирения», «Синдром нарушения роста»). Походка при некоторых эндокринопатиях может изменяться. Окончание таблицы 2 Так, при гиперпаратиреозе становится шаркающей или утиной, при
тимоме с миастенией – паралитической, при тиреотоксикозе может
быть суетливой. При гиперандрогении у женщин походка теряет
лёгкость, становится похожей на мужскую. Кожные покровы изменяются при очень многих эндокринопа-
тиях. Изменяется 1. Цвет кожи. Таблица 3 Таблица 3
Эндокринопатия
Цвет
Патогенез
Декомпенсация
сахарного диабета
Нежный розовый
Повышение уровня
ГлиНв А1с
Декомпенсация
гипотиреоза
Субиктеричность
Избыток каротина
в крови
Аддисонова болезнь
Гиперпигментация
Гиперсекреция АКТГ
и МСГ и меланина
Гипоталамо-
гипофизарная
недостаточность
«Алебастровая»
бледность
Дефицит АКТГ
и МСГ
Болезнь (синдром)
Иценко–Кушинга
Цианотично-
багровый,
мраморный
Истончение дермы,
избыток гемоглобина,
эритроцитоз
Синдром Пиквика
Цианотичная
Гипертензия в малом
круге кровообращения
и гипоксемия Следует пояснить, что гемоглобин, связанный с молекулами
глюкозы (ГлиНвА1с), прочно соединяется с кислородом. При ги-
пергликемии
уровень
глиНвА1с
повышается,
иногда
в
2–3 раза. Чем более выражена и длительнее декомпенсация сахар-
ного диабета, тем выше содержание в крови глиНвА1с. Гликиро-
ванный гемоглобин не отдаёт тканям кислород. Поэтому венозная
кровь у пациентов с декомпенсированным сахарным диабетом, как
и артериальная, богата оксигемоглобином, что придаёт кожным по-
кровам нежный розовый оттенок. Это именуют rubeosa diabeticа. 23 Пропедевтика эндокринных заболеваний Этот симптом позволяет даже без лабораторного контроля заподо-
зрить декомпенсацию углеводного обмена. При гипотиреозе страдает утилизация витамина А, т. е. каро-
тина. Избыточный уровень каротина придаёт кожным покровам
желтушный оттенок, иногда интенсивный. Это в отдельных слу-
чаях ошибочно трактуют как желтуху. Важно помнить, что каротин
не накапливается в слизистых, а окрашивает только кожные по-
кровы! Склеры глаз, слизистые полости рта при гипотиреозе не
желтеют, остаются светлыми. У пациентов с аддисоновой болезнью дефицит кортизола вызы-
вает гиперсекрецию АКТГ. Молекула АКТГ имеет большое сход-
ство с МСГ. Избыток меланина у пациентов с гипокортицизмом
вызывает гиперпигментацию кожных покровов и слизистых. Ги-
перпигментация при аддисоновой болезни особенно выражена на
участках, подверженных инсоляции, в местах трения одеждой, в
областях физиологической пигментации (ареолы и соски, промеж-
ность, анус, складки кожи). При расовой или конституциональной
пигментации в слизистых никогда пигмент не откладывается. Чтобы дифференцировать, надо осмотреть дёсны, слизистые поло-
сти рта. При первичном гипокортицизме там можно обнаружить
пятна пигмента, а красная кайма губ бывает обведена тёмной поло-
сой, как будто провели вокруг губ тёмно-коричневым карандашом. При гипокортицизме аутоиммунного генеза можно обнаружить,
наряду с гиперпигментацией, участки депигментации – лейко-
дерму или витилиго: это сразу подскажет, что у пациента аутоим-
мунный генез заболевания. При вторичном гипокортицизме из-за
дефицита выработки АКТГ, а значит, и МСГ, развивается «алебаст-
ровая» бледность. «Алебастровая» бледность всегда означает де-
фицит МСГ. Окончание таблицы 2 При этом могут депигментироваться волосы и даже
светлеть цвет радужки. Бледность кожных покровов при анемиях,
заболеваниях почек, спазме сосудов и т. д. нельзя сравнить с «але-
бастровой» бледностью пациентов с гипоталамо-гипофизарной не-
достаточностью. При болезни Пиквика крайняя степень ожирения вызывает та-
кое повышение внутрибрюшного давления, что экскурсия лёгких
резко ограничивается, что приводит к постоянной гипоксемии и
диффузному цианозу. При феохромоцитоме из-за длительного из-
бытка катехоламинов расширяются сосуды микроциркуляторного 24 И.В. Терещенко русла, это становится заметным на коже в области суставов, где rete
articularis. По той же причине у пациента с феохромоцитомой ла-
дони всегда «ледяные» и покрыты липким потом. русла, это становится заметным на коже в области суставов, где rete
articularis. По той же причине у пациента с феохромоцитомой ла-
дони всегда «ледяные» и покрыты липким потом. р
2. Могут появиться характерные высыпания на коже. 2. Могут появиться характерные высыпания на коже. Важно детальнее описать мигрирующую некролитическую эри-
тему при избыточной секреции опухолью глюкагона. Сначала на
коже появляется пятно размером менее 1 см, которое превращается
в папулу с запавшим центром и чётким краем. Из него образуется
везикула, потом эрозия. На месте эрозии возникает корочка или че-
шуйка, а после слущивания остаётся пигментация. Весь процесс за-
нимает 7 – 10 дней. Кожные покровы приобретают пёстрый вид:
элементы сыпи проходят разные стадии развития. Излюбленная ло-
кализация сыпи - ноги, паховые области, низ живота, редко лицо. 3. Изменение придатков кожи. А. Выпадение волос, облысение,
ломкость волос. Алопеция бывает гнёздной, когда облысение происходит на от-
дельных участках волосистой части головы; диффузной – равно-
мерно по всей голове, тотальной, если помимо выпадения волос на
голове, выпадают брови, ресницы, исчезает половое оволосение. Различают андрогенный тип облысения (залысины на лбу, облысе-
ние в области темени). При дефиците половых гормонов теряется
половое оволосение. Так, мужчины начинают реже бриться, исче-
зает рост волос на теле, на лобке. 25 Таб
ния
Патогенез
ражение;
тройства,
шай, язвы,
алазмы
Гликирование тканей, нарушения
микроциркуляции
жирная
Воздействие избытка андрогенов на кожу и
придатки
Тиреоидные гормоны выделяются в избытк
потовыми железами, вызывая зуд
тей, стоп,
Дефицит тиреоидных гормонов нарушает в
коже обмен каротина, обмен белков
ия на коже
уди и т.д. Катаболический эффект избытка
глюкокортикоидов
тазы в коже
Избыток паратгормона и гиперкальциемия
тема,
ит
Избыток глюкагона. Патогенез не ясен
гиэктазии,
ения кожи
ща
ового цвета
Выброс опухолью серотонина и других
биологически активных веществ Та
ость роста волос
Патогенез
тотальная алопеция,
ть волос,
Дефицит СТГ и / или других
гормонов гипофиза
ие, истончение,
дение волос
Усиление катаболизма тканей
из-за избытка Т3 и Т4
иффузная алопеция;
волос
Тканевая гипоксия из-за дефи
Т3 и Т4
падение бровей, ресниц
Дефицит паратгормона, кото
выполняет трофическую фун
гипокальциемия
мужскому типу:
ысение теменной части
ысение головы
Избыток андрогена ДГТ,
↑чувствительность к ДГТ
волосяных фолликулов, ↑акт
5α редуктазы
енность полового
Дефицит половых гормонов
ласти подмышечных
стический признак!)
Дефицит надпочечниковых
андрогенов-ДГЭА, андростен Пропедевтика эндокринных заболеваний Интересно отметить ещё один характерный симптом гипоти-
реоза – это облысение латеральных отделов бровей (только лате-
ральных!). Патогенез такой алопеции не ясен, но достаточно заме-
тить рост бровей только от носовой части до середины и латераль-
ное их облысение, как это подскажет необходимость проверки
функции щитовидной железы. Заместительная терапия гипоти-
реоза восстанавливает нормальный рост бровей. Б. Особенность роста волос. Б. Особенность роста волос. Таблица 6
Эндокринопатия
Особенность роста волос
Патогенез
Болезнь
(синдром)
Иценко–
Кушинга
Низкая граница роста волос
на лбу, гирсутизм,
гипертрихоз
Избыток
кортизола и
надпочечниковых
андрогенов
Акромегалия
Усиленный рост стержневых
волос на лице, конечностях,
туловище
Избыток СТГ,
гипертрофия
волосяных
фолликулов
ВДКН
Гирсутизм, усиленный рост
волос на конечностях, белой
линии живота, на лобке,
вокруг сосков
Избыток 17α ОН-
прогестерона и
других
андрогенов
надпочечников
СПКЯ
Незначительный гирсутизм
(рост усиков), выражен рост
волос по белой линии
Гиперпродукция
андрогенов тека-
клетками
яичников
Андрогенпро-
дуцирующие
опухоли
надпочечника
или яичника
Гирсутизм и гипертрихоз
ярко выражены
Значительный
избыток
опухолевых
андрогенов
Anorexia nervosa
Усиленный рост пушковых
волос на конечностях, спине,
крестце, одновременно
выпадение с головы
Как фактор
адаптации
гиперсекреция
анаболических
гормонов
надпочечников 28 И.В. Терещенко И.В. Терещенко При гормональных расстройствах изменяется влажность
кожи. Избыточная потливость – гипергидроз – бывает диффузным
и локальным. Наиболее выражен диффузный гипергидроз при бо-
лезни Грейвса: даже область голеней, которая у здорового человека
и при другой патологии не потеет, при тиреотоксикозе постоянно
покрыта потом. Этот симптом очень помогает сориентироваться в
дифференциальном диагнозе, прежде всего с НЦД. Диффузный
очень обильный гипергидроз наблюдается при акромегалии (не-
редко больные вынуждены мыться по нескольку раз в день!). Для
пациенток с гиперандрогенией характерен обильный локальный
гипергидроз в подмышечных ямках, пот со специфическим андро-
генным запахом. При симпатоадреналовых кризах у больного с
феохромоцитомой появляется липкий холодный пот на лбу, в об-
ласти носогубного треугольника (так называемый «симпатический
пот»). У женщин с патологическим климаксом наблюдаются при-
ливы жара, сопровождающиеся обильным потом. Чем тяжелее про-
текает синдром патологического климакса, тем больше таких при-
ливов жара и пота. При гипогликемии из-за повышенного выброса
катехоламинов тоже возникает обильное потоотделение (стано-
вится мокрым бельё, пододеяльник, подушка). Сухость кожи – характерный симптом гипотиреоза, при этом
наблюдается выраженный гиперкератоз в области локтей, стоп, ки-
стей, а на голенях шелушение в виде крупы. При гипоталамо-гипо-
физарной недостаточности тоже проявляется гипофункция пото-
вых желёз и сухость кожи. При гормональных расстройствах изменяется тургор кожи. Так, его снижение может быть признаком обезвоживания при де-
компенсации сахарного или несахарного диабета, при аддисоновой
болезни. Также быстрое похудение и исчезновение подкожно-жи-
рового слоя снижает тургор кожи при болезни Грейвса, гипота-
ламо-гипофизарной недостаточности, anorexia nervosa. Повышение
тургора кожи, когда кожу невозможно взять в складку, возникает
при выраженной гиперпролактинемии. 4. Отёки: 4. Отёки: Встречаются при гипотиреозе, гиперпролактинемии, сахарном
диабете, осложнённым диабетической нефропатией, появляются
при ХСН у больных с эндокринопатиями (тиреотоксическом
сердце, при ожирении). Это – характерный симптом микседемы. 29 Таб
Характеристика отёков
Интенсивность
Консистенция
Основные факт
патогенеза
Выражены при
микседеме. При
гипотиреозе чаще всего
периорбитальные
Плотные, не
смещаемые; при
надавливании ямки
нет
В тканях накоплен
гиалуроновой кис
гликозаминоглика
муцина
Незначительно
выражены, постоянные
Повышен тургор
кожи
Задержка жидкост
организме из-за
избытка ПРЛ
Интенсивные, тёплые,
бледные
Мягкие, смещаемые Гипоальбуминеми
снижение
онкотического
давления
Зависят от степени
ХСН
Умеренно плотные,
цианотичные,
холодные
Ремоделирование
миокарда, АГ, НР
(стойкая тахикард
фибрилляция
предсердий)
Зависят от степени
ХСН
Умеренно плотные,
цианотичные,
холодные
Диастолическая
дисфункция, дист
миокарда, Повыш
ОЦК И.В. Терещенко 5. Ногти подвергаются трофическим изменениям при многих
эндокринопатиях: при гипотиреозе сухие, ломкие; при гипопарати-
реозе могут исчезнуть полностью и не расти, при сахарном диабете
нередко появляется грибковое поражение ногтей, при акромегалии
быстро растут, утолщены. 5. Ногти подвергаются трофическим изменениям при многих
эндокринопатиях: при гипотиреозе сухие, ломкие; при гипопарати-
реозе могут исчезнуть полностью и не расти, при сахарном диабете
нередко появляется грибковое поражение ногтей, при акромегалии
быстро растут, утолщены. р р
у , у
6. Мышечная система плохо развита при инфантилизме, гипо-
гонадизме. Наоборот, гипертрофия мышц и увеличение мышечной
силы характерны для гиперандрогении любого генеза у женщин. При многих эндокринных заболеваниях возникает миопатия, про-
являющаяся миалгиями, мышечной скованностью, проксимальной
или дистальной слабостью. Так, диабетическая миопатия чаще
наблюдается при длительном течении сахарного диабета 1-го типа. Тиреотоксическая миопатия возникает из-за катаболизма мышеч-
ной ткани, гипокалиемии. Генерализованная псевдогипертрофия
мышц в сочетании со снижением мышечной силы главным образом
проксимальных мышц наблюдается при гипотиреозе из-за накоп-
ления креатинфосфата в мышцах, который из-за дефицита тирео-
идных гормонов не используется. Гипотрофия мышц возникает у
больных с гипоталамо-гипофизарной недостаточностью из-за де-
фицита белка. Стероидная миопатия характерна для больных с син-
дромом Иценко–Кушинга (причина – стероидный катаболизм). При аддисоновой болезни миопатия встречается часто в связи с ги-
посекрецией анаболических гормонов надпочечников. Проявления
миопатии на фоне лечения обратимы не всегда. 7. Осмотр и пальпация области шеи. 7. Осмотр и пальпация области шеи. 7. Осмотр и пальпация области шеи. При осмотре шеи возможно обнаружить её деформацию зобом
или увеличенными лимфоузлами, врождёнными кистами шеи, или
из-за наличия послеоперационных рубцов. Необходимо оценить
особенности выявленных деформаций. Наличие венозной сети,
особенно, с одной стороны, служит косвенным признаком рака щи-
товидной железы. 8. Осмотр по системам органов. Проводится обычно. Особое внимание для диагностики и диф-
ференциальной диагностики заслуживает осмотр сердечно-сосуди-
стой системы. 4. Отёки: Так, обратились две пациентки с предполагаемым
диагнозом токсического зоба и со сходными жалобами на нервоз-
ность, раздражительность, плаксивость, плохой сон, боли в сердце,
сердцебиение, ощущение комка в горле. Врач у обеих пациенток 31 Пропедевтика эндокринных заболеваний проверил пульс в покое и на фоне задержки дыхания. У одной боль-
ной пульс лабильный, выражена дыхательная аритмия. У другой –
тахикардия стойкая. Уже на поликлиническом приёме в первом
случае можно отвергнуть предварительный диагноз тиреотокси-
коза, и избавить больную от проведения ненужного и иногда за-
тратного обследования. Во втором случае стойкую тахикардию,
очевидно, вызывает избыток в организме тиреоидных гормонов, и
надо продолжить обследование. проверил пульс в покое и на фоне задержки дыхания. У одной боль-
ной пульс лабильный, выражена дыхательная аритмия. У другой –
тахикардия стойкая. Уже на поликлиническом приёме в первом
случае можно отвергнуть предварительный диагноз тиреотокси-
коза, и избавить больную от проведения ненужного и иногда за-
тратного обследования. Во втором случае стойкую тахикардию,
очевидно, вызывает избыток в организме тиреоидных гормонов, и
надо продолжить обследование. д
р д
д
9. У мужчин можно выявить гинекомастию. Осмотром и паль-
пацией оцениваем, имеется на одной стороне или двусторонняя,
размеры молочных желёз, наличие изменений ареолы и сосков. Втянутый сосок или его деформация являются тревожным симпто-
мом онкологического процесса. Гинекомастия бывает истинной,
состоящей из железистой ткани, ложной – из-за отложения жира,
смешанной. Истинная гинекомастия всегда бывает обусловлена
гормональными нарушениями (избытком эстрогенов, не ПРЛ!). Ги-
персекреция ПРЛ любого генеза может вызвать персистирующую
лакторею. Ложная гинекомастия возникает, как правило, при ожи-
рении, смешанная – чаще всего при эндокринопатиях, сопровожда-
ющихся гиперэстрогенией и избыточной массой тела. Пальпация
молочных желёз укажет, какая гинекомастия: при истинной – паль-
пируется железистая ткань, при ложной – консистенция тестоватая,
при смешанной – ощущаются оба компонента. Также оцениваем
наличие болезненности при пальпации. Болезненность наблюда-
ется при воспалении в молочной железе, особенно интенсивная –
при гнойном процессе; возможно, увеличение молочной железы и
болезненность являются следствием травмы (гематома может ими-
тировать гинекомастию). Следует надавить на сосок и проверить
наличие отделяемого, насколько обильное, из одного соска или
лакторея двусторонняя, оценить характер – кровь, молозиво, сероз-
ная жидкость, гной. Вторичное оволосение мужчин зависит от возраста, националь-
ности, наследственности, гормональной патологии. Избыточный
рост волос на груди, спине, конечностях может быть врождённым
и приобретённым, например, при возникновении семиномы (оце-
нивать динамику роста волос). 32 И.В. Терещенко 8. Пальпация эндокринных желёз. 8. Пальпация эндокринных желёз. 8. Пальпация эндокринных желёз. Только щитовидная железа и мужские гонады топографически
доступны для пальпации. Остальные эндокринные железы недо-
ступны. А. Пальпация щитовидной железы проводится 4 способами. Способ 1 (ориентировочный). Врач фиксирует шею пациента
4 пальцами каждой кисти, а большими пальцами последовательно
пальпирует перешеек, правую и левую доли, причём это проводит
в покое и при глотании. Этот способ считается ориентировочным,
так как осязательных телец в кончиках больших пальцев меньше,
чем в остальных пальцах. Фиксировать шею необходимо, иначе па-
циент при приближении пальцев врача к шее инстинктивно отпря-
нет назад. Важно учитывать, что щитовидная железа анатомически нахо-
дится на щитовидном хряще гортани, спаяна с ним и при глотании
будет смещаться вместе с ним. Это помогает в дифференциальной
диагностике с другими опухолями в проекции щитовидной же-
лезы – с лимфоузлами, врождёнными кистами шеи, лейомиомами
шеи и т. д. Если при глотании образование остаётся неподвижным,
значит, это не ткань щитовидной железы. Пальпируя щитовидную
железу, всегда надо оценивать, смещается ли она при глотании. Способ 2. Левая рука врача фиксирует шею, 4 пальцами правой
руки скользящими движениями он пальпирует перешеек, каждую
долю щитовидной железы. Способ 3. Врач заводит по 4 пальца каждой руки за кивательные
мышцы с обеих сторон и расположенные там ткани подаёт вперёд. Если там скрывались узловые образования, кисты щитовидной же-
лезы (иногда большого размера), то такой способ пальпации позво-
лит их выявить. Способ 4. Врач становится позади пациента и 4 пальцами каж-
дой руки пальпирует поочерёдно перешеек и обе доли щитовидной
железы. Следует проводить пальпацию щитовидной железы всеми спо-
собами в положении пациента стоя, если по состоянию больного
это возможно. Лёжа и сидя у обследуемого изменяется топография
средостения и щитовидной железы, и её не удастся чётко опреде-
лить. Во время пальпации следует следить за реакцией пациента: 33 Пропедевтика эндокринных заболеваний боль, дискомфорт могут указать на патологию (воспаление, онко-
логический процесс). Самая интенсивная болезненность наблюда-
ется при остром гнойном тиреоидите или при подостром тиреои-
дите. боль, дискомфорт могут указать на патологию (воспаление, онко-
логический процесс). Самая интенсивная болезненность наблюда-
ется при остром гнойном тиреоидите или при подостром тиреои-
дите. Проводя пальпацию щитовидной железы, оцениваем: Проводя пальпацию щитовидной железы, оцениваем: форму, размеры и степень увеличения; консистенцию, наличие фокальных образований, узлов, кист;
смещаемость, спаянность с соседними тканями шеи. смещаемость, спаянность с соседними тканями шеи. Нормальную форму щитовидной железы сравнивают с бабоч-
кой; её доли почти симметричны. 8. Пальпация эндокринных желёз. Если нет увеличения щитовид-
ной железы, то её размеры примерно равны концевой фаланге соб-
ственного большого пальца. Встречаются врождённые аномалии
щитовидной железы, например, отсутствие одной доли или доли и
перешейка. Так, примером может служить юноша К-в, 18 лет. Жа-
лоб не предъявлял, при прохождении призывной комиссии выяв-
лен «зоб II степени» справа. Визуально справа определялась доля
щитовидной железы, пальпацией не удавалось обнаружить пере-
шеек и левую долю. Назначена операция, хотя при проведении
УЗИ щитовидной железы не выявлено отклонений от нормы един-
ственной доли; её объём составлял 18 см3 (т. е. нормальный). Ясно,
что в данном случае была врождённая аномалия щитовидной же-
лезы, и оперативное вмешательство отменено. Могут встречаться
дополнительные щитовидные железы, если во время эмбриогенеза
(чаще всего в 5 недель гестации) произошло отделение частички её
зачатка. Такие образования могут имитировать узлы, а чаще явля-
ются УЗИ-находкой. О степени увеличения щитовидной железы
сообщается в разделе 2. В норме при пальпации консистенция щи-
товидной железы однородная и эластическая наощупь, при патоло-
гии теряет однородность и может становиться плотной в разной
степени. Каменистую плотность она приобретает при раке. Конси-
стенция неоднородная наблюдается при АИТ, узловом и многоуз-
ловом зобе. При тиреотоксикозе даже при лёгкой пальпации в ряде
случаев удаётся уловить усиленный кровоток (имитация журча-
ния). Нормальная щитовидная железа не спаяна с окружающими
тканями, смещаема, подвижна. УЗИ щитовидной железы не заме-
няет, а дополняет полученные пальпацией данные о её состоянии и
наоборот – пальпация дополняет информацию, полученную при
УЗИ ЩЖ. 34 И.В. Терещенко И.В. Терещенко 9. Аускультация щитовидной железы. Из-за богатого кровоснабжения тиреоидной паренхимы, её ана-
томической близости к сонным артериям, аорте и другим крупным
сосудам в норме над щитовидной железой можно выслушать тоны
сердца. Аускультация щитовидной железы необходима, когда про-
водим дифференциальную диагностику нейро-циркуляторной
дистонии (НЦД) с болезнью Грейвса или с тиреотоксикозом дру-
гого генеза. В отличие от НЦД при тиреотоксикозе микроциркуля-
торное русло переполнено, кровоток усилен и ускорен, что при
аускультации сопровождается появлением не только тонов, но и
систолических и диастолических шумов. Для этого, проводя
аускультацию щитовидной железы, врач просит пациента глубоко
вздохнуть, выдохнуть и замереть, насколько это возможно. Во всех
других случаях, включая НЦД, можно выслушать только тоны. 10. Паращитовидные железы пропальпировать невозможно из-
за маленького их размера, но для выявления гипопаратиреоза и ги-
покальциемии необходимо проверять наличие симптома Хвостека:
ударить пальцем или молоточком у мочки уха пациента в месте вы-
хода лицевого нерва, иннервирующего мимические мышцы лица. При снижении уровня кальция в крови механическое раздражение
лицевого нерва вызовет судорожное подёргивание мышц лица:
только угла рта, если гипокальциемия незначительная (положи-
тельный симптом Хвостека III); угла рта и крыла носа (положитель-
ный симптом Хвостека II) – при умеренном дефиците кальция; и,
кроме того, мышц века (положительный симптом Хвостека I), если
дефицит кальция значительный. Следует также исключить наличие
положительного симптома Труссо: появление судороги кисти
(«рука акушера») при сдавлении сосудисто-нервного пучка в обла-
сти плеча наложением жгута или сдавлением манжеткой (нередко
из-за этого больному невозможно измерить АД). О гипокальцие-
мии свидетельствует также положительный симптом Люста: при
поколачивании молоточком по малоберцовому нерву (ниже го-
ловки малоберцовой кости) возникает непроизвольное тыльное
сгибание стопы с ротацией ноги снаружи. 35 Пропедевтика эндокринных заболеваний 11. Оценка развития вторичных половых признаков и степени
полового созревания. Это особенно важно оценивать у подростков, хотя в ряде слу-
чаев возникает необходимость оценить у пациента из других воз-
растных групп. Целесообразно использовать шкалу Таннера. Шкала Таннера позволяет насчитывать 5 степеней развития пер-
вичных и вторичных половых признаков и представлять формулу
полового созревания, которая у мужчин обозначается аббревиату-
рой PAFLV (P -pubis; A – axillaries; F – facies; L – larynx; V – voice);
у женщин MeMaPA (Me – mensis; Ma – mammae; P -pubis; A – axil-
laris). Таблица 8 ц
Половое развитие у мужчин в норме
Степень
Половое развитие
Формула
полового
созревания
I
Появляется рост волос на лобке
вокруг полового члена
P0-1A0F0L0V0
II
Усиливается рост волос на лобке,
начинается рост волос в
подмышечных впадинах
P1A0-1F0L0V0
III
Оволосение усиливается. 9. Аускультация щитовидной железы. Появляются
пушковые волосы на лице,
начинается формирование кадыка,
ломка голоса
P1-2A1-2F1L0-
1V0-1
IV
Обильный рост лобковых,
аксиллярных волос, волос на лице,
формируется кадык, голос становится
низкого тембра
P3A2-3F2-3L1-
2V1-2
V
Формирование вторичных половых
признаков завершается (гениталии
и наружные половые признаки,
как у зрелого мужчины)
P4A3F3L3V3 Половое развитие у мужчин в норме При 1 степени полового развития половой член, мошонка, те-
стикулы имеют такие же размеры и пропорции, как в раннем дет-
стве; при II степени полового развития мошонка и яички увеличи-
ваются, кожа мошонки утолщается и начинает пигментироваться,
лобковые волосы также начинают пигментироваться; при III сте- 36 И.В. Терещенко пени гениталии продолжают увеличиваться, половой член удлиня-
ется и утолщается. Сформировавшаяся головка полового члена
означает наступление IV стадии полового развития, лобковые во-
лосы темнеют, грубеют и становятся вьющимися, кадык выражен,
голос мужского тембра. В V стадию половое созревание заверша-
ется, все половые признаки, как у зрелого мужчины. пени гениталии продолжают увеличиваться, половой член удлиня-
ется и утолщается. Сформировавшаяся головка полового члена
означает наступление IV стадии полового развития, лобковые во-
лосы темнеют, грубеют и становятся вьющимися, кадык выражен,
голос мужского тембра. В V стадию половое созревание заверша-
ется, все половые признаки, как у зрелого мужчины. Не должно быть фимоза. У мальчика (особенно у новорожден-
ного) необходимо проверить анатомическое расположение отвер-
стия мочеиспускательного канала, исключить гипоспадию. Таблица 9 ц
Половое развитие у женщин в норме
Степень
Половое развитие
Формула
полового
созревания
I
Появляется уплотнение в области
ареол молочных желёз в виде
«пуговок», иногда слегка болезненных
Me0Ma0-1P0A0
II
Молочные железы начинают
увеличиваться и выступать над
поверхностью грудной клетки. Диаметр ареол увеличивается. У
некоторых девочек появляются
месячные (овуляции пока нет). Начинается оволосение на лобке,
вырастают единичные волосы в
подмышечных впадинах
Me10-15
Ma1-
2P1A1
III
Менархе проявляется в 100% случаев,
месячные ещё могут быть
нерегулярными. Усиливается
лобковое и аксиллярное оволосение. Молочные железы, ареолы выступают
в виде конуса. Ареолы и соски
начинают окрашиваться
MeMa2-3P2-3A2-
3
IV
Наружные половые признаки
достигают полного развития. Месячные становятся цикличными. Овуляторные циклы могут
чередоваться с ановуляторными
MeMa3P3A3
V
Половое созревание завершено
MeMa3-4P3A3 Половое развитие у женщин в норме 37 Пропедевтика эндокринных заболеваний Стадии полового развития не имеют точного совпадения с хро-
нологическим возрастом и значительно варьируют. Важно под-
черкнуть, у девочек в норме всегда пубертация начинается с фор-
мирования молочных желёз, а не с роста волос на лобке или в под-
мышечных ямках! Изменение такой последовательности позволяет
подозревать ВДКН или другую патологию! 9. Аускультация щитовидной железы. Молочные железы сле-
дует пальпировать и проверять наличие лактореи у небеременных
и не кормящих женщин, при этом учитывать односторонняя лакто-
рея или двусторонняя, какие выделения (молоко, серозное отделя-
емое, кровь, гной), скудные или обильные. Секрецию молока вы-
зывает ПРЛ, рост молочных желёз зависит от эстрогении (секреции
эстрадиола и эстрона). Иногда лакторею можно наблюдать у муж-
чин (это всегда патология!). У женщин редко возможно развитие
гигантских молочных желёз (гипермастия, гигантомастия, макро-
мастия), т.е. чрезмерная гипертрофия соединительной ткани мо-
лочных желёз. Генез гипермастии пока не ясен. Очевидно, чувстви-
тельность рецепторов тканей молочной железы к ростовым факто-
рам патологически высокая, что и приводит к чрезмерному росту
молочных желёз. Наиболее часто встречающаяся патология молоч-
ных желёз – мастодиния. Мастодиния – это субъективно неприят-
ные ощущения в области молочных желёз, болезненность при
пальпации, при прикосновении одежды, ощущение распирания,
отёчности. Таких женщин необходимо обследовать, прежде всего
исключать онкопатологию молочных желёз и половой сферы! 38 38 И.В. Терещенко Раздел 2. ЭНДОКРИННЫЕ СИНДРОМЫ Основные патологические синдромы, обусловленные гормо-
нальными нарушениями, следующие. 1. Ожирения. 2. Синдром дефицита массы тела. 3. Нарушения роста: А. Высокорослости; Б. Низкорослости. 4. Увеличения щитовидной железы. 4. Увеличения щитовидной железы. 5. Патологии уровня глюкозы в крови: А. Гипергликемии; Б. Ги-
погликемии. 6. Эндокринной артериальной гипертензии. 7. Инсипидарный синдром. 8. Синдром гирсутизма и вирилизма. Синдром ожирения
й Ожирение – синдром, характеризующийся избыточным отложе-
нием и хроническим латентным воспалением жировой ткани в ор-
ганизме. В норме жировая ткань составляет 15–20% от общей
массы тела. О наличии ожирения и его степени можно судить по
ИМТ кг/м2. Для расчёта ИМТ надо массу тела (кг) разделить на
рост (м2). ц
Оценка ИМТ
ИМТ
кг/м2
Оценка
ИМТ
кг/м2
Оценка
< 19
Дефицит массы тела
20–24,9
Нормальная масса
тела
25–29,9
Избыточная масса
тела
30,0–34,9
Ожирение I степени
35,0–39,9
Ожирение
II степени
40 и
более
Морбидное ожирение Также ожирение относят к морбидному, если ИМТ >35 кг/м2 и
имеются серьёзные осложнения, связанные с ожирением. Выде-
ляют абдоминальное и глютеофеморальное ожирение; при абдоми-
нальном – существенно чаще возникают осложнения заболевания. По соотношению окружности талии (ОТ см) к окружности бёдер
(ОБ см) можно определить тип ожирения и количество висцераль-
ного жира. 39 Пропедевтика эндокринных заболеваний Абдоминальное (тип яблока,
висцеральный, верхний,
андроидный тип)
Глютеофеморальное (тип груши,
нижний, гиноидный тип)
ОТ/ОБ у мужчин ≥ 0,9–1,0
ОТ/ОБ у женщин ≥ 0,8–0,82
ОТ/ОБ у мужчин < 0,9
ОТ/ОБ у женщин < 0,8 Риск развития осложнений ожирения очень высокий, если ОТ у
мужчин ≥ 102 см, у женщин ≥ 88 см, причём это касается всех органов
и систем. К осложнениям ожирения относят сахарный диабет 2-го
типа (СД2), артериальную гипертензию (АГ), атеросклероз и сер-
дечно-сосудистые заболевания, синдром ночного апноэ, НАЖБП,
ЖКБ, нарушения опорно-двигательного аппарата, репродуктивные
расстройства, некоторые локализации онкологических заболеваний. Появился термин «метаболически здоровое ожирение», что подразу-
мевает более благоприятный профиль воспаления в жировой ткани,
меньший объём висцерального депо жира, менее выраженную ин-
фильтрацию жировой ткани макрофагами, меньший размер адипоци-
тов, т. е. риск осложнений ожирения отсутствует или меньше, чем при
метаболически нездоровом ожирении. Не изучен отдалённый прогноз
метаболически здорового ожирения, насколько часто и когда здоро-
вое ожирение переходит в нездоровое. Пока сомнительно существо-
вание «здорового» ожирения. Кроме того, ожирение бывает диспластическим, когда жировые
отложения в одних местах исчезают, в других – появляются. Так
при кушингоидном ожирении становятся худыми конечности, яго-
дицы, но появляется жировая ткань на туловище, животе, лице. При ожирении Барракер-Симмондса истощается верхняя часть
тела, исчезают с лица жировые комочки Биша, и развивается мас-
сивное ожирение нижней части туловища и нижних конечностей. Болезнь Маделунга – диспластическое ожирение, когда разраста-
ние жира происходит на шее. Встречается (редко) болезненное
ожирение, которое называется «болезнь Деркума». Синдром дефицита массы тела Синдром дефицита массы тела
Дефицитом массы тела является снижение ИМТ ≤ 18,5 кг/м2;
при ИМТ ≤ 16 кг/м2 наблюдается истощение, именуемое кахексией. Нередко снижение массы тела, вызванное эндокринопатиями, яв-
ляется первым, а иногда единственным или основным симптомом
заболевания эндокринной системы. 40 Табли
ости синдрома дефицита массы тела
ндокринных заболеваниях
нижения массы тела
Генез
ыстро прогрессирует,
идратации больного,
жировая ткань, возникает
мышечной ткани и дефицит
ыть повышенный аппетит
Катаболизм из-за абсолютного
дефицита инсулина. Гипергликем
вызывает полиурию и обезвожива
яется первым симптомом
нижения массы тела зависит
Уменьшается количество
на гипотрофия мышц. нов в крови может
При этом аппетит
овышен. Встречается
икоза – марантическая,
ей
Гиперсекреция тиреоидных гормо
вызывает катаболизм
азвивается и нарастает
похудение происходит за
чезает аппетит, отмечается
Избыток паратгормона и
гиперкальциемия обусловливают
выраженную интоксикацию, котор
вызывает анорексию и поражение
ЖКТ х гормо
ливают
ю, котор
ажение Окончание т
ижения массы тела
Генез
развивается истощение
лезни Шиена дефицит
меренным
Степень истощения зависит п
всего от дефицита СТГ, в мен
степени – от дефицита други
тропных гормонов (АКТГ, П
ыстро, сопровождается
ышенной потребностью в
й пище. Выражены
исчезает подкожный и
ечная ткань как скелетная,
руется
Дефицит надпочечниковых
минералокортикоидов приво
дегидратации, дефицит
глюкокортикоидов нарушает
углеводный обмен, вызывает
гликогена в клетках и тканях
исчезновение жира, при дефи
надпочечниковых анаболико
невозможен синтез мышечно
приёма пищи развивается
массы тела, кахексия и
ндокринной системы
оз)
Возникает вследствие расстр
регуляции секреции дофамин
серотонина вследствие
психологического стресса И.В. Терещенко Синдром дефицита массы тела может иметь причины не гормо-
нальные. Наиболее частые негормональные причины – конститу-
циональное снижение массы тела (проявление неспецифической
дисплазии соединительной ткани), алиментарное истощение, ка-
хексия при онкологических заболеваниях, при синдроме нарушен-
ного всасывания. Необходимо проводить дифференциальную диа-
гностику эндокринопатий, сопровождающихся похудением, не
только между собой, но и с другой патологией. Нарушения роста: А. Высокорослость Нормы роста значительно варьируют, зависят от расы, нацио-
нальности, места проживания, особенностей питания, образа
жизни. Для Уральского региона характерны колебания показателей
роста у мужчин от 162 до 193 см, у женщин от 150 до 184 см. Рост
каждого человека запрограммирован генетическим кодом, реализа-
ция кода зависит не только от условий жизни, но и от перенесённых
заболеваний, в первую очередь, от гормональных нарушений в дет-
ском возрасте и в пубертатном периоде. Примерами конституцио-
нальной высокорослости соотечественников являются Ф.И. Шаля-
пин (рост 195 см), композитор С.В. Рахманинов (198 см), царь Пётр
I (204 см), император Николай I (205 см). Таблица 12 Гормоны, влияющие на рост
До начала полового созревания
В период пубертации
Гормон
Степень
влияния
Гормон
Степень
влияния
СТГ
+ + +
СТГ
+
Тироксин
+ +
Андрогены
+ + + Тормозят
СТГ
Инсулин
+ +
Эстрогены
+ + Тормозят
СТГ
Гормоны
тимуса
+
Тироксин
+ Гормоны, влияющие на рост
До начала полового созревания
В период пубертации
Гормон
Степень
влияния
Гормон
Степень
влияния
СТГ
+ + +
СТГ
+
Тироксин
+ +
Андрогены
+ + + Тормозят
СТГ
Инсулин
+ +
Эстрогены
+ + Тормозят
СТГ
Гормоны
тимуса
+
Тироксин
+
Кроме того, рост тормозят глюкокортикоиды. Нарушения роста
закладываются в детском и подростковом возрасте, но сохраня-
ются пожизненно и проявляются высокорослостью и низкоросло-
стью. Гормоны, влияющие на рост Гормоны, влияющие на рост Кроме того, рост тормозят глюкокортикоиды. Нарушения роста
закладываются в детском и подростковом возрасте, но сохраня-
ются пожизненно и проявляются высокорослостью и низкоросло-
стью. 43 Пропедевтика эндокринных заболеваний Рис. 1 Высокорослость может достигать субгигантизма или гиган-
тизма. При субгигантизме рост не превышает 2 м, при гигантизме –
более 2 м. При пропорциональной высокорослости равномерно
растут конечности, голова, туловище. Так, если опухоль гипофиза,
продуцирующая СТГ (соматотропинома), развивается в детском
или подростковом возрасте, возникает гипофизарный гигантизм:
рост пациента, длина его конечностей, размер кистей и стоп, объём
головы – всё пропорционально растёт и приобретает большие раз-
меры. При непропорциональной высокорослости формируется
дисгармоничное телосложение. Например, при евнухоидизме (бо-
лезни Клайнфельтера) из-за дефицита половых гормонов запазды-
вает закрытие зон роста, в первую очередь, трубчатых костей. Верхние и нижние конечности становятся длинными – паукообраз-
ными. Синостоз костей черепа наступает значительно быстрее, и
голова смотрится маленькой, а туловище как будто приставлено к
голове от другого человека. Болезнь Марфана – тоже пример не-
пропорциональной высокорослости: это генетическая неполноцен-
ность соединительной ткани, главным образом коллагена. Нарушения роста: А. Высокорослость Харак-
терна арахнодактилия («паучьи пальцы»), высокий рост, истонче-
ние подкожной клетчатки, долихоцефалия, «птичье» лицо, ворон-
кообразная или килевидная грудная клетка, искривлённый позво-
ночник, тонкие рёбра и т.д. Конституциональная высокорослость
обычно пропорциональная, но тоже может наблюдаться дисгармо-
ния. Так, рост Петра I достигал 204 см, а размер его обуви не пре-
вышал ≈ 38, размер кистей тоже был маленький, носил камзол
48-го размера, но отличался необыкновенной силой. 44 И.В. Терещенко И.В. Терещенко Б. Низкорослость Выделяют субнанизм и наниз. Нет точной градации, какой рост
относить к нанизму и субнанизму. Для Уральского региона рост
мужчин ≤ 155 см – субнанизм, ≤ 145 см – нанизм, соответственно у
женщин – ≤ 145 см и ≤ 135 см. Известно много причин низкорос-
лости. Важно их установить, чтобы своевременно начать лечение. Низкорослость, особенно для подростка и особенно для мальчика –
всегда тяжёлый отрицательный психологический фактор. Причины
низкорослости могут быть как эндокринными, так и не эндокрин-
ными (основные причины представлены ниже). Рис. 2 Рис. 2 В первую очередь, сбор анамнеза поможет в дифференциальной
диагностике причин низкорослости. При конституциональной низ-
корослости обычно оба родителя низкого роста, при этом у ре-
бёнка, кроме низкорослости, нет других симптомов патологии. При
гипофизарном нанизме больные рождаются с нормальной длиной
и весом, задержка проявляется после 2–3 лет, слабо формируется
мышечная система, нарушается развитие и смена зубов, возникает
половой инфантилизм. При отсутствии гормонального лечения
больные приобретают своеобразный старческий вид. Если низко-
рослость вызвана опухолями гипоталамуса, возникают характер-
ные головные боли, ожирение, офтальмологические нарушения. фф Тиреоидные гормоны стимулируют рост и дифференцировку
тканей, рост и развитие организма. Их дефицит в раннем (включая
внутриутробный период) возрасте становится причиной задержки
роста. При этом формируется кретинизм и непропорциональная 45 Пропедевтика эндокринных заболеваний низкорослость: большая голова из-за позднего закрытия родничков
черепа, короткие и кривые конечности, увеличенный живот. Изме-
няются черты лица: нос квадратный седловидный, с западением
спинки, далеко расставленные друг от друга глаза, большой язык. При этом физическое недоразвитие всегда сопровождается ум-
ственным и половым недоразвитием. В тяжёлых случаях выра-
жены миксематозные отёки. В настоящее время, когда проводится
УЗИ-скрининг плода и постнатальная проверка ТТГ для диагно-
стики врождённого гипотиреоза, заместительная терапия тиреоид-
ными гормонами начинается своевременно, врачу приходится всё
реже встречаться с этой причиной низкорослости. Pubertas praecox любой этиологии всегда сопровождается гипер-
секрецией половых гормонов, которые вызывают преждевремен-
ное закрытие зон роста. Из-за избытка половых гормонов в орга-
низме сначала темпы роста значительно ускоряются, затем рост
прекращается полностью. Как правило, возникает субнанизм. Pubertas tarda разного генеза тоже может приводить к низкорос-
лости из-за дефицита половых гормонов в организме. При консти-
туциональной причине pubertas tarda (наиболее частая причина) за-
держка роста и полового развития может быть временной, впослед-
ствии формирование происходит нормально, достигается генетиче-
ски запрограммированный окончательный рост, который легко
рассчитать: у мальчика (рост отца + рост матери + 12,5) : 2;
у девочки (рост отца + рост матери – 12,5) : 2. у мальчика (рост отца + рост матери + 12,5) : 2;
у девочки (рост отца + рост матери – 12,5) : 2. При Pubertas tarda другого генеза (вследствие гамартомы, дру-
гих опухолей гипоталамуса, деструкции гипофиза, повреждения
гонад из-за травм, радиации, химикатов, тяжёлых соматических за-
болеваний, например, болезни Крона) прогноз всегда неблагопри-
ятный. Низкорослость бывает стойкой из-за отсутствия стимулиру-
ющего влияния на рост половых гормонов, но при дефиците поло-
вых гормонов синостоз невозможен, и в дальнейшем может раз-
виться высокорослость. Низкорослость может быть обусловлена избытком в организме
ребёнка кортизола при болезни и синдроме Иценко–Кушинга, в ре-
зультате длительного лечения глюкокортикоидами. Избыток кор-
тизола нарушает образование белковой матрицы кости и усиливает 46 И.В. Терещенко выход кальция из костей. Деформация позвонков («рыбьи по-
звонки») также способствует уменьшению роста, и не только у де-
тей и подростков, но и у взрослых. выход кальция из костей. Деформация позвонков («рыбьи по-
звонки») также способствует уменьшению роста, и не только у де-
тей и подростков, но и у взрослых. Сахарный диабет 1-го типа у ребёнка всегда негативно влияет
на процессы роста, и хотя его окончательный рост может оказаться
нормальным, но обычно ниже расчётных показателей. Частая де-
компенсация углеводного обмена приводит к низкорослости, по-
скольку инсулин влияет на все виды обмена, оказывает анаболиче-
ское действие, подавляет катаболизм. У детей с тяжёлым течением
сахарного диабета 1-го типа, длительно не получавших адекватной
терапии инсулином, может развиться синдром Мориака или син-
дром Нобекура. Клиническая картина синдрома Мориака характе-
ризуется задержкой роста и полового развития, кушингоидным пе-
рераспределением подкожного жира, гепатомегалией. Клиниче-
ская картина синдрома Нобекура подобная, но нет избыточной
подкожной жировой клетчатки, наоборот, наблюдается понижен-
ная масса тела. В настоящее время в клинической практике эти син-
дромы практически не встречаются. Хромосомный и генетический генез низкорослости заподозрить
бывает несложно: как правило, нанизм, а чаще субнанизм сочета-
ется с пороками развития, дисэмбриональными стигмами. В
первую очередь, это касается синдрома Шерешевского-Тернера,
при котором генотип X0, отставание в росте проявляется с раннего
детства, телосложение неправильное (плечевой пояс шире тазо-
вого, широко расставленные соски на бочкообразной грудной
клетке, крыловидные складки кожи в области шеи, низко посажен-
ные уши, низкая линия роста волос на затылке, укороченная шея,
готическое нёбо и другие стигмы). Низкорослость и другие прояв-
ления синдрома Шерешевского–Тернера имеют сходство с симп-
томатикой синдрома Нунан, при котором кариотип нормальный;
синдром обычно носит семейный характер, может встречаться
также у мальчиков. К генетическим причинам низкорослости (нанизма) относится
хондродистрофия (диафизарная аплазия, ахондроплазия). у мальчика (рост отца + рост матери + 12,5) : 2;
у девочки (рост отца + рост матери – 12,5) : 2. Из-за ге-
нетических мутаций возникает неспособность рецепторов хряща
зон роста трубчатых костей, главным образом бедренных и плече-
вых, воспринимать инсулиноподобный фактор роста 1 (ИФР-1). При этом рост конечностей невозможен, они остаются короткими,
размер туловища достигает нормы. 47 Пропедевтика эндокринных заболеваний Синдром увеличения щитовидной железы Увеличение размеров щитовидной железы (зоб) оценивают по
степеням. По классификации ВОЗ, зоб бывает I и II степени. Зоб
I степени визуально не определяется, но при пальпации размеры
щитовидной железы превышают концевую фалангу собственного
большого пальца руки. Если щитовидная железа видна при осмотре
области шеи, а пальпаторно больше нормы, то это зоб II степени
(независимо от размеров!). Более удачна классификация зоба, раз-
работанная отечественным эндокринологом О.В. Николаевым: он
предложил различать 5 степеней размеров щитовидной железы:
IV и V степени – это гигантский зоб, занимающий всю область
шеи, а также он может занимать и загрудинное пространство. Для постановки правильного диагноза важно оценить форму
щитовидной железы: она может быть правильной и неправильной. При диффузном йоддефицитном зобе её форма правильная. Непра-
вильная форма встречается при тиреоидном раке, узловом и мно-
гоузловом зобе, врождённой аномалии щитовидной железы (нали-
чии одной доли) и т. д. Следует проверить, смещается ли зоб при
проглатывании слюны. Если не смещается, то это либо лимфоузлы,
либо кисты шеи, другие опухоли, например, лейомиома, но не щи-
товидная железа, которая прикреплена к щитовидному хрящу гор-
тани и вместе с ним смещается вверх–вниз при глотании. Можно
заметить пульсацию щитовидной железы. Это бывает при болезни
Грейвса из-за усиленного кровенаполнения зоба. Передаточная
пульсация наблюдается при зобе, частично опущенном за югуляр-
ную вырезку; при этом создаётся анатомическая близость к дуге
аорты и крупным сосудам, отходящим от дуги аорты. Визуально и
пальпаторно надо выявлять наличие узлов, оценивать их количе-
ство, консистенцию, форму, размеры, смещаемость при глотании. ф р у р
р
р
Возможна болезненность щитовидной железы при пальпации. Это особенно характерно для острого (гнойного) или подострого
тиреоидита. Покраснение кожных покровов над щитовидной желе-
зой возникает только при остром тиреоидите. При подостром ти-
реоидите, несмотря на выраженный острый воспалительный про-
цесс в щитовидной железе, гиперемия над её проекцией не появля-
ется. Раковые узлы в щитовидной железе обычно безболезненны. Болезненность в области щитовидной железы может быть обуслов-
лена не тиреоидной патологией, а проявлением тиреоалгии, т. е. за 48 И.В. Терещенко счёт иррадиации со стороны других органов: нередко из-за шей-
ного остеохондроза, гастро-эзофагеальной рефлюксной болезни в
результате заброса кислого содержимого желудка в пищевод и ро-
товую полость, при раке пищевода, гортани, лёгкого и т. д. Пациент
при этом уверен, что «болит именно щитовидная железа». Необхо-
димо проводить дифференциальную диагностику источника боли. Возможна и сочетанная патология, вызывающая боль. Синдром увеличения щитовидной железы счёт иррадиации со стороны других органов: нередко из-за шей-
ного остеохондроза, гастро-эзофагеальной рефлюксной болезни в
результате заброса кислого содержимого желудка в пищевод и ро-
товую полость, при раке пищевода, гортани, лёгкого и т. д. Пациент
при этом уверен, что «болит именно щитовидная железа». Необхо-
димо проводить дифференциальную диагностику источника боли. Возможна и сочетанная патология, вызывающая боль. Осматривая переднюю поверхность шеи, можно обнаружить из-
менения кожи над щитовидной железой: послеоперационные или
иные рубцы, покраснение, венозную сеть, пигментацию. Пигмен-
тация рубцов на шее, кожи шеи может наблюдаться при синдроме
Шмита, т.е. аутоиммунном полиэндокринном синдроме типа 2, т.е. при сочетании лимфоцитарного зоба с гипокортицизмом аутоим-
мунного генеза (самый частый вариант аутоиммунного полиэндо-
кринного синдрома). Надо проверить смещаемость зоба, оценить, не страдают ли со-
седние органы шеи (нет ли осиплости голоса или афонии, не про-
явилась ли анизокория, асфиксия, дисфагия) – всё это признаки
прорастания рака щитовидной железы в соседние органы. Необходимо обратить особое внимание на опасность пальпа-
ции щитовидной железы у больных с болезнью Грейвса: грубая
пальпация может вызвать резкое повышение уровня тиреоидных
гормонов в крови, что приводит к остановке сердца и внезапной
смерти пациента, а в лучшем случае – к развитию тиреотоксиче-
ского криза. 49 Табли
актеристика щитовидной железы
при тиреоидной патологии
й
Особенности изменений в щитовидной железе
зы
Возникает диффузное или узловое увеличение щитовидной
железы, при этом она безболезненная, смещаемая, не спаяна
с соседними органами шеи, при диффузном зобе сохраняет
правильную форму («бабочки»), узлы округлые или
овальные, окружены ободком
ител
Форма щитовидной железы неправильная, консистенция
неоднородная за счёт фиброза и псевдоузлов, размеры могут
быть увеличены, например при лимфоцитарном зобе
Хашимото, или уменьшены за счёт деструкции и атрофии её
паренхимы. Болезненности нет, но больные нередко
испытывают дискомфорт в области щитовидной железы. Соседние органы шеи не страдают. При пальпации железа
смещаема
зы
ТТГ
Размеры щитовидной железы увеличены, могут варьировать
в короткие отрезки времени за счёт изменения её
кровенаполнения. Если коллатерали заполняются кровью -
увеличиваются обе доли и перешеек, возникает журчание,
выслушиваются систолический и диастолический шумы. Болезненности нет ия
могут
фии её
ы. леза
ровать
ью -
ние,
мы. Окончание та
Особенности изменений в щитовидной железе
Размеры щитовидной железы быстро увеличиваются. Выражены все признаки острого воспаления. Кожа кра
Если формируется абсцесс, определяется флюктуация
проекцией. Болезненность резкая
Характерна иррадиация боли в челюсть, зубы, горло, у
При пальпации щитовидная железа резко болезненна, о
покраснения кожи над ней нет. Синдром увеличения щитовидной железы Воспаление может захв
ткань щитовидной железы не всю целиком, а участкам
причём ежедневно патологический процесс в тиреоидн
паренхиме может мигрировать
Обнаруживается узловое образование в щитовидной ж
его размеры обычно небольшие (чаще это УЗИ-находк
запущенных случаях раковый узел плотный (каменист
плотности), не смещаемый, безболезненный, может по
лимфоаденопатия на шее и нарушаться функция сосед
органов шеи Пропедевтика эндокринных заболеваний Патология уровня глюкозы в крови: А. Синдром гипергликемии В норме уровень глюкозы натощак в капиллярной крови не дол-
жен превышать 5,5 ммоль/л, в венозной 6,1 ммоль/л, у беременной
женщины < 5,1 ммоль/л; через 2 часа после перорального глюкозо-
толерантного теста соответственно в капиллярной и венозной
< 7,8 ммоль/л, у беременных < 8,5 ммоль/л. Состояние хронической
гипергликемии называется сахарным диабетом. Известно много
причин хронической гипергликемии. Гипергликемия развивается в
том случае, если у больного имеется абсолютный или относитель-
ный дефицит инсулина, или возникает избыток контринсулярных
гормонов: СТГ, кортизола, катехоламинов, тиреоидных гормонов,
глюкагона и др. Гипергликемия наблюдается при многих эндо-
кринных и генетических заболеваниях. ц
Сахарный диабет при эндокринных заболеваниях
Эндокринопатия
Гормональное
нарушение
Эндокринопатия
Гормональное
нарушение
Сахарный
диабет 1-го типа
Абсолютный
дефицит
инсулина
Синдром
(болезнь)
Иценко–
Кушинга
Избыток
кортизола
Сахарный
диабет 2-го типа
Относитель-
ный дефицит
инсулина
Феохромо-
цитома
Избыток
адреналина и
норадре-
налина
Акромегалия
Избыток СТГ
Глюкагонома
Избыток
глюкагона
Болезнь Грейвса
Избыток
тиреоидных
гормонов
Альдостерома
Избыток
альдостерона Сахарный диабет при эндокринных заболеваниях Клинически гипергликемия, независимо от генеза, проявляется
слабостью, учащенным мочеиспусканием, сухостью во рту, жаж-
дой, симптомами дегидратации, иногда повышенным аппетитом. Чем выше гипергликемия, тем более выражены эти симптомы. Сле-
дует отметить, что в большинстве случаев синдром гипергликемии
стойкий и сохраняется после излечения эндокринного заболевания,
вызвавшего нарушение углеводного обмена. Например, после хи- 52 И.В. Терещенко рургического лечения опухолей – кортикостеромы, феохромоци-
томы, глюкагономы, соматотропиномы, випомы, после излечения
тиреотоксикоза. Пропедевтика эндокринных заболеваний Пропедевтика эндокринных заболеваний Для дифференциальной диагностики причин гипогликемий
важно учесть: для инсулиномы или гиперплазии островков поджелудочной
железы (незидиобластомы) характерны тощаковые гипогликемии
и гипогликемии на фоне голода; для инсулиномы или гиперплазии островков поджелудочной
железы (незидиобластомы) характерны тощаковые гипогликемии
и гипогликемии на фоне голода; при гипопитуитаризме, гипотиреозе, гипокортицизме могут
быть гипогликемии тощаковые и постпрандиальные, но, как пра-
вило, без гипогликемических ком; при гипопитуитаризме, гипотиреозе, гипокортицизме могут
быть гипогликемии тощаковые и постпрандиальные, но, как пра-
вило, без гипогликемических ком; функциональные гипогликемии при гепатитах, циррозе пе-
чени, НАЖБП, ХПН, синдроме нарушенного всасывания, болезнях
оперированного желудка гипогликемии развиваются после еды, то-
щаковые не характерны; функциональные гипогликемии при гепатитах, циррозе пе-
чени, НАЖБП, ХПН, синдроме нарушенного всасывания, болезнях
оперированного желудка гипогликемии развиваются после еды, то-
щаковые не характерны; тяжёлая сердечная недостаточность, тяжёлая ХПН или печёноч-
ная недостаточность могут протекать как с тощаковыми, так и с пост-
прандиальными гипогликемиями, но без гипогликемических ком. тяжёлая сердечная недостаточность, тяжёлая ХПН или печёноч-
ная недостаточность могут протекать как с тощаковыми, так и с пост-
прандиальными гипогликемиями, но без гипогликемических ком. Б. Синдром гипогликемии р
Гипогликемия – это снижение уровня глюкозы в крови
< 3,5 ммоль/л. Гипогликемии могут быть скрытыми. Клиническая
симптоматика гипогликемии становится явной при уровне глике-
мии < 2,8 ммоль/л. Тяжёлые гипогликемии, сопровождающиеся
выключением сознания (гипогликемической комой), вызывает вы-
раженный избыток инсулина (вследствие передозировки инсулина
при лечении сахарного диабета при недостаточном поступлении
углеводов или при значительных, непропорциональных тратах ка-
лорий), а также массивная секреция инсулина при инсулиноме). Скрытые гипогликемии наблюдаются при гипоталамо-гипофизар-
ной недостаточности, аддисоновой болезни, гипотиреозе. Клини-
ческие проявления гипогликемии характеризуются появлением
внезапной раздражительности и слабости, головной боли, агрес-
сивности, шаткости походки, нарушения зрения, дизартрии, повы-
шенной потливости, желания немедленно что-угодно съесть. Не-
редко невозможно измерением уровня глюкозы в крови подтвер-
дить гипогликемию, так как гипогикемия – стресс, и в организме
быстро срабатывают защитные механизмы – гиперсекреция ка-
техоламинов и глюкокортикоидов. Не случайно, приступ гипогли-
кемии сопровождается симптомами гиперкатехолемии: обильной
потливостью, бледностью, мидриазом, тремором, тахикардией,
подъёмом АД. По этой симптоматике можно сделать заключение,
что пациент перенёс гипогликемию, даже если при измерении
уровня глюкозы в крови её уровень уже окажется нормальным. Тем
не менее, подозревая скрытые гипогликемии следует попытаться
их выявить исследованием глюкозы крови. Низкий уровень глю-
козы может появляться не только при гормональных нарушениях,
но и при некоторых терапевтических заболеваниях (гепатитах, цир-
розе печени, НАЖБП, ХПН, синдроме нарушенного всасывания,
демпинг-синдроме), при отравлении алкоголем, при неадекватных
физических нагрузках, ваготонии и т. д. 53 Синдром эндокринной артериальной гипертензии Артериальная гипертензия развивается при многих эндокрино-
патиях, именуется вторичной эндокринной гипертензией. Нередко
у больного с гормональной патологией из-за нарушения липидного
обмена, дисэлектролитных расстройств, дислипидемии и гиперхо-
лестеринемии, инсулинорезистентности возникает коморбидность
с эссенциальной гипертензией. Коморбидность, как правило, со-
здаёт трудности в лечении артериальной гипертензии и ухудшает
прогноз. Жалобы больных с эндокринной гипертензией анало-
гичны жалобам при повышении АД другого генеза; основная жа-
лоба – головные боли, особенно в затылке. Эндокринные артери-
альные гипертензии могут быть постоянными и транзиторными,
преимущественно систолическими или диастолическими, или си-
столо-диастолическими, иметь кризовое течение. Ниже представ-
лены патогенетические механизмы и особенности течения артери-
альных гипертензий при разных эндокринопатиях. 54 я
повыше
толичес
е давлен
я
я
к Табли
ристика артериальной гипертензии
ри эндокринных заболеваниях
териальной гипертензии
Характеристика артериальной
гипертензии
той стенки
Стойкая, преимущественно
диастолическая артериальная
гипертензия
икоидов
Стойкая систолическая и
диастолическая артериальная
гипертензия, резистентная к
гипотензивной терапии
ме натрия и воды из-за
Умеренное и непостоянное повыше
артериального давления
го выброса вследствие
х гормонов и катехоламинов
Систолическая артериальная
гипертензия, снижение диастоличес
давления, высокое пульсовое давле
удистой стенки,
осклероза и нередко –
ртонической болезни
Стойкая главным образом
диастолическая артериальная
гипертензия, рефрактерная к
гипотензивной терапии
з-за нефрокальциноза и
Стойкая систолическая и
диастолическая артериальная
гипертензия. Резистентность к
гипотензивной терапии Окончани
териальной гипертензии
Характеристика артер
гипертензии
ропатия
Стойкая систолическая и
диастолическая артериальн
гипертензия. лезнь нередко предшествует
диабета. Артериальная
ается на фоне диабета и
опатией или проявлением
опатии
Стойкая систолическая и
диастолическая артериальн
гипертензия
Чаще систолическое артер
давление в норме. Стойкая
диастолическая гипертензи
пульсовое артериальное да
Возможны гипертонически
еналина и норадреналина
Гипертонические кризы на
нормального или стойко по
артериального давления
ункция гипоталамуса
Изменчивый уровень артер
давления, наряду с вегетат
нарушениями И.В. Терещенко Артериальная гипертензия может быть медикаментозной в ре-
зультате применения гормональных препаратов, особенно часто
при лечении глюкокортикоидами, симпатомиметиками или из-за
использования гормональных контрацептивов. Артериальная гипертензия нередко является первым симпто-
мом эндокринопатии, например, опухоли надпочечника. Молодой
возраст пациента, сразу возникшая резистентность к многокомпо-
нентной медикаментозной антигипертензивной терапии должны
насторожить и назначать обследование. Особенности проявлений
артериальной гипертензии следует выявлять. Так, при феохромо-
цитоме криз развивается даже при незначительном сдавлении опу-
холи: при наклонах, чтобы обуться, после еды из-за переполнен-
ного пищей желудка и т. д. Синдром эндокринной артериальной гипертензии Если имеются характерные внешние
проявления эндокринопатий, то они помогают в постановке пра-
вильного диагноза: при феохромоцитоме и параганглиоме – при-
знаки симпатикотонии (блеск глаз, тахикардия, холодные, потные
ладони и стопы, расширенная микроциркуляторная сеть в области
суставов (мраморность кожи над суставами), при синдроме Ку-
шинга – ожирение, матронизм, гирсутизм, при синдроме Конна –
полиурия, гипокалиемическая слабость, при тиреотоксикозе и ги-
потиреозе – характерные признаки. Важна ранняя диагностика ге-
неза эндокринной артериальной гипертензии, поскольку своевре-
менное лечение может навсегда избавить больного от повышения
артериального давления и, наоборот, при длительном существова-
нии опухоли артериальная гипертензия может сохраниться и после
оперативного лечения. Инсипидарные синдромы Инсипидарные синдромы – это патологические состояния, ха-
рактеризующиеся повышенной жаждой и повышенным выделе-
нием жидкости почками. Наиболее ярко инсипидарный синдром
проявляется при несахарном диабете как гипофизарным, так и по-
чечным, и характеризуется низким удельным весом мочи (всегда
относительная плотность мочи ≤ 1007). Кроме того, инсипидарный
синдром развивается при сахарном диабете, гиперпаратиреозе, пи-
елонефрите, ХПН. Встречается психогенная полидипсия, приобре-
тающая «маску» несахарного диабета. Ниже представлена симпто-
матика заболеваний, протекающих с инсипидарным синдромом. 57 Т
особенности их проявлений
Гиперпаратиреоз
Пиелонефрит,
ХПН
Псих
пол
> 2–5 л
2–3 л
От нор
до 7–8
Мутная из-за
солей кальция
(как молоко)
Обычный,
могут быть
хлопья
Обычн
Гипостенурия
Гипостенурия
Зависи
от объ
выпит
Любая вода
(горячая тоже)
Любая
жидкость
Вода (
всякие
Отсутствует
Плохой
В норм т но
о 7–8
быч
авис
т объ
ыпит
ода
сяки
нор И.В. Терещенко И.В. Терещенко Синдром гирсутизма и вирилизма Гирсутизм – это рост пушковых или стержневых волос у жен-
щин на лице в виде усов, бороды, бакенбард. Гирсутизм может
быть конституциональным, передаваться как от отца, так и от ма-
тери. Также гирсутизм появляется при гиперандрогении любого ге-
неза. Гипертрихоз – это повышенный рост волос на лице, конечно-
стях, туловище. Появление гипертрихоза у взрослого мужчины
всегда должно настораживать об опухоли, продуцирующей андро-
гены (семиноме или опухоли надпочечника). (
у
)
Вирилизм (от латинского термина virilis – мужской) – появление
мужских половых признаков у женщин: увеличения клитора, гипо-
трофии молочных желёз, малых половых губ, матки, яичников,
нарушения месячных (в конечном итоге аменореи), ановулятор-
ного бесплодия. Снижается тембр голоса, гортань перестраивается
по мужскому типу. Моторика становится мужеподобной, теряется
женственная походка. Кроме гирсутизма, появляется угревая бо-
лезнь, повышенная сальность кожи. Кожа становится грубой, жир-
ной, а на лице в виде «апельсиновой корочки». Возможно облысе-
ние по мужскому типу: залысины со лба, выпадение волос с те-
мени, тотальное с волосистой части головы. Помимо изменения
внешнего вида, может нарушиться половая ориентация и либидо. Вирилизм (от латинского термина virilis – мужской) – появление
мужских половых признаков у женщин: увеличения клитора, гипо-
трофии молочных желёз, малых половых губ, матки, яичников,
нарушения месячных (в конечном итоге аменореи), ановулятор-
ного бесплодия. Снижается тембр голоса, гортань перестраивается
по мужскому типу. Моторика становится мужеподобной, теряется
женственная походка. Кроме гирсутизма, появляется угревая бо-
лезнь, повышенная сальность кожи. Кожа становится грубой, жир-
ной, а на лице в виде «апельсиновой корочки». Возможно облысе-
ние по мужскому типу: залысины со лба, выпадение волос с те-
мени, тотальное с волосистой части головы. Помимо изменения
внешнего вида, может нарушиться половая ориентация и либидо. Вирильный синдром всегда свидетельствует о выраженной ги-
персекреции андрогенов в организме женщины, точнее – либо о па-
тологии надпочечников, либо – яичников. Надпочечниковые фрак-
ции андрогенов – это ДГЭА, андростендион, 17 ОН-прогестерон,
при овариальной гиперандрогении возникает главным образом ги-
персекреция тестостерона (преимущественно – свободного тесто-
стерона). ру
р
Вирильный синдром всегда свидетельствует о выраженной ги-
персекреции андрогенов в организме женщины, точнее – либо о па-
тологии надпочечников, либо – яичников. Надпочечниковые фрак-
ции андрогенов – это ДГЭА, андростендион, 17 ОН-прогестерон,
при овариальной гиперандрогении возникает главным образом ги-
персекреция тестостерона (преимущественно – свободного тесто-
стерона). Рис. 3 При функциональной овариальной гиперандрогении гирсутизм
и гипертрихоз обычно незначительные, нет увеличения клитора. Синдром гирсутизма и вирилизма При функциональной надпочечниковой гиперандрогении, даже
при ВДКН НФ, проявляется не только гирсутизм и гипертрихоз, но 59 Пропедевтика эндокринных заболеваний теряется женственный фенотип (плечевой пояс становится шире
бедренного). Андрогены надпочечников влияют на развитие ске-
летной мышечной системы. Из-за этого пациенты с надпочечнико-
вой гиперандрогенией обычно отличаются успехами в спорте. теряется женственный фенотип (плечевой пояс становится шире
бедренного). Андрогены надпочечников влияют на развитие ске-
летной мышечной системы. Из-за этого пациенты с надпочечнико-
вой гиперандрогенией обычно отличаются успехами в спорте. р
р
у
р
Вирилизация может развиться при приёме стероидных лекар-
ственных препаратов – андрогенов, стероидных мочегонных (ве-
рощпирона), гормональных контрацептивов и даже глюкокортико-
идов. Гирсутизм и нарушение менструальной функции встречается
при опухолях гипофиза – акромегалии, пролактиноме, кортикотро-
пиноме, гормонально неактивной аденоме гипофиза. При климаксе
нередко возникает компенсаторная гиперсекреция надпочечнико-
вых андрогенов, что может сопровождаться незначительным гир-
сутизмом. Синдром гипогонадизма у пациентов зрелого возраста Гипогонадизм в зрелом возрасте может возникнуть вследствие па-
тологии гипоталамо-гипофизарной системы или гонад, характеризу-
ется снижением либидо и гипоплазией вторичных половых призна-
ков, наружных гениталий, а также гипоплазией и гипофункцией го-
над. Всегда необходимо выяснять генез гипогонадизма. Иногда этот
синдром сопровождается развитием ожирения, по поводу которого
больные, в первую очередь, обращаются к врачу. В качестве клиниче-
ского примера может служить следующее наблюдение: больной Ф-в Ю.П., 40 лет, обратился с жалобой на прогрессиру-
ющее увеличение веса, которое отметил в последние 3 года не-
смотря на прежнее питание и образ жизни. Ежегодно проходил
диспансеризацию, рекомендовано «меньше есть и больше дви-
гаться», что не давало эффекта. При расспросе оказалось, что у па-
циента отсутствует либидо, нет утренних эрекций, прекратилась
сексуальная жизнь. Имеет двоих детей, младшему 5 лет. При
осмотре установлено равномерное ожирение I степени, смешанная
гинекомастия II степени. Выявлена гиперпролактинемия: уровень
ПРЛ 1400 нг/мл при норме до 18 нг/мл. Проведена МРТ гипофоза
и выявлена макроаденома размером 4,6 см в диаметре. Таким обра-
зом, у больного обнаружена пролактинома, гиперпролактинемиче-
ский гипогонадизм. Часто встречается вариант овариального гипогонадизма у моло-
дых женщин – синдром преждевременного уменьшения фоллику-
лярного запаса яичников, что приводит к гипоэстрогении. При этом
в первую очередь страдает менструальная функция. Особенно ча-
сто этот синдром развивается у вегетарианок, у женщин, страдаю-
щих дефицитом железа и малокровием, при гипотиреозе, в том
числе субклиническом, при дефиците массы тела. 60 И.В. Терещенко Раздел 3. ЛАБОРАТОРНЫЕ И ИНСТРУМЕНТАЛЬНЫЕ
МЕТОДЫ ИССЛЕДОВАНИЯ БОЛЬНЫХ
ПРИ ДИАГНОСТИКЕ ЭНДОКРИННОЙ ПАТОЛОГИИ Рассмотрим применяемые в практической работе врачей лабо-
раторные и инструментальные методы исследования больных с эн-
докринной патологией. Их выбор зависит от характера заболева-
ния. Помимо общеклинического обследования (общий анализ
крови и мочи, биохимический анализ крови, включающий исследо-
вание уровня в крови глюкозы, белка, АЛТ, АСТ, гаммаГТП, липи-
дограммы, билирубина, мочевой кислоты, по показаниям электро-
литов - натрия, калия, кальция, фосфора, магния, ферритина, цинка,
проведение флюорографии), больные с эндокринной патологией
нуждаются в гормональном контроле. В настоящее время разра-
ботаны методики определения всех известных гормонов в биоло-
гических жидкостях. В практической работе наиболее часто возни-
кает необходимость исследовать следующие гормоны (таблица),
причём забор крови производят в утренние часы натощак. Таблица 17 61
ц
Исследование гормонов в крови
Место выработки гормона
Гормоны
Гипофиз
СТГ, АКТГ, ПРЛ, макропролактин,
ТТГ, ЛГ, ФСГ
Щитовидная железа. Тиреоциты
Светлые клетки
Трийодтиронин (св. Т3); тироксин
(св. Т4)
Кальцитонин
Околощитовидные железы
Паратгормон
Поджелудочная железа
Инсулин, С-пептид, глюкагон
Надпочечники
Минералокортикоидные гормоны
(альдостерон)
Глюкокортикоидные гормоны
(кортизол)
Андрогены (ДГЭА, андростендион, 17 α
ОН-п-н)
Гонады
Тестостерон, св. тестостерон,
эстрадиол, прогестерон,
при беременности – эстриол
Жировая ткань
Лептин, адипонектин
ЖКТ
Гастрин, грелин
Печень и почки
Витамин Д Исследование гормонов в крови Исследование гормонов в крови 61 Пропедевтика эндокринных заболеваний В практике эндокринолога нередко возникает необходимость
исследования инсулиноподобного фактора роста-1 (ИПРФ-1), или
соматомедина С, важнейшего эндокринного посредника действия
СТГ. Контролировать уровень ИПРФ-1 следует для выяснения
причин нарушения роста, для выявления нейроэндокринных опу-
холей (инсулиномы, глюкагономы, випомы и лр.). Для диагностики
АИТ и гипотиреоза исследуют блокирующие антитела АТ-ТПО,
АТ-ТГ; при диагностике тиреотоксикоза – стимулирующие анти-
тела АТ-рТТГ. Проверяют онкомаркёры щитовидной железы – АТ-
ТГ и тиреоглобулин (они являются также показателями деструк-
тивного процесса в щитовидной железе). Для диагностики медул-
лярного рака щитовидной железы необходимо исследовать кальци-
тонин: повышение его уровня укажет на медуллярный рак щито-
видной железы. С целью выявления аутоиммунного сахарного диабета 1-го типа
и LADA-диабета проверяют антитела к антигенам бета-клеток под-
желудочной железы: аутоантитела к глутаматдекарбоксилазе (АТ-
GAD), инсулину, тирозинфосфатазе. Некоторые гормоны информативнее исследовать не в крови, а в
моче. Так, из-за высокой вариабельности физиологической секре-
ции кортизола его следует проверять не в крови, а в суточной моче. За последнее время стали определять свободный кортизол в слюне,
собранной вечером в 23.00 часа в специальную пробирку со шва-
бом, впитывающим слюну. Шваб – ватный тампон, находящийся в
пробирке, помещают в ротовую полость на 2–3 минуты. После до-
статочного пропитывания слюной шваб без усилий зубами возвра-
щается в пробирку. Раздел 3. ЛАБОРАТОРНЫЕ И ИНСТРУМЕНТАЛЬНЫЕ
МЕТОДЫ ИССЛЕДОВАНИЯ БОЛЬНЫХ
ПРИ ДИАГНОСТИКЕ ЭНДОКРИННОЙ ПАТОЛОГИИ В течение 30 минут до сбора слюны нельзя упо-
треблять пищу, питьё (кроме простой воды), чистить зубы. Про-
бирка со швабом после сбора слюны помещается в холодильник (не
замораживать) и может храниться до 7 дней. Такое исследование
кортизола в слюне целесообразно провести двухкратно: в нашей
стране у практически здоровых людей уровень кортизола в слюне
в 23.00 часа в среднем составляет 4,5 нмоль/л. р
В суточной моче определяют катехоламины (мета / нормета-
нефрины). При обследовании половой системы в комплексе с определе-
нием половых гормонов в ряде случаев возникает необходимость
проверять следующие биологически активные вещества в крови
(таблица), причём эти исследования используются в практике не
только эндокринологами, но также гинекологами, урологами, анд-
рологами, онкологами и другими специалистами. 62 Табли
вня биологически активных веществ в крови
ьной оценки состояния половой системы
Показания
к исследованию
том
сти ХГЧ
яет жёлтое
12 недель
диагностика беременности, контроль за её течением в ранн
сроках;
онкомаркер при опухолях трофобласта (пузырном заносе,
хорионкарциноме) и опухолях эмбрионального зачатка –
при тератоме, (у мужчин при тератоме яичка, семиноме)
тор роста β
диагностика и лечение бесплодия у мужчин и женщин;
подготовка пациенток к ЭКО;
оценка овариального резерва яичников (при истощении
резерва уровень АМГ снижается);
диагностика СПКЯ (АМГ повышен);
диагностика гранулёзоклеточных опухолей яичников
(АМГ повышен)
мирующий
уется в
в
ников. При
тывает
Маркер овариального резерва яичников и сперматогенеза у
мужчин (при обеднении уровень снижается). Оценка эффективности ЭКО. Диагностика гранулёзоклеточных и муцинозных опухолей
яичников (повышен). Диагностика нарушений полового развития. Обследование супружеских пар по поводу бесплодия
оциты
позволяет судить о количестве связанных с белком, т.е. неактивных андрогенов и / или эстрогенов;
позволяет рассчитать уровень свободного тестостерона тка –
оме)
щин;
щении
ков
енеза у
ухолей
я
м, т.е. ерона Пропедевтика эндокринных заболеваний Результаты гормонального исследования не могут быть веду-
щими в постановке диагноза! Клиническая симптоматика всегда
играет решающую роль в диагностике. Можно привести немало
примеров грубых диагностических ошибок, когда это правило врач
нарушает и «лечит анализ», а не больного. Так, снижение уровня
ТТГ в крови интерпретируется как болезнь Грейвса, хотя у паци-
ента нет ведущего клинического симптома – стойкой тахикардии,
ему назначается тирозол. Пониженный уровень ТТГ нередко воз-
никает при деструктивном процессе в щитовидной железе, при
снижении выработки ТТГ гипофизом, при лечении глюкокортико-
идами, при подостром тиреоидите и т. д. Также часто применяются
больным агонисты дофамина (достинекс, агалатес и другие), если
содержание в крови ПРЛ оказалось хотя бы ничтожно повышен-
ным. Раздел 3. ЛАБОРАТОРНЫЕ И ИНСТРУМЕНТАЛЬНЫЕ
МЕТОДЫ ИССЛЕДОВАНИЯ БОЛЬНЫХ
ПРИ ДИАГНОСТИКЕ ЭНДОКРИННОЙ ПАТОЛОГИИ В результате «лечения» уровень ПРЛ становится ниже нормы
или совсем не определяется и может проявиться деструкция ткани
аденогипофиза. Для определения гормонов используют главным образом метод
иммуноферментного анализа. В зависимости от того, какие наборы
реактивов использованы для определения того или иного гормона,
показатели норм варьируют (нормы должны всегда указываться в
результатах анализа). У менструирующих женщин анализ на гона-
дотропины, половые гормоны следует производить на 3–5 дни мен-
струального цикла, на прогестерон – на 22–23 дни. АМГ и ингибин
В проверяют на 3-й день менструального цикла. Эти сроки игнори-
руются, если нарушена менструальная функция. Функциональные гормональные пробы Повышение уровня кальцитонина – гормона, вырабатывае-
мого светлыми клетками щитовидной железы, является признаком
медуллярного рака щитовидной железы. Повышение уровня кальцитонина – гормона, вырабатывае-
мого светлыми клетками щитовидной железы, является признаком
медуллярного рака щитовидной железы. Проба с тироджином. Проба с тироджином проводится для
проверки радикальности хирургического лечения папиллярной или
фолликулярной карциномы щитовидной железы. Тироджин (тиро-
ген) – синтетический тиреотропный гормон – вводят для стимуля-
ции существующих в организме после операции раковых клеток
щитовидной железы (клетки дифференцированного рака щитовид-
ной железы сохраняют способность отвечать на стимуляцию ТТГ,
значит, и тироджином), вследствие этого возрастает уровень в
крови тиреоглобулина. Тироджин вводят внутримышечно дважды
по 0,9 мг с интервалом в 24 часа. Затем для выявления локализации
очагов рака проводят сцинтиграфию всего тела с йодом-123. Проба с тироджином. Проба с тироджином проводится для
проверки радикальности хирургического лечения папиллярной или
фолликулярной карциномы щитовидной железы. Тироджин (тиро-
ген) – синтетический тиреотропный гормон – вводят для стимуля-
ции существующих в организме после операции раковых клеток
щитовидной железы (клетки дифференцированного рака щитовид-
ной железы сохраняют способность отвечать на стимуляцию ТТГ,
значит, и тироджином), вследствие этого возрастает уровень в
крови тиреоглобулина. Тироджин вводят внутримышечно дважды
по 0,9 мг с интервалом в 24 часа. Затем для выявления локализации
очагов рака проводят сцинтиграфию всего тела с йодом-123. Функциональные гормональные пробы Однократное определение уровня гормонов может быть мало-
информативным. Поэтому кроме определения базального уровня
гормонов, используют различные нагрузочные тесты и контроли-
руют динамику секреции гормонов. Малая проба с дексаметазоном помогает выявлять эндоген-
ный гиперкортицизм. Дексаметазон в дозе 1 мг больной принимает
между 23.00–24.00 часами. На следующее утро между 8.00–9.00 ча-
сами определяют уровень кортизола в сыворотке крови. У здоро-
вых людей дексаметазон подавляет секрецию АКТГ, следова-
тельно, и кортизола. У пациентов с эндогенным гиперкортицизмом
в ответ на низкую дозу дексаметазона подавления секреции АКТГ 64 И.В. Терещенко не происходит. Использование более высоких доз дексаметазона не
улучшает диагностических возможностей теста. не происходит. Использование более высоких доз дексаметазона не
улучшает диагностических возможностей теста. При подозрении на инсулиному проводят пробу с голоданием
продолжительностью до 72 часов. Больному дают ужин. Утром
сразу после пробуждения определяют в венозной крови глюкозу,
инсулин, С-пептид, проинсулин (можно ограничиться исследова-
нием глюкозы и инсулина). Затем исключается любая пища (пить
воду разрешено). Каждые 4 часа глюкометром проверяют уровень
глюкозы в капиллярной крови. При появлении симптомов гипогли-
кемии, при снижении гликемии ≤ 2,7 ммоль/л повторяют определе-
ние в венозной крови глюкозы, инсулина, С-пептида, проинсулина,
а голодание прекращают. Оценивают коэффициент отношения ин-
сулина к глюкозе. У здоровых людей он всегда ниже 0,4, в то время
как при инсулиноме всегда выше этого показателя; уровень С-пеп-
тида и проинсулина тоже выше нормы. р
у
р
Проба с подавлением СТГ глюкозой: гипергликемия после
приёма глюкозы подавляет секрецию соматолиберина, и уровень
СТГ в крови снижается. При соматотропиноме этого достигнуть не
удаётся. Пациенту дают принять внутрь натощак 100 г глюкозы. Пробы крови для определения СТГ берут до приёма глюкозы, за-
тем через 0,5, 1, 2, 3 часа после приёма глюкозы (целесообразно
брать дополнительно пробы крови через 4 и 5 часов). У здоровых
лиц в течение 2 часов уровень СТГ снижается до < 2,0 нг/мл; на
4–5-ом часу может наблюдаться «феномен отдачи», т.е. уровень
СТГ повышается и может превышать 7,0 нг/мл. При соматотропи-
номе отсутствует подавление секреции СТГ. Однако иногда бывает
недостаточное подавление СТГ или парадоксальная реакция – сти-
муляция СТГ глюкозой. В этих и всех других случаях повышения
уровня СТГ в крови (физическая нагрузка, стресс, избыток белка в
рационе, продолжительное голодание, нервная анорексия, синдром
нарушенного всасывания) нагрузка глюкозой может дать ложнопо-
ложительный результат. Приходится повторять пробу или выби-
рать другую нагрузочную пробу. 65 Пропедевтика эндокринных заболеваний Онкомаркёры щитовидной железы Онкомаркёры щитовидной железы Повышение уровня в крови АТ-ТГ и тиреоглобулина может
наблюдаться при раке щитовидной железы. Контроль гликемии При сахарном диабете или подозрении на нарушения углевод-
ного обмена всегда проводят многократный контроль гликемии. Важно проверить уровень глюкозы в крови утром натощак. Из-
вестно, первым этапом нарушения углеводного обмена при риске
СД2 является утренняя гипергликемия. Это называется наруше-
нием гликемии натощак. Следует контролировать уровень глю-
козы и после еды – постпрандиальную гипергликемию. Целесооб-
разно осуществлять контроль глюкозы через 1 и 2 часа после при-
ёма пищи, а также периодически в 3 часа ночи. Больные с явным
диабетом должны систематически проводить самоконтроль глике-
мии собственным глюкометром и вести дневник, а врач должен при
каждой встрече с пациентом просматривать записанные резуль-
таты измерения уровня глюкозы и корректировать инсулинотера-
пию и другую сахароснижающую терапию. Примерная форма ве-
дения дневника гликемии такова:
Д
В
У
П Дата
Время
Уровень
глюкозы
Примечания: когда и что ел,
лекарства, самочувствие Дата
Время
Уровень
глюкозы
Примечания: когда и что ел,
лекарства, самочувствие 66 И.В. Терещенко Тест толерантности к глюкозе
д Необходимо проводить тест толерантности к глюкозе в сле-
дующих случаях: сомнительные результаты контроля гликемии натощак, в том
числе при беременности; случайно выявленная глюкозурия; случайно выявленная глюкозурия; вынашивание беременности; появление клинических симптомов сахарного диабета. Таблица 19 Таблица 19 Интерпретация теста Интерпретация теста
Диагностический уровень содержания глюкозы (ммоль/л)
Диагноз
Момент
взятия
крови
Цельная
венозная
кровь
Цельная
капиллярная
кровь
Плазма
венозной
крови
Норма
Натощак
3,3–5,5
3,3–5,5
4,0–6,1
Через 2 часа
после после
нагрузки
глюкозой
≤ 6,7
≤ 7,8
≤ 7,8
Нарушение
толерантно-
сти к глю-
козе
Натощак
Через 2 часа
после
нагрузки
глюкозой
≤ 6,1
6,7–10,0
≤ 6,1
7,8–11,1
≤ 7,0
7,8–11,1
Сахарный
диабет
Натощак
Через 2 часа
после
нагрузки
глюкозой
≥ 6,1
≥ 10,0
≥ 6,1
≥ 11,1
≥ 7,0
≥ 11,1 Таблица 20 Пороговые значения глюкозы венозной плазмы
для диагностики гестационного СД
Глюкоза венозной плазмы
ммоль/л
Натощак
≥5,1, но < 7,0
После приёма 75 г глюкозы
Через1 час
≥10,0
Через 2 часа
≥8,5 Пороговые значения глюкозы венозной плазмы 67 Пропедевтика эндокринных заболеваний Исследуется только уровень глюкозы в венозной плазме. Иссле-
дование проб цельной, капиллярной крови не целесообразно. По
результатам перорального теста толерантности к глюкозе с 75 г
глюкозы для установления гестационного СД достаточно хотя бы
одного значения уровня глюкозы венозной плазмы из трёх, которое
было бы равным или выше порогового. При аномальном значении
в исходном измерении нагрузка глюкозой не проводится; при по-
лучении аномальных значений во второй точке, третье измерение
не
требуется. Контроль гликемии Если
глюкоза
венозной
плазмы
натощак
< 5,1 ммоль/л и через 1 час в ходе перорального теста толерантно-
сти к глюкозе < 10,0 ммоль/л, а через 2 часа ≥ 7,8ммоль/л и < 8,5
ммоль/л (что соответствует нарушенной толерантности к глюкозе
у небеременных), то для беременных это будет вариантом нормы. Т б
21 Таблица 21
Пороговые значения глюкозы венозной плазмы
для диагностики манифестного (впервые выявленного)
СД во время беременности
Манифестный (впервые выявленный) СД у беременных
Глюкоза венозной плазмы натощак
≥7,0 ммоль/л
Глюкоза венозной плазмы вне зависимости от вре-
мени суток и приёма пищи при наличии симпто-
мов гипергликемии
≥ 11,1 ммоль/л
Гли НвА1с
≥6,5% Если аномальные значения были получены впервые и нет симп-
томов гипергликемии, то предварительный диагноз манифестного
СД во время беременности должен быть подтверждён уровнем
глюкозы венозной плазмы натощак или Гли НвА1с. Исследование инсулинорезистентности Для дифференциальной диагностики СД 1-го и СД 2-го типа ис-
следуют уровень С-пептида в крови и инсулинорезистентность. Ги-
перинсулинемия и инсулинорезистентность характерны для СД
2-го типа; инсулинорезистентность не наблюдается при СД 1-го
типа. С-пептид – это часть молекулы проинсулина, которая оста-
ётся после отделения аминокислотной цепочки инсулина. В отли-
чие от инсулина, который является нестойким соединением,
быстро разрушается инсулиназой печени и протеолитическими 68 И.В. Терещенко ферментами почек и других тканей (в среднем циркулирует в кро-
вотоке ≈ 4 минуты), С-пептид – стойкое соединение, в кровотоке
не разрушается, экскретируется почкой в неизменённом виде. По-
вышение содержания в крови С-пептида свидетельствует о гипе-
ринсулинемии. ферментами почек и других тканей (в среднем циркулирует в кро-
вотоке ≈ 4 минуты), С-пептид – стойкое соединение, в кровотоке
не разрушается, экскретируется почкой в неизменённом виде. По-
вышение содержания в крови С-пептида свидетельствует о гипе-
ринсулинемии. Для определения инсулинорезистентности рассчитывают ин-
декс HOMO IR и индекс CARO. Индекс HOMO IR исследуют нато-
щак и рассчитывают по формуле [глюкоза (ммоль/л) х инсулин
(мкМЕ)] : 22,5. Его значения выше 2,86 свидетельствуют о наличии
инсулинорезистентности. Индекс CARO – это отношение глюкозы (ммоль/л) к инсулину
в плазме (мкМЕ/мл). Значения этого индекса менее 0,33 указывают
на инсулинорезистентность. Контроль гликемии в режиме реального времени
и Flash-мониторирование гликемии Даже при ежедневном проведении самоконтроля гликемии мо-
гут оставаться не диагностированными её резкие колебания или
скрытые гипогликемии, а это всегда приводит к осложнениям диа-
бета. В последнее время в клиническую практику введены новые
способы контроля гликемии – непрерывное мониторирование гли-
кемии в режиме реального времени и Flesh-мониторирование глю-
козы. Непрерывное мониторирование содержания глюкозы в меж-
клеточной жидкости подкожной клетчатки проводится сенсором в
течение нескольких дней непрерывно. Больной избавляется от ча-
стых проколов пальцев. Информация выводится на экран прибора
каждые 5–10 минут, а также выводятся прогнозирующие сигналы
тревоги гипо- или гипергликемии; вычерчивается график глике-
мии. Непрерывное мониторирование особенно важно проводить
больным, получающим интенсивную инсулинотерапию. Препят-
ствиями для использования непрерывного мониторирования глю-
козы являются необходимость установки сенсора каждую неделю,
местные реакции на адгезивные материалы, боль и дискомфорт в
месте установки сенсора, частые сигналы тревоги (особенно в ноч-
ное время), необходимость параллельного измерения глюкозы
глюкометром для калибровки сенсора, высокая стоимость метода. Flesh-мониторирование глюкозы не имеет этих недостатков. Си-
стема Flesh-мониторинга глюкозы состоит из сканера и одноразо- 69 Пропедевтика эндокринных заболеваний вого датчика, который устанавливают на коже. Датчик представ-
ляет собой круглую пластиковую «таблетку» диаметром 3 см и тол-
щиной 4 мм, который устанавливается с помощью специального
аппликатора на любую удобную часть тела, чаще всего на заднюю
поверхность плеча (там его сложнее всего задеть и сместить). От
пластикового корпуса в межклеточное пространство кожи прони-
кает тонкий чувствительный «волосок»-датчик. Он не ощущается
при повседневном использовании, установка совершенно безболез-
ненна. Корпус датчика прочно приклеивается специальным гипо-
аллергенным пластырем, который наносится заранее. Срок исполь-
зования сенсора допустим до 14 дней. Его калибровка не требуется. вого датчика, который устанавливают на коже. Датчик представ-
ляет собой круглую пластиковую «таблетку» диаметром 3 см и тол-
щиной 4 мм, который устанавливается с помощью специального
аппликатора на любую удобную часть тела, чаще всего на заднюю
поверхность плеча (там его сложнее всего задеть и сместить). От
пластикового корпуса в межклеточное пространство кожи прони-
кает тонкий чувствительный «волосок»-датчик. Он не ощущается
при повседневном использовании, установка совершенно безболез-
ненна. Корпус датчика прочно приклеивается специальным гипо-
аллергенным пластырем, который наносится заранее. Срок исполь-
зования сенсора допустим до 14 дней. Его калибровка не требуется. УЗИ щитовидной железы и паращитовидных желёз УЗИ щитовидной железы и паращитовидных желёз УЗИ щитовидной железы необходимо проводить прежде всего
для дифференциальной диагностики зоба с другими образовани-
ями в области шеи, для исключения онкологического процесса, для
диагностики АИТ, болезни Грейвса, диффузного, узлового и мно-
гоузлового зоба, острого и подострого тиреоидита. УЗИ помогает
в оценке динамики заболеваний и эффективности лечения. С помо-
щью УЗИ можно определить локализацию щитовидной железы (в
норме располагается в области щитовидного хряща гортани); мо-
жет быть частично или полностью опущена за грудину, оценить её
форму, размеры каждой доли и перешейка, эхоструктуру (однород-
ная или неоднородная), эхогенность (нормальная, повышенная, по-
ниженная), наличие узлов, измерить размеры каждого узла, изу-
чить их особенности – локализацию, форму, капсулу («хало-обо-
док»), отложение извести и даже содержимое узла (коллоид или об-
разование плотное). Важно проверять, прорастает узел (т.е. рак щи-
товидной железы) капсулу, проникает в соседние органы или пока
процесс ограниченный, а также выявлять лимфоузлы, их струк-
туру, количество, расположение на шее, являются или не являются
увеличенные лимфоузлы метастазами или имеют нормальную
структуру. УЗИ щитовидной железы стал популярным методом не только
во врачебной практике, но и у населения. Необходимо учесть, что
даже кратковременное воздействие ультразвуком на тиреоидную
паренхиму не безразлично для тиреоцитов. Поэтому проводить
УЗИ щитовидной железы надо только по строгим показаниям, а не
ради пустого «интереса». УЗИ щитовидной железы не может заме- 70 И.В. Терещенко нить её пальпации. Ошибочные заключения УЗИ щитовидной же-
лезы специалистами могут допускаться. Поэтому клиницист дол-
жен сопоставлять и анализировать результаты пальпации и резуль-
таты УЗИ щитовидной железы. УЗИ органов шеи в отдельных случаях позволяет обнаружить
опухоль (или опухоли) паращитовидных желёз и заподозрить пер-
вичный гиперпаратиреоз. Паратиромы вплотную примыкают к до-
лям ЩЖ, но находятся за её пределами и имеют иные эхографиче-
ские характеристики, чем остальные узловые образования в щито-
видной железе, располагаются обычно позади доли щитовидной
железы, могут деформировать её контур, обычно имеют овальную
форму, окружены собственной капсулой, контуры ровные, чёткие,
васкуляризация смешанная, размеры паратиром в норме < 1 см –
≈ 2 см. УЗИ загрудинного пространства является ориентировоч-
ным методом диагностики тимомы. УЗИ орбит Узи орбит производят для: диагностики эндокринной офтальмопатии; планирования лечения офтальмопатии в зависимости от того,
уже имеется фиброзирование глазодвигательных мышц и ретро-
бульбарных тканей или ещё не наступило; планирования лечения офтальмопатии в зависимости от того,
уже имеется фиброзирование глазодвигательных мышц и ретро-
бульбарных тканей или ещё не наступило; диагностики патологии стекловидного тела у больных сахар-
ным диабетом: выявление помутнения после перенесённого в
анамнезе кровоизлияния в стекловидное тело, наличия сгустков
крови при недавно происшедшем гемофтальме, для поиска де-
струкции, шварт, экссудата в стекловидном теле, определения осо-
бенностей их локализации, плотности; диагностики патологии стекловидного тела у больных сахар-
ным диабетом: выявление помутнения после перенесённого в
анамнезе кровоизлияния в стекловидное тело, наличия сгустков
крови при недавно происшедшем гемофтальме, для поиска де-
струкции, шварт, экссудата в стекловидном теле, определения осо-
бенностей их локализации, плотности; дифференциальной диагностики эндокринной офтальмопатии
с опухолью орбиты при одностороннем экзофтальме. дифференциальной диагностики эндокринной офтальмопатии
с опухолью орбиты при одностороннем экзофтальме. УЗИ надпочечников Если нет опухоли надпочечников, это недостаточно информа-
тивный метод, поскольку из-за маленького объёма они не всегда
визуализируются. Но при подозрении на опухоль надпочечника
необходимо начинать диагностику с проведения УЗИ надпочечни-
ков: метод позволит определить локализацию и размеры опухоли,
односторонний или двусторонний процесс, подскажет, какие гор-
моны надо, в первую очередь, проверять. Так, альдостерома, как
правило, имеет маленькие размеры, и не всегда её можно эхогра-
фически выявить. Кортикостерома и кортикобластома обычно 71 71 Пропедевтика эндокринных заболеваний средних размеров, опухоли односторонние, деформируют надпо-
чечник. Феохромоцитома и феохромобластома достигают крупных
размеров, часто бывают двусторонними. Нередко хромаффинные
аденомы имеют аберрантную локализацию. Поэтому необходимо
проводить таким пациентам УЗИ органов брюшной полости и за-
брюшинного пространства. УЗИ органов малого таза и молочных желёз УЗИ органов малого таза необходимо проводить каждой паци-
ентке, независимо от вида эндокринопатии. Это особенно важно
при гирсутизме или вирильном синдроме. Следует оценить раз-
меры яичников, их форму, толщину капсулы, соотношение стромы
и фолликулярного слоя, количество фолликулов (в норме их не бо-
лее 7 в срезе), их расположение (диффузное или по периферии в
виде «чёток»), наличие доминантного фолликула или жёлтого тела. Важно оценить толщину эндометрия (М-эхо), размеры матки и
шейки матки, что зависит от гормонального фона. Одним из веду-
щих диагностических признаков СПКЯ признана поликистозная
морфология яичников по УЗИ. Поликистозную морфологию яич-
ников по УЗИ часто путают с мультифолликулярными яичниками,
хотя это разная патология, и требуется разное лечение. Мультифол-
ликулярные яичники развиваются вследствие длительной ановуля-
ции. Мультифолликулярные яичники не возникают при физиоло-
гической ановуляции, причины которой – детский, подростковый,
старческий возраст, беременность, кормление грудью и т.д. Чаще
всего мультифолликулярные яичники формируются при дисфунк-
ции гипоталамо-гипофизарной системы из-за гиперсекреции ФСГ
и / или эстрогенов. Избыток ФСГ и эстрогенов стимулирует увели-
чение сразу множества фолликулов (10 и >, в норме не более 7). Как правило, мультифолликулярные яичники – случайная находка
при проведении УЗИ. 72 И.В. Терещенко Таблица 22 Таблица 22
Морфология яичников по УЗИ при СПКЯ
и при мультифолликулярных яичниках
Особенности
яичников
по УЗИ
СПКЯ
Мультифолликулярные
яичники
Размеры
Увеличены (возможно
одностороннее
увеличение)
Увеличены
Форма
Округлая: «раздутые
шары»
Неправильная,
причудливая
Капсула
Утолщена
Обычной толщины
Строма
Гиперплазирована
Без изменений
Количество
фолликулов
Увеличено
Увеличено
Размеры
фолликулов
Мелкие, антральные
Варьируют, нередко
становятся крупными
кистами
Расположение
фолликулов
в яичнике
По периферии в виде
«чёток»
Диффузное,
беспорядочное
Признаки
овуляции
Обычно отсутствуют
Часто отсутствуют Морфология яичников по УЗИ при СПКЯ
и при мультифолликулярных яичниках С помощью УЗИ можно диагностировать гипогонадизм (син-
дром преждевременного истощения яичников), а также выявлять
гормонально активные опухоли яичника, в частности – арренобла-
стому, текому и другие. УЗИ панкреас УЗИ панкреас незаменимо при поиске нейроэндокринных опу-
холей – глюкагономы, инсулиномы, соматостатиномы, ВИПомы,
гастриномы, карциноида, гормонально неактивные образования. Перечисленные опухоли часто локализуются именно в поджелу-
дочной железе, хотя могут иметь и другие локализации. Топиче-
ская диагностика нейроэндокринных опухолей (НЭО) очень
сложна. Размеры таких опухолей значительно варьируют. Их гор-
мональная активность не зависит от размеров опухоли. Образова-
ния малых размеров сложно выявлять не только с помощью УЗИ,
но и другими диагностическими методами. Топическую диагно-
стику НЭО обычно начинают с УЗИ. Если не удалось верифициро-
вать диагноз, то необходимо направить пациента на эндоскопиче-
ское УЗИ (эндосонографию). В настоящее время этот диагностиче-
ский метод признан приоритетным, нередко единственным, даю-
щим возможность распознавать и очень мелкие НЭО поджелудоч-
ной железы (даже < 1,5 см), а также мультифокальные поражения
панкреас. УЗИ органов мошонки УЗИ органов мошонки
УЗИ органов мошонки – это информативный метод диагностики
гормональной патологии мужских гонад, позволяет оценить их
форму, размеры, структуру, состояние придатков яичек. С помо-
щью УЗИ можно диагностировать крипторхизм, определить сте-
пень половой зрелости яичек. Метод незаменим для оценки темпа
полового созревания (раннее или позднее), для диагностики муж-
ского гипогонадизма или опухолей яичек или придатков. Нередко,
наряду с УЗИ органов мошонки, необходимо одновременно прове-
сти УЗИ простаты, например, при признаках гипогонадизма. УЗИ молочных желёз Метод безопасный, позволяющий обследовать женщину в дина-
мике и беременную, и кормящую, выявлять диффузную или узло-
вую мастопатию, воспалительные или нагноительные процессы в
молочной железе, наличие кист, опухоли. Иногда вместо УЗИ мо-
лочных желёз назначают маммографию. Однако, оба метода допол-
няют друг друга, и нельзя ограничиться только маммографией (тем
более при этом неизбежно гамма-облучение молочных желёз). 73 Пропедевтика эндокринных заболеваний УЗИ-метод определения костного возраста ребёнка В последние годы стали применять УЗИ-метод определения
костного, т. е. биологического возраста ребёнка. Для этого прово-
дят УЗИ тыльной поверхности левого запястья, пясти, дистальных
эпифизов локтевой и лучевой костей и выявляют ядра окостенения. Расшифровка аналогична оценке результатов костного возраста по
рентгенограммам кисти, но ребёнок не подвергается нежелатель-
ному гамма-облучению. 74 И.В. Терещенко Магнитно-резонансная томография
в диагностике эндокринной патологии Магнитно-резонансная томография гипофиза (МРТ) с контра-
стированием позволяет выявить микро- или макроаденому гипо-
физа, опухоли гипоталамуса, оценить направление роста опухоли
(вниз, кзади, вверх, кпереди), отношение к зрительному перекре-
сту, к кавернозным синусам, к сосудам, помогает обнаружить пу-
стое турецкое седло, а также врождённые образования – кисту кар-
мана Ратке, установить апоплексию в аденому гипофиза. Важно отметить, что ценность КТ гипофиза для диагностики
аденом, особенно микроаденом, недостаточная. Необходимо де-
лать МРТ! Наоборот, КТ брюшной полости более информативный
метод диагностики эндокринных опухолей, чем МРТ. МРТ мягких тканей шеи, щитовидной железы, околощитовид-
ных желёз, загрудинного пространства широко используется во
врачебной практике. МРТ обладает наибольшей контрастностью
мягких тканей среди всех методов лучевой диагностики, поэтому
даёт информацию о структурах шеи, помогает выявлять объёмные
образования размером до 1 – 2 мм, позволяет оценить характер кон-
туров образования, наличие капсулы, её интактность или прерыви-
стость, уточнить прорастание опухоли в окружающие структуры,
смещение соседних органов или их сдавление образованием извне,
обнаружить лимфоузлы шеи, судить об их количестве, размерах,
структуре (нормальное строение или метастазы). Необходимо проводить МРТ загрудинного пространства для ди-
агностики загрудинного зоба, выявления аденомы паращитовид-
ных желёз при атипичной их локализации (нередко паратиромы
располагаются в тимусе), а также для диагностики тимомы. Симптомы миастении являются абсолютным показанием к про-
ведению МРТ загрудинного пространства и средостения для кон-
троля тимуса. Размеры, форма тимуса, интенсивность МРТ-сиг-
нала зависят от возраста: чем старше возраст пациента, тем интен-
сивность сигнала более выражена, чем у детей, подростков, моло-
дых людей из-за жировой инфильтрации вилочковой железы в ре-
зультате возрастной её инволюции. При визуализации с помощью
МРТ в норме тимус имеет треугольную или двудольчатую форму, 75 Пропедевтика эндокринных заболеваний толщина доли у взрослых не должна превышать 13 мм. При гипер-
плазии вилочковой железы её форма сохраняется, но увеличива-
ются размеры долей. Округлые, инкапсулированные, с чёткими
контурами образования в тимусе являются доброкачественными. Злокачественные тимомы имеют неровный контур, кистозные и
некротические компоненты, кальцинаты; они обычно сопровожда-
ются лимфоаденопатией в средостении. МРТ орбит помогает в диагностике эндокринной офтальмопа-
тии и в планировании её лечения в зависимости от того, имеется
фиброзирование глазных мышц и ретробульбарных тканей или ещё
не наступило. По сравнению с УЗИ орбит метод более точный. Компьютерная томография в диагностике
эндокринной патологии Компьютерная томография –КТ (предпочтительно мультис-
пиральная КТ) – проводится для диагностики патологии органов
брюшной полости, забрюшинного пространства, почек, дыхатель-
ной и костной систем. КТ органов малого таза предпочтительнее
проводить при обнаружении полостных образований, заполненных
жидкостными субстанциями. Если предполагаем патологию в мяг-
ких структурах малого таза, надо назначать МРТ. ру
ур
Компьютерная томография брюшной полости необходима для
поиска эндокринных опухолей, например, феохромоцитомы, если
её локализация атипичная, или для поиска нейроэндокринных опу-
холей ЖКТ. КТ денситометрия – позволяет установить плотность костной
ткани, её структуру, риск остеопороза. Проводят КТ-денситомет-
рию позвоночника, шейки бедренной кости. Анализируют два по-
казателя: T-показатель и Z-показатель. T-показатель является ре-
зультатом сравнения плотности костной ткани пациента и эталон-
ного показателя; норма -1 и выше. В диапазоне от −1 до −2,5 озна-
чает низкую минеральную плотность, т.е. остеопению; показатель
Z – результат сравнения плотности костной ткани пациента со
средним показателем его возрастной группы. Z-показатель менее
2,5 – означает высокий риск переломов, т.е. остеопороз. При слиш-
ком высоком или низком Z-показателе необходимо назначить до-
полнительное обследование, в первую очередь, рентгенографию
костей. Примечание: УЗИ-денситометрия из-за недостаточной точно-
сти в настоящее время не должна использоваться для диагностики
остеопороза; может применяться только для скрининга. 76 И.В. Терещенко Рентгенологические методы исследования актуальны и в насто-
ящее время. Рентгенологические методы исследования актуальны и в насто-
ящее время. Рентгенографию костей следует производить для диагностики
остеопороза и патологических переломов у больных с остеопорозом,
особенно в результате гиперпаратиреоза. В первую очередь надо
назначать рентгенографию поясничного отдела и кистей. На пояснич-
ный отдел позвоночника приходится наибольшая нагрузка; поэтому
спонтанные переломы чаще всего образуются в этом отделе. При
остеопорозе может возникнуть лизис дистальных фаланг пальцев рук,
что можно обнаружить на рентгенограмме кистей. Рентгенография кисти в ладонной поверхности для определе-
ния костного возраста ребёнка или подростка. О костном возрасте судят по наличию ядер окостенения в костях
запястья и по остеогенезу костей предплечья. Таблица 23
Определение костного возраста по рентгенограммам
кисти и эпифизов предплечья
Наименование кости
Сроки костного созревания
(возраст, годы)
Трёхгранная
2–4
Полулунная
3–6
Трапециевидная
4,5–6
Ладьевидная
5–6
Гороховидная
12–13
Сесамовидные
13–14
Синостоз в 1-й пястной кости
13–15
В фалангах
15–18 Определение костного возраста по рентгенограммам
кисти и эпифизов предплечья Рентгенография загрудинного пространства применяется для
выявления тимомегалии. Рентгенография загрудинного пространства применяется для
выявления тимомегалии. Рентгеноскопия пищевода с густым барием назначается для вы-
яснения прорастания рака щитовидной железы в пищевод и для ди-
агностики сдавления пищевода извне большим зобом или узловым
зобом. Сцинтиграфия щитовидной железы с технецием 99 раньше
широко использовалась для поиска эктопированной ткани или ме-
тастазов дифференцированного рака. В настоящее время всё 77 Пропедевтика эндокринных заболеваний больше вытесняется другими методами исследования (УЗИ, МРТ-
без лучевой нагрузки). больше вытесняется другими методами исследования (УЗИ, МРТ-
без лучевой нагрузки). Сцинтиграфия паращитовидных желёз с технетрилом приме-
няется и сейчас для топической диагностики паратиром, хотя дру-
гие методы диагностики становятся предпочтительнее: облучение
паращитовидных желёз всегда необходимо избегать! Позитронно-эмиссионная КТ (ПЭТ-КТ) ПЭТ-КТ – метод, позволяющий диагностировать те опухоли,
которые невозможно выявить другими средствами визуализации,
такими как УЗИ, КТ, МРТ. ПЭТ-КТ всего тела необходимо проводить больному раком щи-
товидной железы после оперативного лечения через ≈ 2 месяца для
установления наличия и локализации региональных и отдалённых
метастазов, для оценки радикальности выполненной операции, ре-
шения вопроса о необходимости радиойодтерапии. р
р
р
ПЭТ-КТ незаменима для диагностики нейроэндокринных опу-
холей, в том числе соматостатиномы. Морфологические методы исследования Тонкоигольная пункционная биопсия (ТПБ) щитовидной железы
необходима для дифференциальной диагностики при узловых обра-
зованиях. Целесообразно пунктировать узел под контролем УЗИ,
чтобы материал для гистологического исследования был получен
именно из узла, а не из соседнего здорового участка щитовидной же-
лезы. Исследование полученных мазков проводят врачи-цитологи. Для морфологического диагноза используется признанная во всём
мире классификация The Bethesda System for Reporting Thyroid Cyto-
pathology, насчитывающая 6 цитологических заключений. 1. Недиагностический или неудовлетворительный пунктат
(только кистозная жидкость, затемнён кровью и другое. 2. Доброкачественный узел (коллоидный зоб, зоб Хашимото,
подострый тиреоидит). 3. Атипия неопределённого значения или фолликулярные изме-
нения неопределённого значения. 4. Фолликулярная неоплазия или подозрение на фолликуляр-
ную неоплазию. 78 И.В. Терещенко 5. Подозрение на рак / подозрение на злокачественность / подо-
зрение на папиллярный рак / подозрение на медуллярный рак / по-
дозрение на метастазы в щитовидную железу / подозрение на дим-
фому / другое. 5. Подозрение на рак / подозрение на злокачественность / подо-
зрение на папиллярный рак / подозрение на медуллярный рак / по-
дозрение на метастазы в щитовидную железу / подозрение на дим-
фому / другое. ф
у
ру
6. Рак / папиллярный рак / плохо дифференцированный рак / ме-
дуллярный рак / недифференцированный рак (анапластический) /
плоскоклеточный рак / метастазы в щитовидную железу / неходж-
кинская лимфома / другое. 6. Рак / папиллярный рак / плохо дифференцированный рак / ме-
дуллярный рак / недифференцированный рак (анапластический) /
плоскоклеточный рак / метастазы в щитовидную железу / неходж-
кинская лимфома / другое. ф
дру
Тонкоигольная пункционная биопсия (ТПБ) околощитовидной
железы применяется в клинической практике. Однако, в последние
годы изменилось отношение к ТПБ узла, подозрительного на опу-
холь околощитовидной железы, поскольку обычно паратиромы ло-
кализуются позади доли щитовидной железы, т.е., пунктируя пара-
тирому, неизбежно приходится травмировать паренхиму щитовид-
ной железы и в полученный мазок часто попадают транспортные
клетки из ткани или узлов щитовидной железы, приводя к ошибоч-
ному заключению. Нередко при ТПБ не удаётся получить доста-
точный клеточный материал из околощитовидной железы. Обнару-
жена особенность ткани аденом паращитовидной железы – отве-
чать очень значительным фиброзом опухоли после ТПБ, образовы-
вать спайки с окружающими тканями, что в дальнейшем затруд-
няет оперативное вмешательство. ТПБ надпочечника в последние
годы стали применять при опухолях, наиболее часто – при инци-
денталомах. Молекулярно-генетические методы Исследование полового хроматина является скрининг-тестом в
диагностике хромосомных аномалий – синдрома Щерешевского-
Тернера и синдрома Клайнфельтера. Более точный метод диагно-
стики этих и других хромосомных заболеваний – кариотипирова-
ние, т.е. определение хромосомного набора. При подозрении на
генетическое заболевание с точечной мутацией проводят поиск му-
таций. Например, при ВДКН определяют мутации гена CYP 21В. 79 Пропедевтика эндокринных заболеваний Пример 1 Пример 1 Больная Г-ва, 57 лет, обратилась на консультацию в мае
2017 года с жалобами на облысение, рост бороды и усов (бреется
ежедневно), рост волос на спине, по задней поверхности бёдер, во-
круг ануса, огрубение голоса. Анамнез заболевания: признаки вирилизации появились в
2011 году в возрасте 54 лет, что было расценено врачами как кли-
мактерическая алопеция. Осенью 2013 г. было проведено гормо-
нальное обследование. Уровень тестостерона в крови оказался
261 нг/дл (норма 5–103 нг/дл), свободный тестостерон 54 пг/л
(норма 0–4,1 пг/л). Неоднократно повторяли контроль уровня те-
стостерона. В течение года гипертестостеронемия была стойкой:
241–424 нг/дл. В ноябре 2014 года госпитализирована в эндокри-
нологическое отделение для обследования. Установлено: содержа-
ние в крови тестостерона 424 нг/дл, 17ОН-прогесторона
11,08 нмоль/л (норма <2,1 нмоль/л), андростендиона 1,5 нг/мл
(норма 0,4 – 4,1 нг/мл), дигидротестостерона 334 пг/мл (норма
24–450 пг/мл, эстрадиола 45,72 пг/мл (норма 0 – 41 пг/мл), корти-
зола 9,2 мкг/дл (норма 5 – 25 мкг/дл), ДГЭА 27,4 мкг/дл (норма
35–430 мкг/дл), альдостерона 21,6 нг/дл (норма 2,56–44,5 нг/дл),
ренина 18,6 мМЕ/л (норма 4,4 – 46,9 мМЕ/л), ТТГ 2,27 мМЕ/мл
(норма 0,4–2,0 мМЕ/мл). Проведено УЗИ органов малого таза: об-
наружена интрамуральная миома матки (диаметр 15 мм); правый
яичник расположен обычно, размеры 32 х 23 х 17 мм; неоднород-
ной эхоструктуры, средней эхогенности, без антральных фоллику-
лов. Левый яичник расположен вдоль левого ребра матки, размеры
15х7 мм, однородной эхоструктуры, обычной эхогенности, без ан-
тральных фолликулов. Заключение: ЭХО-признаки миомы матки. Увеличение размеров правого яичника. В результате проведённого обследования заподозрена андростерома. р у
р
д
д
д р
др
р
С целью визуализации опухоли дважды с интервалом в полгода
проводилась мультиспиральная компьютерная томография (МКТ)
надпочечников: надпочечники расположены обычно, с обеих сто-
рон несколько увеличены, с выпуклыми волнистыми контурами,
однородной структуры. Справа между ножек расположено округ- 80 И.В. Терещенко лое образование до 14 мм в диаметре с чёткими контурами, жиро-
вой плотности (− 87–92 Hu), контраст не копит. Параадреналовая
клетчатка не изменена. Заключение: гиперплазия надпочечников. Образование в правом надпочечнике (липома). лое образование до 14 мм в диаметре с чёткими контурами, жиро-
вой плотности (− 87–92 Hu), контраст не копит. Параадреналовая
клетчатка не изменена. Заключение: гиперплазия надпочечников. Образование в правом надпочечнике (липома). рез полгода повторная КТ надпочечников динамики не выявила Через полгода повторная КТ надпочечников динамики не выявила. Больной проведен тест толерантности к глюкозе: гликемия
натощак 5,6 ммоль/л, через 2 часа после приёма внутрь 75 г глю-
козы – 9,6 ммоль/л. Пример 1 Несмотря на несомненные МРТ-признаки липомы правого
надпочечника, поставлен окончательный клинический диагноз: ан-
дростерома правого надпочечника. Сахарный диабет 2-го типа
впервые выявленный. Больная переведена в хирургическое отделение, в декабре
2014 г. произведена лапароскопическая правосторонняя адренал-
эктомия. Представлено следующее описание макропрепарата: ку-
сок ткани размером 4 х 2 х 1,6 см, на разрезе корковое вещество
1 мм, мозговое – 2 мм; обширное кровоизлияние в ткань надпочеч-
ника; гистологическое строение удалённой ткани следующее: в
ткани надпочечника имеется скопление светлых и тёмных клеток
округлой формы, содержащих липиды в цитоплазме. Через месяц после операции состояние не изменилось; уровень
тестостерона в крови оказался 225 нг/дл, кортизола 13,7 мкг/дл. В
дальнейшем вирилизация прогрессировала, гипертестостеронемия
сохранялась в пределах 241–245 нг/дл. Проведено повторное УЗИ
органов малого таза – без отрицательной динамики; сохраняется
увеличение правого яичника. МСКТ органов брюшной полости:
объёмных образований в брюшной полости не выявлено. Гипер-
плазия левого надпочечника. Пациентке предложена адреналэкто-
мия левого надпочечника, от которой она отказалась и до мая
2017 года к врачам не обращалась. В апреле 2017 года по собственной инициативе проверила уро-
вень тестостерона в крови, который составил 305 нг/дл, что для
больной явилось поводом обратиться на консультацию: надпочеч-
никовая причина гиперандрогении была сразу отвергнута, заподо-
зрена вирилизирующая опухоль яичника. Больная направлена на
МСКТ органов малого таза: в матке инволютивные изменения. Ле-
вый яичник чётко не визуализируется. В структуре правого яич- 81 Пропедевтика эндокринных заболеваний ника определяется образование до 16–18 мм, интенсивно накапли-
вающее контраст, с пиком нарастания плотности в венозную фазу,
с последующим частичным вымыванием в отсроченную фазу. ника определяется образование до 16–18 мм, интенсивно накапли-
вающее контраст, с пиком нарастания плотности в венозную фазу,
с последующим частичным вымыванием в отсроченную фазу. Заключение: гиперваскулярное образование правого яичника Анамнез жизни: росла здоровой. Успешно окончила школу и
университет. Работала по инженерной специальности до выхода на
пенсию в 55 лет. Редко болела простудными заболеваниями. Ме-
сячные с 13 лет, прекратились в 2012 году. Замужем, имеет двух
взрослых здоровых дочерей. В 40 лет выявлена артериальная ги-
пертензия. Более 15 лет принимает антигипертензивные препа-
раты. Наследственность отягощена по материнской линии по арте-
риальной гипертензии и сахарному диабету. Объективный статус: фенотип маскулинный. Снижены жиро-
вые отложения вокруг тазового пояса. Моторика, походка муж-
ские. Голос низкий с мужскими обертонами (барифония). Алопе-
ция по мужскому типу. Выражен гирсутизм и гипертрихоз. Щито-
видная железа не увеличена. Молочные железы гипотрофичны, вя-
лые, вокруг ареол обильный рост волос. Со стороны внутренних
органов патологии не выявлено. АД 135/80. Гинекологический статус: клиторомегалия. Пример 1 Слизистые промеж-
ности атрофичные, цианотичные. Малые половые губы гипоплазиро-
ваны. Матка маленьких размеров. Яичники не пальпируются. Таким образом у пациентки выраженная симптоматика вирили-
зации и дефеминизации. Клинический диагноз: вирилизирующая опухоль правого яич-
ника. Гипертоническая болезнь II стадии, риск 2. р
р
Лечение: больной предложено оперативное лечение, на что она
не сразу согласилась, ещё проверила дважды уровень тестостерона
(258 нг/дл, 232 нг/дл). Произведена лапароскопическая двусторон-
няя аднексэктомия 15.12.2017 года. Оказалось, яичник слева инво-
лютивный, 1,5 х 1,5 х 0,7 см, плотно-эластичный, на разрезе серый,
с мелкими единичными бордовыми вкраплениями. Правый яичник
2–3–2 см, на его латеральной поверхности располагается желези-
сто-кистозная структура бордового цвета, без капсулы, диаметром
1,5–2 см, на разрезе пёстрая (серо-жёлтая с очагами красного и ко-
ричневого цвета), неправильной формы. Гистология: опухоль из
крупных полигональных клеток, сходных с гранулёзо-лютеино-
выми клетками, напоминает клетки жёлтого тела, в виде диффуз-
ных тяжей, полей, гнёзд, с участками кистозной дегенерации; сосу-
дистая сеть в опухоли хорошо развита. Заключение: стероидно-ли-
пидноклеточная неклассифицируемая опухоль правого яичника; 82 И.В. Терещенко очаговый (узловой) гипертекоз левого яичника (окраска гематокси-
лин-эозин; гистохимическое исследование не проводилось). очаговый (узловой) гипертекоз левого яичника (окраска гематокси-
лин-эозин; гистохимическое исследование не проводилось). Результаты лечения: через месяц после операции уровень те-
стостерона в крови нормализовался (< 20 нг/мл), на голове появи-
лись редкие волосы, исчезла барифония. Однако стали беспокоить
частые приливы жара. Уровень ФСГ оказался соответствующим
норме менопаузального периода (33,7 мМЕ/мл; норма для женщин
постменопаузального периода до 133,4 мМЕ/мл), содержание в
крови эстрадиола < 10 пг/мл. Через 3 месяца стала чувствовать себя
хорошо, приливы прекратились спонтанно. Проводится системати-
чески контроль и самоконтроль гликемии: углеводный обмен в
норме. Осмотрена ещё раз через два года (в III-2020 г.): исчезли все
симптомы вирилизации, появились густые волосы на голове. Обсуждение: Представлен клинический пример нескольких диагностических
ошибок у одной пациентки, что привело к несвоевременному рас-
познаванию и оперативному лечению опухоли яичника. Из-за диа-
гностической ошибки больная перенесла калечащую, совершенно
необоснованную, ненужную операцию – одностороннюю адренал-
эктомию (случайно избежала тотальной адреналэктомии). Разберём диагностические ошибки. Разберём диагностические ошибки. 1. Начальные симптомы вирилизации врачи отнесли к проявле-
ниям климакса, хотя климакс может сопровождаться гирсутизмом,
но не дефеминизацией и не вирилизмом. Следовало назначить
больной гормональное и эхографическое обследование, что не
было сделано. 2. Не учтены симптомы, которые опровергают надпочечнико-
вый генез гиперандрогении: 2. Не учтены симптомы, которые опровергают надпочечнико-
вый генез гиперандрогении: андростерома чаще возникает в молодом возрасте; вирилизи-
рующие опухоли яичника – обычно в климактерическом периоде; результаты дважды проведённого МСКТ надпочечников кли-
ницисты оценили неправильно. Локализация опухоли между нож-
ками надпочечника не характерна для андростеромы, которая ис-
ходит из сетчатого слоя, т. е. располагается в самом надпочечнике,
а не между его ножек, имеет плотную соединительнотканную кап-
сулу, не бывает двусторонней, активно накапливает контраст (опу-
холь у больной не накапливала ультравист). Было недопустимо
предлагать больной удаление второго надпочечника; 83 Пропедевтика эндокринных заболеваний несмотря на полное клиническое сходство андростеромы и ви-
рилизирующих опухолей яичника, возникающие гормональные
сдвиги отличаются кардинально, и это помогает в дифференциаль-
ной диагностике. Ясно, вирилизацию и дефиминизацию у наблю-
даемой пациентки создавала овариальная гипертестостеронемия. Гормональные сдвиги у неё прямо указывали на овариальный, а не
надпочечниковый генез гипертестостеронемии, поскольку содер-
жание в крови надпочечниковых фракций андрогенов не было уве-
личенным, а ДГЭА (важный показатель надпочечниковой гипе-
рандрогении!) даже снижен. При вирилизирующих опухолях яич-
ников может быть смешанная гиперсекреция тестостерона и эстро-
генов (эстрадиола и эстрона). Очевидно, такой вариант был у пред-
ставленной больной, поскольку уровень эстрадиола первоначально
у неё был слегка повышен. Таблица 24
Гормональные сдвиги при вирилизирующих опухолях
надпочечника и яичника
Гормон
Андростерома
Вирилизирующая
опухоль яичника
Тестостерон
Стойкое и высокое
превышение *
Стойкое и высокое
превышение *
Свободный
тестостерон
Умеренное повышение
Стойкое и высокое
превышение *
ДГЭА
Значительное и стойкое
повышение (возрастает
в 10 раз и >)
В норме, бывает
незначительно выше
нормы *
17αОН-
прогестерон
Значительное и стойкое
повышение
В норме или
незначительно
повышен *
Андростендион
Значительное и стойкое
повышение
В норме *
Дигидро-
тестостерон
В норме или повышен
В норме или повышен
Эстрадиол
Всегда снижен
В норме, может быть
повышен *
Примечание: * – изменения уровня гормонов в крови у наблюда-
емой больной. Гормональные сдвиги при вирилизирующих опухолях
надпочечника и яичника 84 И.В. Терещенко 3. Обсуждение: Для визуализации андрогенсекретирующей опухоли необхо-
димо проводить и УЗИ, и КТ (МРТ) надпочечников и органов ма-
лого таза. Следует отметить, что у наблюдаемой больной до адре-
налэктомии не проводили КТ органов малого таза, хотя эхографи-
чески правый яичник был увеличен, причём опухоль не просмат-
ривалась. 3. Для визуализации андрогенсекретирующей опухоли необхо-
димо проводить и УЗИ, и КТ (МРТ) надпочечников и органов ма-
лого таза. Следует отметить, что у наблюдаемой больной до адре-
налэктомии не проводили КТ органов малого таза, хотя эхографи-
чески правый яичник был увеличен, причём опухоль не просмат-
ривалась. р
4. Была ошибочно расценена причина гиперплазии надпочечни-
ков. Известно, что при гипертонической болезни и при длительном
применении гипотензивных препаратов может развиваться вторич-
ный гиперальдостеронизм и гиперплазия надпочечников. Этим объ-
ясняется двусторонняя гиперплазия обоих надпочечников у наблюда-
емой пациентки (гипертоническая болезнь у неё более 15 лет). (
р
у
)
5. Липому надпочечника у больной можно справедливо отне-
сти к инциденталоме (не случайно, при проведении МСКТ надпо-
чечников образование не накапливало контраст), а так как диаметр
липомы не превышал 1,5 см, то показаний к адреналэктомии не
было. 6. Вирилизирующие опухоли яичников могут образовываться
из разных его элементов. Нередко морфологический диагноз
можно поставить только путём проведения гистохимии, что боль-
ной не было сделано. Поэтому, к сожалению, не поставлен точный
морфологический диагноз. Однако, выраженность вирилизации и
быстрота её прогрессирования не зависят от гистологического
строения опухоли яичника, а только от её андрогенсекреторной ак-
тивности. Топическая диагностика опухолей яичников всегда пред-
ставляет большие трудности, поскольку такие опухоли имеют ма-
лые размеры, могут локализоваться в области ворот яичника (это
затрудняет визуализацию при проведении УЗИ). Они могут чётко
не определяться при УЗИ яичников, как это было у наблюдаемой
пациентки. В таких случаях должно настораживать одностороннее
увеличение яичника, что не было учтено. Нередко у них отсут-
ствует капсула; они бывают двусторонними или рецидивировать
после операции; всегда имеется риск их малигнизации, а значит,
оперативное лечение должно производиться как можно раньше. 6. Вирилизирующие опухоли яичников могут образовываться
из разных его элементов. Нередко морфологический диагноз
можно поставить только путём проведения гистохимии, что боль-
ной не было сделано. Поэтому, к сожалению, не поставлен точный
морфологический диагноз. Однако, выраженность вирилизации и
быстрота её прогрессирования не зависят от гистологического
строения опухоли яичника, а только от её андрогенсекреторной ак-
тивности. Топическая диагностика опухолей яичников всегда пред-
ставляет большие трудности, поскольку такие опухоли имеют ма-
лые размеры, могут локализоваться в области ворот яичника (это
затрудняет визуализацию при проведении УЗИ). Обсуждение: Они могут чётко
не определяться при УЗИ яичников, как это было у наблюдаемой
пациентки. В таких случаях должно настораживать одностороннее
увеличение яичника, что не было учтено. Нередко у них отсут-
ствует капсула; они бывают двусторонними или рецидивировать
после операции; всегда имеется риск их малигнизации, а значит,
оперативное лечение должно производиться как можно раньше. 7. Известно, гипертекоз характеризуется инсулинорезистентно-
стью. Выраженность стромального гипертекоза непосредственно
связана с тем, насколько значительна инсулинорезистеность: тека- 85 Пропедевтика эндокринных заболеваний клетки имеют рецепторы к инсулину, а инсулин способствует вы-
работке ими андрогенов. Снижение чувствительности клеток к ин-
сулину становится причиной накопления глюкозы в крови, которая
не способна проникнуть в клетки, что проявилось у пациентки. Важно отметить, что после оперативного вмешательства у неё нор-
мализовался углеводный обмен, т. е. нарушение теста толерантно-
сти к глюкозе было, очевидно, проявлением гипертекоза, а диагноз
«сахарный диабет 2-го типа» выставлен ошибочно. клетки имеют рецепторы к инсулину, а инсулин способствует вы-
работке ими андрогенов. Снижение чувствительности клеток к ин-
сулину становится причиной накопления глюкозы в крови, которая
не способна проникнуть в клетки, что проявилось у пациентки. Важно отметить, что после оперативного вмешательства у неё нор-
мализовался углеводный обмен, т. е. нарушение теста толерантно-
сти к глюкозе было, очевидно, проявлением гипертекоза, а диагноз
«сахарный диабет 2-го типа» выставлен ошибочно. Пример 2 Больная С-ва, 36 лет, направлена на консультацию с подозре-
нием на первичный гиперпаратиреоз. Беспокоят боли в пояснице и
коленных суставах. Ранее проведена рентгенологическая денсито-
метрия поясничного отдела позвоночника, лучезапястных суста-
вов: установлена остеопения. Проверен уровень в крови паратгор-
мона: 195 пг/мл (норма до 75 пг/мл). Также было сделано УЗИ щи-
товидной железы и околощитовидных желёз: патологии щитовид-
ной железы не выявлено; установлено увеличение нижних около-
щитовидных желёз справа и слева; их форма овальная, контуры
ровные, границы чёткие, размеры 1,09 см. Был поставлен диагноз:
двусторонние нижние паратиромы; первичный гиперпаратиреоз;
гиперпаратиреоидная остердистрофия. Запланировано оператив-
ное лечение. Пациентке назначено дообследование. Уровень паратгормона
оказался 127 пг/мл, уровень витамина Д 25-ОН 6,4 нг/мл (мини-
мальная норма 30 нг/мл, максимальная – 100 нг/мл), содержание
сывороточного кальция 1,9 ммоль/л (норма 2,15–2,7 ммоль/л,),
ионизированного кальция 0,9 ммоль/л (норма 1,13–1,31 ммоль/л),
фосфора 1,84 ммоль/л (норма 0,74–1,52 ммоль/л). При осмотре вы-
является симптом Хвостека (III). Для компенсации дефицита витамина Д3 назначен аквадетрим по
10 капель утром и на ночь в течение месяца с последующим кон-
тролем уровня витамина Д 25-ОН в крови. Содержание витамина Д
25-ОН в крови нормализовалось: 34 нг/мл, исчезли парестезии, не
определялся симптом Хвостека, меньше стали беспокоить боли в
позвоночнике, исчезла гипокальциемия. После устранения дефи-
цита витамина Д3 проверен уровень паратгормона: 71 нг/мл. Про-
ведена МСКТ области щитовидной железы: паратиромы не обна- 86 И.В. Терещенко ружены. Сделано заключение: рекомендованное оперативное лече-
ние не требуется; принимать аквадетрим в профилактической
дозе – 6 капель на ночь регулярно, контролируя его уровень каж-
дые 3–4 месяца. ружены. Сделано заключение: рекомендованное оперативное лече-
ние не требуется; принимать аквадетрим в профилактической
дозе – 6 капель на ночь регулярно, контролируя его уровень каж-
дые 3–4 месяца. Обсуждение: Известно, длительный дефицит витамина Д может приводить к
гиперплазии одной, двух, всех околощитовидных желёз из-за сни-
жения тормозящего действия витамина Д на деление клеток пара-
щитовидных желёз. Такое же действие вызывает гипокальциемия. У наблюдаемой пациентки было умеренное повышение паратгор-
мона в крови на фоне выраженного снижения витамина Д3 и каль-
ция. После нормализации их уровней гиперпаратиреоз устранён и
исчезла гиперплазия паращитовидных желёз, т. е. предваритель-
ный диагноз оказался ошибочным из-за недостаточного обследова-
ния больной, при этом было недопустимо планировать оператив-
ное лечение до завершения обследования. Кроме того, при подо-
зрении на множественные паратиромы было необходимо исклю-
чать МЭН 1 или 2 и также назначать необходимое обследование. Пример 3 Больная А-ва, 39 лет, обратилась к терапевту в связи с появле-
нием слабости и апатии за последние 3 – 4 месяца. Назначено об-
щеклиническое обследование, в том числе проверен уровень ТТГ,
который оказался 0,01 мМЕ/мл. Больной назначен тирозол в дозе
30 мг/день, который она принимала 2 месяца. На фоне лечения са-
мочувствие не только не улучшилось, а наоборот, ухудшилось,
усилилась слабость, возникла постоянная сонливость, заторможен-
ность. Впервые проверен уровень АТ-рТТГ, св. Т4. АТ-рТТГ ока-
зались в норме, уровень св.Т4 снижен: 0,45 нг/дл (норма 0,7–
1,48 нг/дл). Тирозол отменён, рекомендовано обратиться на кон-
сультацию к эндокринологу. При осмотре обращала внимание отёчность и субиктеричность
лица, сухость кожных покровов, гиперкератоз локтей, брадикардия
(ЧСС. 49 уд’), снижение тонуса мышц брюшной стенки, запоры,
т.е. была клиническая симптоматика гипотиреоза. Дифференциаль-
ный диагноз проводился между медикаментозным гипотиреозом и
гипотиреозом, вызванным деструктивным АИТ. Назначено обсле-
дование для исключения АИТ. Уровень АТ-ТПО > 1000 МЕ/мл
(норма 0–5,6 МЕ/мл), АТ-ТГ > 800 МЕ/мл (норма 0–4,11 МЕ/мл), 87 Пропедевтика эндокринных заболеваний содержание тироглобулина 186,0 нг/мл (норма < 60,0 нг/мл). Про-
ведено УЗИ щитовидной железы: объём значительно уменьшен
(3,7 см3 при норме у женщин до 18 см3); гипоэхогенной структуры
с преобладанием участков склероза стромы, снижение кровотока. Заключение: АИТ, атрофический вариант. Обсуждение: Таким образом, недомогание, слабость, апатия, которые изна-
чально беспокоили больную, были проявлением гипотиреоза; из-за
деструктивного процесса в щитовидной железе возникло снижение
уровня ТТГ, которое ошибочно расценили как тиреотоксикоз. В ре-
зультате допущена грубейшая ошибка – назначены тиреостатики в
больших дозах, хотя не проведено необходимое обследование: не
сделан контроль АТ-рТТГ, св. Т3, св. Т4, АТ-ТПО, АТ-ТГ, не оце-
нено состояние сердечно-сосудистой системы. После дообследова-
ния больной назначена заместительная терапия эутироксом, подо-
брана его адекватная доза, достигнут эутиреоз. Пример 4 Обсуждение: В представленном случае допущены две диагностические
ошибки. В представленном случае допущены две диагностические
ошибки. 1. Гипердиагностика аденомы гипофиза и применение до-
стинекса без показаний. При наличии кисты кармана Ратке из-за
повышения давления в полости турецкого седла может возникать
сдавление ножки гипофиза, что вызывает транзиторную, незначи-
тельную функциональную гиперпролактинемию, нет необходимо-
сти назначения достинекса, бесплодие не обусловлено ничтожным
повышением уровня ПРЛ. 2. Длительно нераспознанный и не леченный СПКЯ. Главная ошибка допущена врачами, проводящими УЗИ органов ма-
лого таза: были пропущены характерные морфологические признаки
СПКЯ. Несвоевременно проведено гормональное обследование. Пример 4 Больная Ч-ва, 34 лет, обследуется по поводу первичного беспло-
дия в течение 12 лет. Замужем 12 лет, беременности не возникали. Муж здоров. Месячные начались в 15 лет, всегда нерегулярные по
типу опсоменореи. Других жалоб нет. Раньше ничем не болела. Не-
однократно осматривалась гинекологом: гениталии без отклонений
от нормы. УЗИ органов малого таза также проводилось много раз,
патологии не отмечено. Гормональное обследование впервые про-
ведено 3 года назад и выявлена незначительная гиперпролактине-
мия (ПРЛ 40,0 нг/мл; норма 4,23–26,5 нг/мл) и тенденция к гипо-
эстрогении (Э2 25,0 пг/мл; норма 21,0–251 пг/мл). Сделана МРТ ги-
пофиза; обнаружена киста кармана Ратке размером ≈ 2 мм в диа-
метре. Гинекологом назначено лечение достинексом в дозе 0,5 мг
каждые 7 дней. Регулярный приём достинекса не устранил опсоме-
норею и бесплодие. Уровень ПРЛ колебался от 0 до 36,0 нг/мл, ги-
поэстрогения сохранялась. Направлена на консультацию к эндо-
кринологу для согласования терапии. Проверен уровень ЛГ и ФСГ,
соответственно ЛГ 14,0 мМЕ/мл при норме 2,39–6,6 мМЕ/мл, ФСГ
2,6 мМЕ/мл при норме 3,03–8,08 мМЕ/мл. Соотношение ЛГ/ФСГ
нарушено, превышает норму в 5,4 раза (норма ЛГ/ФСГ 1–2). Выра-
жены признаки недифференцированной дисплазии соединитель- 88 И.В. Терещенко ной ткани: плоскостопие, кифосколиоз грудного отдела позвоноч-
ника, миопия, аномалия прикуса, гипермобильность пальцев рук. Имеется дефицит массы тела, что, очевидно, тоже можно отнести
к симптомам дисплазии соединительной ткани. Предположитель-
ный диагноз – СПКЯ. Направлена на повторное УЗИ органов ма-
лого таза к специалисту-консультанту, который обнаружил несо-
мненные эхографические признаки СПКЯ: яичники округлой
формы, умеренно увеличены, их капсулы утолщены, строма высо-
кой эхогенности, гиперплазирована; фолликулов > 10, располо-
жены на периферии по типу «чёток». В паренхиме яичников мно-
жество кист размером 3–8 мм. Доминантный фолликул и жёлтое
тело отсутствуют. Выражена гипоплазия эндометрия. ной ткани: плоскостопие, кифосколиоз грудного отдела позвоноч-
ника, миопия, аномалия прикуса, гипермобильность пальцев рук. Имеется дефицит массы тела, что, очевидно, тоже можно отнести
к симптомам дисплазии соединительной ткани. Предположитель-
ный диагноз – СПКЯ. Направлена на повторное УЗИ органов ма-
лого таза к специалисту-консультанту, который обнаружил несо-
мненные эхографические признаки СПКЯ: яичники округлой
формы, умеренно увеличены, их капсулы утолщены, строма высо-
кой эхогенности, гиперплазирована; фолликулов > 10, располо-
жены на периферии по типу «чёток». В паренхиме яичников мно-
жество кист размером 3–8 мм. Доминантный фолликул и жёлтое
тело отсутствуют. Выражена гипоплазия эндометрия. Клинический диагноз: СПКЯ. Нарушение менструальной функ-
ции. Ановуляторное первичное бесплодие. Недифференцирован-
ная дисплазия соединительной ткани. Киста кармана Ратке. Функ-
циональная транзиторная гиперпролактинемия. Назначена ярина плюс. Достинекс отменён. Назначена ярина плюс. Достинекс отменён. Пример 5 Призывник Б-н, 18 лет, деревенский житель, окончил 11 классов
сельской школы. Считает себя здоровым. Врачебная призывная ко-
миссия обнаружила у него высокую артериальную гипертензию:
АД 200/95. Другой патологии не выявлено. Общий анализ мочи в
норме. Мать умерла в возрасте 30 лет от гипертонического криза. Отец здоров. Других детей в семье не было. Направлен на лечение 89 Пропедевтика эндокринных заболеваний артериальной гипертензии в сельскую больницу по месту житель-
ства. Дана отсрочка от службы в армии на год. Из стационара вы-
писан с диагнозом гипертоническая болезнь, II стадия, 3 степень по
АД, риск 2, дана рекомендация ежедневно принимать эналаприл по
20 мг 2 раза в день. Лечение не проводил. Через 5–6 месяцев почув-
ствовал слабость, головные боли, похудел. К врачам не обращался. Из-за недомогания бросил учёбу в колледже. Ещё через 6 месяцев
был вызван на призывную комиссию. АД оказалось 200/120. Направлен в клиническую больницу в кардиологическое отделение
с диагнозом «Гипертоническая болезнь, злокачественное течение». При осмотре обнаружено опухолевидное образование в животе
справа, пальпация опухоли вызывала ещё больший подъём АД. Сделано УЗИ органов брюшной полости и подтверждено наличие
опухоли, занимающей всю правую половину брюшной полости,
деформирующей правую почку и прорастающей в печень. Слева
найдена опухоль, размером ≈ 5–6 см, исходящая из левого надпо-
чечника. Назначено проверить суточную экскрецию мета / норме-
танефринов, уровень альдостерона и ренина и общеклиническое
обследование, КТ органов грудной и брюшной полости. Однако
провести обследование не успели, больной скончался. Клиниче-
ский диагноз совпал с патологоанатомическим: феохромобластома
с прорастанием в соседние органы – печень и почку – справа,
феохромоцитома слева. Эндокринная артериальная гипертензия. Об Обсуждение: у
При обнаружении повышенного АД у подростка необходимо в
первую очередь исключать симптоматическую гипертензию – по-
чечную, реноваскулярную, а затем эндокринную. В представлен-
ном случае врачами призывной комиссии допущена диагностиче-
ская и тактическая ошибки – высокая артериальная гипертензия
расценена как гипертоническая болезнь. Безусловно, гипертониче-
ская болезнь может начинаться в подростковом возрасте, что
наблюдается редко и, как правило, у больного подростка сначала
течёт как вегетососудистая дистония по гипертоническому типу. В
данном случае АД 200/95 было случайной находкой. Больной нуж-
дался в обследовании не в условиях сельской больницы, а в кли-
нике. Нормальный результат анализа мочи позволял исключить по-
чечную гипертензию, т.е. следовало заподозрить эндокринную ги-
пертензию. Известно, опухоли мозгового слоя надпочечников не-
редко бывают двусторонними, а из-за богатого кровоснабжения – 90 И.В. Терещенко растут быстро и достигают больших размеров, нередко малигнизи-
руются, причём быстро становятся неоперабельными. Кризовое те-
чение заболевания встречается чаще. Однако, наблюдаются бес-
симптомные формы феохромоцитомы или формы с постоянно вы-
сокой гипертонией. У наблюдаемого больного симпатоадренало-
вых кризов не было. Феохромоцитома – наследственное заболева-
ние. Очевидно, мать больного тоже имела феохромоцитому, но
протекающую с кризами (скончалась от гипертонического криза в
30 лет!). Пример 6 Мать привела на консультацию к эндокринологу подростка
15 лет 7 месяцев. Жалуется на постоянные головные боли, наруше-
ние сна, постоянную слабость, прогрессирующее увеличение
массы тела, прекращение роста. С 13 лет начал полнеть, «вырос
живот, прекратился линейный рост, и даже рост как будто умень-
шается, не стало памяти, не может соображать, плохо успевает в
школе, хотя долго учит уроки», отмечает выраженную слабость,
из-за которой на уроках физкультуры «ничего не делает». Посте-
пенно присоединялись остальные перечисленные выше симптомы. К педиатру обращались неоднократно, но болезни не обнаружены
(заключение – «такой рост»). Чтобы не полнеть, пытался голодать,
но живот продолжал увеличиваться. Мать обратила внимание на
появление «разрывов» кожи живота, груди, спины» и решила про-
консультировать сына с эндокринологом. Родился первым ребён-
ком в срок с массой 3200 г, длиной 50 см. Вскармливался грудью
до 1 года, 4 мес. Рос и развивался нормально до 12 лет. Травм не
было, редко болел простудными заболеваниями. Успешно учился
в начальной школе, затем успеваемость снизилась. Наследствен-
ность не отягощена, эндокринными болезнями родственники не бо-
лели. Состояние удовлетворительное. Телосложение кушингоидное. Рост 146 см, вес 89 кг (средние для региона возрастные показатели
166 см и 64 кг). Кожные покровы «мраморные», яркие атрофиче-
ские стрии в области ягодиц, бёдер, груди, живота. Тоны сердца
приглушены, АД 140/95 мм рт. ст. Формула полового созревания
(по Таннеру): наружные половые органы имеют такие же размеры
и пропорции, как в раннем детстве; P0 A0 L0 V0 F0. 91 Пропедевтика эндокринных заболеваний Предварительный диагноз: синдром Кушинга (кортикосте-
рома?). Проведена МРТ почек и надпочечников: в левом надпочеч-
нике выявлено опухолевое образование, округлой формы, с ров-
ными контурами, неоднородной структуры, диаметром ≈ 18 мм. Мать обратилась для дальнейшего обследования и лечения сына
в один из медицинских эндокринологических учреждений
г. Москвы, где диагноз кортикостеромы был подтверждён, больной
прооперирован. Повторно был осмотрен через 5 лет: практически здоров. Кли-
нических и гормональных признаков гиперкортицизма нет. Сохра-
няется низкорослость: рост 146 см. Успешно учится в педагогиче-
ском университете. Приложения Приложения Обсуждение: Опухоль коры надпочечника у наблюдаемого подростка выяв-
лена несвоевременно, очевидно, через ≈ 3 года с начала заболева-
ния. Гормональная активность аденомы у наблюдаемого подростка
была высокой, в связи с чем развился синдром Кушинга и главное –
гиперсекреция глюкокортикоидов затормозила рост и половое раз-
витие. Избыток кортизола подавляет секрецию СТГ. Белковая мат-
рица костей из-за стероидного катаболизма нарушается, и кальций
не может удерживаться в костной ткани. Этому способствует также
торможение процессов гидроксилирования кальциферола. Глюко-
стерома может препятствовать выработке гонадотропинов, вызы-
вать атрофию гонад. Процессы катаболизма и гипераммониемия в
ЦНС приводят к хронической интоксикации мозга и когнитивным
нарушениям. Не возникает сомнения, что у больного была гипока-
лиемия и гипокалиемическая слабость, что препятствовало заня-
тиям физкультурой. Синдром Кушинга (особенно болезнь Кушинга) редко встреча-
ется у детей и подростков. Ожирение ошибочно было расценено
как алиментарное. Подобная диагностическая ошибка в клиниче-
ской практике встречается нередко. 92 И.В. Терещенко Тестовые задания для самоконтроля усвоения материала Тест 1. Какие заболевания эндокринной системы сопровожда-
ются ожирением? 1. Акромегалия, аддисонова болезнь, СПКЯ, сахарный диабет
2-го типа. 1. Акромегалия, аддисонова болезнь, СПКЯ, сахарный диабет
2-го типа. 2. Болезнь Грейвса, нервная анорексия, глюкостерома, сахар-
ный диабет 1-го типа. 3. Болезнь (синдром) Иценко-Кушинга, йоддефицитный зоб,
ВДКН, СПКЯ. 4. Сахарный диабет 2-го типа, болезнь Иценко-Кушинга, гипо-
тиреоз, болезнь Пиквика. 5. Всё перечисленное верно. 5. Всё перечисленное верно. Тест 2. При каких эндокринопатиях встречается диффузная
алопеция? При: 1. Гипотиреозе, гипоталамо-гипофизарной недостаточности, ак-
ромегалии, альдостероме. 2. Гипотиреозе, гипоталамо-гипофизарной недостаточности,
гипопаратиреозе, вирилизирующих опухолях яичника. 3. Нервной анорексии, аддисоновой болезни, болезни Пиквика,
ВДКН. 4. СПКЯ, несахарном диабете, сахарном диабете, болезни
Грейвса. 5. Всё перечисленное верно. 5. Всё перечисленное верно. Тест 3. При каких эндокринных заболеваниях больные жалу-
ются на похудение? 1. Аддисонова болезнь, болезнь Грейвса, нервная анорексия, са-
харный диабет 1-го типа. 2. Гипотиреоз, ВДКН, сахарный диабет 2-го типа, гипопаратиреоз 2. Гипотиреоз, ВДКН, сахарный диабет 2-го типа, гипопаратиреоз. 3. Те же заболевания, что в п. 1, и ещё при гиперпаратиреозе. 3. Те же заболевания, что в п. 1, и ещё при гиперпаратиреозе. 4. Всё перечисленное верно. 5. Всё перечисленное верно, кроме сахарного диабета 2-го типа Тест 4. Эндокринная артериальная ипертензия бывает при сле-
дующих заболеваниях: 1. Болезнь (синдром) Иценко–Кушинга, альдостерома, феохро-
моцитома. 2. Сахарный диабет 1-го и 2-го типа, болезнь Грейвса. 93 Пропедевтика эндокринных заболеваний 3. Гипотиреоз, гиперпаратиреоз, акромегалия. 3. Гипотиреоз, гиперпаратиреоз, акромегалия. 3. Гипотиреоз, гиперпаратиреоз, акромегалия. 4. Всё неправильно. 4. Всё неправильно. 5.Всё правильно. 5.Всё правильно. 5.Всё правильно. р
Тест 5. Следующие эндокринопатии могут осложняться ко-
мами и кризами, кроме: Тест 5. Следующие эндокринопатии могут осложняться ко-
мами и кризами, кроме: 1. Сахарный диабет, болезнь Грейвса, гипотиреоз, альдосте-
рома, ВДКН. 2. Гипоталамо-гипофизарная недостаточность, аддисонова бо-
лезнь, сахарный диабет 2-го типа, феохромоцитома. 3. Сахарный диабет 1-го типа, болезнь Грейвса, аддисонова бо-
лезнь. 4. Аддисонова болезнь, гипотиреоз, гипоталамо-гипофизарная
недостаточность, болезнь Грейвса. 4. Аддисонова болезнь, гипотиреоз, гипоталамо-гипофизарная
недостаточность, болезнь Грейвса. 5. Сахарный диабет, гипоталамо-гипофизарная недостаточ-
ность, аддисонова болезнь, СПКЯ, ВДКН. Тест 6. Повышенный уровень глюкозы натощак и после приёма
пищи возможен при следующих эндокринных заболеваниях, кроме:
1 С
й
б
1
2
б
Г
й Тест 6. Повышенный уровень глюкозы натощак и после приёма
пищи возможен при следующих эндокринных заболеваниях, кроме: щ
р
у щ
р
, р
1. Сахарный диабет 1-го и 2-го типа, болезнь Грейвса, аддисо-
нова болезнь. 1. Сахарный диабет 1-го и 2-го типа, болезнь Грейвса, аддисо-
нова болезнь. 2. Феохромоцитома, синдром Иценко–Кушинга, альдостерома. 3. Акромегалия, глюкагонома, тиреотоксикоз. 4. Сахарный диабет, болезнь Иценко–Кушинга, акромегалия. 5. Сахарный диабет, кортикостерома, феохромоцитома. Тест 7. Инсипидарный синдром возможен при: 1. Сахарном диабете, несахарном диабете, тиреотоксикозе. 2. Сахарном диабете, несахарном диабете, гиперпаратиреозе. 3. Несахарном диабете, аддисоновой болезни, феохромоцитоме 4. Синдроме Иценко–Кушинга, болезни Пиквика, несахарном
диабете. 5. Андростероме, сахарном диабете, гипоталамо-гипофизарной
недостаточности. Тест 8. Вирильный синдром бывает при следующих эндокрино-
патиях: 1. СПКЯ. 2. Андрогенсекретирующих опухолях яичника. 3 ВДКН 2. Андрогенсекретирующих опухолях яичника. 2. Андрогенсекретирующих опухолях яичника. 3. ВДКН. 3. ВДКН. 4. Андростероме. 5. Всё верно. 94 И.В. Терещенко И.В. Терещенко Тест 9. Синдром высокорослости возникает при таких эндо-
кринопатиях: 1. Гипофизарном гигантизме. 2. Pubertas praecox. 3. Болезни Марфана. 4. Евнухоидизме. 5. Всё верно, кроме п. 2. Тест 10. Какие гормоны целесообразно проверить в первую оче-
редь при синдроме Иценко–Кушинга? 1. АКТГ, кортизол. 2. СТГ. 3. АКТГ, альдостерон, кортизол, 17 ОН-прогестерон. 4. ДГЭА. 4. ДГЭА. 5. ТТГ. 5. ТТГ. Тест 11. Выбрать необходимый минимум лабораторно-ин-
струментального обследования при впервые выявленном пальпа-
цией узловом зобе: 1. ТТГ, св. Т3, св. Т4, АТ-ТПО. 2. То же, что в п. 1 и УЗИ щитовидной железы. 3. То же, что в п. 2 и онкомаркеры –АТ-ТГ и тироглобулин. 4. То же, что в п. 3 сделать МРТ загрудинного пространства. 5. Достаточно сделать УЗИ загрудинного пространства. Тест 12. Взрослый пациент жалуется на снижение роста. 3. Гипотиреоз, гиперпаратиреоз, акромегалия. Ка-
кие эндокринные заболевания могут быть? 1. Синдром Иценко–Кушинга. 2. Гиперпаратиреоз. 3. Длительный не леченный гипогонадизм. 4. Всё верно. 5. Всё неправильно. 95 Пропедевтика эндокринных заболеваний Ситуационные задачи Задача 1. Больная В-ва, 50 лет, обратилась к терапевту с жало-
бами на резкую слабость, сонливость днём, постоянную зябкость,
отёчность лица, конечностей, запоры. Примерно год назад насту-
пила менопауза. Почти одновременно проявились вышеперечис-
ленные жалобы. Причину болезни указать не может. Родилась в
Перми, росла здоровой. После окончания техникума 20 лет рабо-
тала на заводе контролёром-рентгенологом. В настоящее время ра-
ботает кладовщиком. Замужем, имеет трёх дочерей. Условия
жизни удовлетворительные. Выглядит старше своих лет. Лицо субиктеричное, одутловатое
с кукольным румянцем. Выражены периорбитальные отёки. Взгляд
тупой. Диффузное поредение волос. На передней поверхности шеи
визуально определяется узловое образование размером 4 х 4 см. Пальпация щитовидной железы подтвердила наличие этого узла и
ещё обнаружены множественные узловые образования в диаметре
≈ 1,0–1,5 см. Кожные покровы сухие, гиперкератоз локтей, стоп;
шелушение голеней. Кисти рук «лопатообразные». На голенях
плотные отёки: при нажиме ямки не остаются. Пульс 52 удара в
минуту. Тоны сердца глухие. Голос хриплый. Речь замедлена. В
лёгких ослабленное дыхание. Пупочная грыжа размером ≈ 3 см. Снижен тонус брюшных мышц. Живот выпячен. Все отделы тол-
стого кишечника забиты содержимым. Стула не было 4 суток. Вопросы: сть ли у пациентки симптомы эндокринной патологии? 1. Есть ли у пациентки симптомы эндокринной патологии? 2. Если да, то перечислите, какие. Укажите, патологию какой
эндокринной железы необходимо исключать в первую очередь. 3. Исследование каких гормонов подтвердит диагноз? Задача 2. Больная А-ва, 32 лет. Жалуется на постоянные голов-
ные боли, увеличение массы тела за полгода на 12 кг, изменение
внешнего вида (лицо стало круглым и красным, тонкие руки и ноги,
толстый живот), отсутствие месячных 5-й месяц. При осмотре вы-
явлено диспластическое ожирение I степени, лунообразное лицо,
мраморная сухая кожа, много багровых полос растяжения на жи-
воте, молочных железах, бёдрах, АГ до 180/100, 96 И.В. Терещенко Вопросы: Вопросы: р
1. Перечислить симптомы и синдромы, указывающие на эндо-
кринное заболевание. 1. Перечислить симптомы и синдромы, указывающие на эндо-
кринное заболевание. р
2. Составить план обследования. р
2. Составить план обследования. Задача 3. Больная 22 лет, студентка, госпитализирована в эндо-
кринологическое отделение для подготовки к оперативному лече-
нию с диагнозом «Многоузловой токсический зоб II степени». Около года назад почувствовала недомогание. Ухудшился аппетит,
постепенно стала худеть, периодически возникала лихорадка
> 38,5˚, профузные поты, одышка, дискомфорт за грудиной, при-
ступы сердцебиения. Зоб обнаружен ≈ 3 месяца назад. Ситуационные задачи Лечащий врач установила при пальпации области щитовидной
железы следующее: над югулярной вырезкой определяется желе-
зистое образование, уходящее в переднее средостение, при глота-
нии неподвижное, не смещающееся, боковые доли щитовидной же-
лезы не определяются. Предполагаемый диагноз токсического
многоузлового зоба снят. Вопросы: Вопросы: р
1. Какие особенности опухоли не характерны для образований
из щитовидной железы? 1. Какие особенности опухоли не характерны для образований
из щитовидной железы? 2. Составить план обследования больной. Задача 4. Больная К-ч, 76 лет, обратилась на консультацию к
окулисту по поводу пучеглазия, двоения в глазах, слезотечения при
ярком освещении. Эти симптомы появились полгода назад без ви-
димой причины. В течение 11 лет больна гипотиреозом, получает
заместительное лечение эутироксом в дозе 75–88 мкг/сутки под
контролем ТТГ. Последнее УЗИ щитовидной железы сделано 3 ме-
сяца назад, выявлена атрофия и фиброз тиреоидной паренхимы:
объём щитовидной железы 3,0 см3. Окулистом пациентка направ-
лена на КТ орбит: установлено утолщение глазных мышц, выра-
женная их отёчность. Направлена к эндокринологу с подозрением
на аутоиммунную офтальмопатию. Вопросы: 1. Какое обследование необходимо провести для диагностики
причин глазных нарушений? 1. Какое обследование необходимо провести для диагностики
причин глазных нарушений? 97 Пропедевтика эндокринных заболеваний 2. Какое соматическое и гормональное обследование надо
назначить, исходя из предполагаемого диагноза и учитывая воз-
можность необходимого лечения медикаментами в старческом воз-
расте? Задача 5. При проведении очередной диспансеризации у со-
трудницы Ю-й, 33 лет, русской по национальности, врачи обратили
внимание на потемнение кожных покровов. Выражен симптом
«грязных ладоней и локтей»; в полости рта на слизистой щёк пиг-
ментные пятна, АД 85/55, хотя год назад артериальной гипотонии
и пигментации не было. Жалуется только на слабость, объясняя её
переутомлением. Направлена на консультацию к эндокринологу. В Задача 5. При проведении очередной диспансеризации у со-
трудницы Ю-й, 33 лет, русской по национальности, врачи обратили
внимание на потемнение кожных покровов. Выражен симптом
«грязных ладоней и локтей»; в полости рта на слизистой щёк пиг-
ментные пятна, АД 85/55, хотя год назад артериальной гипотонии
и пигментации не было. Жалуется только на слабость, объясняя её
переутомлением. Направлена на консультацию к эндокринологу. Вопросы: 1. Какую патологию может заподозрить эндокринолог? Обосно-
вать. 1. Какую патологию может заподозрить эндокринолог? Обосно-
вать. 2. Какое обследование должен провести эндокринолог? 3. Какие отклонения от нормы могут обнаружить в общем ана-
лизе крови, мочи и других анализах, проведённых при диспансери-
зации? Что может показать ЭКГ? 4. Ещё с какими специалистами надо проконсультировать паци-
ентку? Задача 6. Ситуационные задачи У здоровой женщины 22 лет родился первый ребёнок
с весом 3650 г, длиной 53 см (рост матери 165 см, отца 164 см),
мужского пола, но с недоразвитыми мошонкой, половым членом, с
гипоспадией и с крипторхизмом. Результат пренатальной диагно-
стики пола по УЗИ плода – мальчик. Формирование скелета, внут-
ренних органов без патологии. Новорожденный осмотрен уроло-
гом: рекомендована консультация педиатра-эндокринолога и
врача-генетика. Проверен хромосомный набор: ХХ – женский пол. Получен результат перинатального контроля уровня 17 ОН-проге-
стерона: 48 нг/мл; норма у новорожденных – не выше 35 нг/мл. Вопросы: Задача 6. У здоровой женщины 22 лет родился первый ребёнок
с весом 3650 г, длиной 53 см (рост матери 165 см, отца 164 см),
мужского пола, но с недоразвитыми мошонкой, половым членом, с
гипоспадией и с крипторхизмом. Результат пренатальной диагно-
стики пола по УЗИ плода – мальчик. Формирование скелета, внут-
ренних органов без патологии. Новорожденный осмотрен уроло-
гом: рекомендована консультация педиатра-эндокринолога и
врача-генетика. Проверен хромосомный набор: ХХ – женский пол. Получен результат перинатального контроля уровня 17 ОН-проге-
стерона: 48 нг/мл; норма у новорожденных – не выше 35 нг/мл. Вопросы: 1. Какой пол ребёнка? р
2. Какие диагностические ошибки допущены врачами при веде-
нии беременности? 2. Какие диагностические ошибки допущены врачами при веде-
нии беременности? 3. Обосновать диагноз новорожденного. Здоровы ли родители? 98 И.В. Терещенко Ответы на тестовые задания
1) 4 5) 4 9) 5
2) 2 6) 1 10) 1
3) 3 7) 2 11) 2
4) 5 8) 5 12) 4 Ответы на тестовые задания Ответы на вопросы ситуационных задач Ответы на вопросы ситуационных задач Задача 1. 1. Да, безусловно, о чём свидетельствуют изменения в щитовид-
ной железе: выявлены множественные узловые образования. 2. Следовательно, необходимо анализировать, нет ли симпто-
мов гиперфункции или гипофункции щитовидной железы. Оче-
видно, у пациентки гипотиреоз, о чём свидетельствует астениче-
ский симптомокомплекс, сухость и субиктеричнось кожи, специ-
фический для гипотиреоза симптом «кукольного» румянца, алопе-
ция, отёчность лица, конечностей (причём отёки плотные!), затор-
моженность, медленная речь, сонливость днём, вялый тонус брюш-
ных мышц, пупочная грыжа, нерегулярный стул. 3. Наиболее информативен контроль ТТГ. Задача 2. 1. Синдромы: ожирения; эндокринной АГ, симптомы: головные
боли, лунообразное лицо, тонкие конечности, стрии, аменорея. 2. Диагностику начать с проверки уровня кортизола в крови,
лучше - в моче, и с УЗИ или КТ надпочечников для выявления кор-
тикостеромы. 3. Если в надпочечниках опухоли нет, сделать МРТ гипофиза
для исключения аденомы гипофиза (кортикотропиномы). З
3 3. Если в надпочечниках опухоли нет, сделать МРТ гипофиза
для исключения аденомы гипофиза (кортикотропиномы). Задача 3 1. Поскольку при глотании опухоль не смещается, можно счи-
тать, что образование исходит не из ткани щитовидной железы. 2. Проверить ТТГ, св. Т3, св. Т4, АТ-рТТГ, общий анализ крови;
сделать УЗИ щитовидной железы. 99 Пропедевтика эндокринных заболеваний Задача 4. Задача 4. 1. Необходимо проверить ТТГ, св. Т3, св. Т4, АТ-рТТГ,
АТ-ТПО, АТ-ТГ. Гипотиреоз у пациентки вызван атрофической
формой АИТ, о чём свидетельствует ничтожный объём щитовид-
ной железы – 2,3 см3. При АИТ могут вырабатываться как блоки-
рующие АТ-ТПО, АТ-ТГ, так и стимулирующие – АТ-рТТГ. Бло-
кирующие АТ усугубляют гипотиреоз, могут вызывать его деком-
пенсацию и увеличивать потребность в дозировке эутирокса. Из-
быток АТ-рТТГ у наблюдаемой больной не вызовет тиреотоксикоз,
так как тиреоидная паренхима у неё заменена фиброзной тканью,
но может спровоцировать аутоиммунный процесс в орбитах. 1. Необходимо проверить ТТГ, св. Т3, св. Т4, АТ-рТТГ,
АТ-ТПО, АТ-ТГ. Гипотиреоз у пациентки вызван атрофической
формой АИТ, о чём свидетельствует ничтожный объём щитовид-
ной железы – 2,3 см3. При АИТ могут вырабатываться как блоки-
рующие АТ-ТПО, АТ-ТГ, так и стимулирующие – АТ-рТТГ. Бло-
кирующие АТ усугубляют гипотиреоз, могут вызывать его деком-
пенсацию и увеличивать потребность в дозировке эутирокса. Из-
быток АТ-рТТГ у наблюдаемой больной не вызовет тиреотоксикоз,
так как тиреоидная паренхима у неё заменена фиброзной тканью,
но может спровоцировать аутоиммунный процесс в орбитах. 2. Если диагностическая версия подтвердится, то возрастной
больной предстоит лечиться большими дозами глюкокортикоидов. Поэтому необходимо провести дополнительное обследование тех
систем, которые могут пострадать при лечении: сердечно-сосуди-
стая, углеводный обмен, электролитный баланс, костная, желудок. Задача 5. 1. Ответы на вопросы ситуационных задач Эндокринолог должен заподозрить первичный гипокорти-
цизм, поскольку выражена характерная для Аддисоновой болезни
пигментация кожных покровов и слизистых, при этом нет расовой
и национальной окраски кожи. Артериальная гипотония и астени-
ческий синдром – характерные признаки гипокортицизма. 2. Надо проверить уровень в крови кортизола (лучше – его суточ-
ную экскрецию), уровень альдостерона, 17-ОН прогестерона, калия,
натрия, хлоридов, альбумина и белка, креатинина, мочевины, повто-
рить контроль гликемии, сделать диаскин-тест. Важно провести УЗИ
или КТ надпочечников для выявления их деструкции. 3. В общем анализе крови возможна эозинофилия, общий ана-
лиз мочи может быть без патологии, уровень глюкозы и холесте-
рина скорее всего окажутся пониженными; на ЭКГ обнаружатся
признаки гиперкалиемии. 4. Потребуется консультация фтизиатра, так как явных симпто-
мов аутоиммунного генеза гипокортицизма у пациентки нет (нет
витилиго). Надо исключить АИТ, поскольку аутоиммунный про-
цесс в надпочечниках может сопровождаться аутоиммунным пора-
жением щитовидной железы (синдром Шмидта). 100 И.В. Терещенко И.В. Терещенко Задача 6. 1. Ребёнок женского пола, поскольку хромосомный набор ХХ. Аномалия строения наружных гениталий – это псевдогермафроди-
тизм, гипоспадия, очевидно, надпочечникового генеза, поскольку
уровень андрогена 17 ОН-прогестерона значительно выше нормы. 1. Ребёнок женского пола, поскольку хромосомный набор ХХ. Аномалия строения наружных гениталий – это псевдогермафроди-
тизм, гипоспадия, очевидно, надпочечникового генеза, поскольку
уровень андрогена 17 ОН-прогестерона значительно выше нормы. 2. Допущены диагностические ошибки в определении пола
плода при УЗИ-скрининге. Не было указано, что пол определить
нельзя, хотя в медицинской практике это наблюдается нередко (до
10% случаев). Диагностировали мужской пол и при 2-ом, и 3-ем
УЗИ. Длина ребёнка 53 см при среднем росте матери и низком –
отца. Можно полагать, что костная система ребёнка формирова-
лась ускоренно под влиянием избытка надпочечниковых анаболи-
ков, но в заключениях УЗИ это не указано. Поэтому у беременной
женщины не проверяли уровень 17 ОН-прогестерона в крови и не
исключили аномалию гена CYP 21, не назначили необходимое ле-
чение, не допускающее формирования псевдогермафродитизма у
плода. Девочке предстоят корригирующие операции гениталий. 3. Диагноз девочки: врождённая дисфункция коры надпочечни-
ков, классическая форма (адреногенитальный синдром). По-
скольку ВДКН у неё имеет классическую форму, можно полагать,
что оба родителя являются носителями мутантного гена CYP 21В,
хотя сами здоровы. При планировании второго ребёнка необхо-
димо обоих обследовать, проверить носительство мутантного гена
CYP 21В. 101 Пропедевтика эндокринных заболеваний Дефиниция избранных медицинских терминов Акромегалия – опухоль гипофиза – соматотропинома, секрети-
рующая в избытке СТГ. Акромегалия – опухоль гипофиза – соматотропинома, секрети-
рующая в избытке СТГ. Алопеция – облысение, которое бывает гнёздным, диффузным,
тотальным (бровей и др.). Алопеция – облысение, которое бывает гнёздным, диффузным,
тотальным (бровей и др.). Альдостерома – опухоль клубочкового слоя надпочечника,
продуцирует альдостерон. Альдостерома – опухоль клубочкового слоя надпочечника,
продуцирует альдостерон. Альдостерома – опухоль клубочкового слоя надпочечника,
продуцирует альдостерон. Ангулярный стоматит – мокнущие трещины в углах рта, не-
редко симптом дефицита витамина В2 и/или В6. Ангулярный стоматит – мокнущие трещины в углах рта, не-
редко симптом дефицита витамина В2 и/или В6. Андростерома – опухоль сетчатого слоя надпочечника, проду-
цирует андрогены. Андростерома – опухоль сетчатого слоя надпочечника, проду-
цирует андрогены. Андростерома – опухоль сетчатого слоя надпочечника, проду-
цирует андрогены. ру
р
Аномальное маточное кровотечение – нарушение менстру-
ального цикла. А Аномальное маточное кровотечение – нарушение менстру-
ального цикла. А Анорексия – отсутствие аппетита. р
у
Арренобластома –злокачественная опухоль яичника, продуци-
рует тестостерон. Афония – потеря звучности голоса; может говорить только шёпотом. Блефароспазм – симметричное непроизвольное сокраще-
ние круговых мышц глаз, приводящее к стойкому спазматиче-
скому смыканию век. Афония – потеря звучности голоса; может говорить только шёпотом. Блефароспазм – симметричное непроизвольное сокраще-
ние круговых мышц глаз, приводящее к стойкому спазматиче-
скому смыканию век. Булимия – повышенный аппетит. ВДКН – наследственный дефицит фермента 21-гидроксилазы в
надпочечниках, вследствие чего возникает гиперсекреция надпо-
чечниковых андрогенов. Булимия – повышенный аппетит. ВДКН – наследственный дефицит фермента 21-гидроксилазы в
надпочечниках, вследствие чего возникает гиперсекреция надпо-
чечниковых андрогенов. Гинекомастия – рост молочных желёз у мальчиков или у мужчин. Гиперандрогения – повышенная секреция андрогенов в жен-
ском организме. р
у
у у
Гиперандрогения – повышенная секреция андрогенов в жен-
ском организме. Гипоспадия – врождённая аномалия строения полового члена,
когда отверстие мочеиспускательного канала с головки полового
члена смещено вниз и находится на теле пениса или на мошонке. Гипоспадия – врождённая аномалия строения полового члена,
когда отверстие мочеиспускательного канала с головки полового
члена смещено вниз и находится на теле пениса или на мошонке. ГлиНв А 1с – гемоглобин в химическом соединении с глюкозой. Глюкостерома (кортикостерома) – опухоль пучкового слоя
надпочечников. Грейвса болезнь – токсический зоб, тиреотоксикоз. Диастема – расширение межзубных промежутков. ф Евнухоидизм – сниженная функция гонад вследствие эмбрио-
нального поражения или вследствие поражения гонад в детском
возрасте. Евнухоидизм – сниженная функция гонад вследствие эмбрио-
нального поражения или вследствие поражения гонад в детском
возрасте. Дефиниция избранных медицинских терминов р
Инсулинома – опухоль из β-клеток поджелудочной железы с
гиперсекрецией инсулина. Инциденталома – случайно выявленная опухоль эндокринной
железы, может быть гипофиза, надпочечника, околощитовидной
железы, тимуса и др. Инциденталома – случайно выявленная опухоль эндокринной
железы, может быть гипофиза, надпочечника, околощитовидной
железы, тимуса и др. 102 И.В. Терещенко Иценко-Кушинга болезнь – опухоль гипофиза, вызывающая
гиперсекрецию АКТГ (кортикотропинома). р
р
(
р
р
)
Иценко-Кушинга синдром – гиперсекреция кортизола вслед-
ствие кортикостеромы (глюкостеромы); может быть гиперсекре-
ция кортизола другого генеза. р
ру
Макроглоссия – патологически большой язык. Марфана болезнь – наследственная патология соединительной
ткани. Миастения – синдром повышенной мышечной утомляемости
вследствие опухоли тимуса или аутоиммунного генеза. Микседема – «слизистый отёк» – крайняя клинически выражен-
ная форма гипотиреоза; из-за накопления в тканях муцина и гиалу-
роновой кислоты возникают тотальные отёки. НЭО – нейроэндокринные опухоли, исходящие из нейроэндо-
кринных клеток ЖКТ. Могут секретировать свойственные этим
тканям гормоны (соответственно различают инсулиномы, глюкаго-
номы, соматостатиномы, ВИПомы, карциноидный синдром). НЭО – нейроэндокринные опухоли, исходящие из нейроэндо-
кринных клеток ЖКТ. Могут секретировать свойственные этим
тканям гормоны (соответственно различают инсулиномы, глюкаго-
номы, соматостатиномы, ВИПомы, карциноидный синдром). Паратирома – опухоль паращитовидной железы. П
б р
р
у
р щ
д
Педжета болезнь – генетическое нарушение костного ремоделиро-
вания, приводящее к увеличению размера и деформации костей. р
р
у
р
Педжета болезнь – генетическое нарушение костного ремоделиро-
вания, приводящее к увеличению размера и деформации костей. Пиквика болезнь – крайняя степень ожирения с альвеолярной
гиповентиляцией и стойкой гипоксией. Пиквика болезнь – крайняя степень ожирения с альвеолярной
гиповентиляцией и стойкой гипоксией. Прогнатизм – при акромегалии из-за гиперсекреции СТГ вы-
стояние нижней части лица, особенно нижней челюсти. ф Пролактинома – опухоль гипофиза из клеток, секретирующих ПРЛ. ПЮД – пубертатно-юношеский диспитуитаризм – дисфункция
гипоталамо-гипофизарной системы в периоде пубертации. Полидипсия – повышенная жажда. Полифагия – чрезмерное потребление пищи, отсутствие чув-
ства насыщения. д
д
Полифагия – чрезмерное потребление пищи, отсутствие чув-
ства насыщения. СПКЯ – синдром, характеризующийся гиперандрогенией, ову-
ляторной дисфункцией. СПКЯ – синдром, характеризующийся гиперандрогенией, ову-
ляторной дисфункцией. р
у
р ф
Феохромоцитома – опухоль мозгового слоя надпочечников. Цефалгия головная боль. Шиена болезнь (синдром) – послеродовый гипопитуитаризм в
результате массивных кровопотерь и ишемии гипофиза. Шиена болезнь (синдром) – послеродовый гипопитуитаризм в
результате массивных кровопотерь и ишемии гипофиза. Anorexia nervosa – нервная анорексия – нарушение пищевого
поведения, стремление к худобе. Anorexia nervosa – нервная анорексия – нарушение пищевого
поведения, стремление к худобе. Pubertas praecox – преждевременное половое созревание. Pubertas tarda – запоздалое половое созревание. Научное издание
Терещенко Ирина Владимировна
ПРОПЕДЕВТИКА ЭНДОКРИННЫХ ЗАБОЛЕВАНИЙ
(МЕТОДЫ ИССЛЕДОВАНИЯ БОЛЬНЫХ
С ЗАБОЛЕВАНИЯМИ ЭНДОКРИННОЙ СИСТЕМЫ)
Монография
Чебоксары, 2022 г.
Редактор И.В. Терещенко
Компьютерная верстка Е.В. Кузнецова
Дизайн обложки Н.В. Фирсова
Подписано в печать 28.12.2021 г.
Дата выхода издания в свет 10.01.2022 г.
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Отпечатано в Студии печати «Максимум»
428005, Чебоксары, Гражданская, 75
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info@maksimum21.ru
www.maksimum21.ru Терещенко Ирина Владимировна Дефиниция избранных медицинских терминов Pubertas praecox – преждевременное половое созревание. Pubertas tarda – запоздалое половое созревание. Pubertas praecox преждевременное половое созре
Pubertas tarda – запоздалое половое созревание. 5α-редуктаза – фермент, преобразующий тестостерон в более
сильнодействующий андроген ДТС. 5α-редуктаза – фермент, преобразующий тестостерон в более
сильнодействующий андроген ДТС. 103 Отпечатано в Студии печати «Максимум»
428005, Чебоксары, Гражданская, 75
+7 (8352) 655-047
info@maksimum21.ru
www.maksimum21.ru ПРОПЕДЕВТИКА ЭНДОКРИННЫХ ЗАБОЛЕВАНИЙ
(МЕТОДЫ ИССЛЕДОВАНИЯ БОЛЬНЫХ
С ЗАБОЛЕВАНИЯМИ ЭНДОКРИННОЙ СИСТЕМЫ) Редактор И.В. Терещенко
Компьютерная верстка Е.В. Кузнецова
Дизайн обложки Н.В. Фирсова Издательский дом «Среда»
428005, Чебоксары, Гражданская, 75, офис 12
+7 (8352) 655-731
info@phsreda.com
https://phsreda.com Отпечатано в Студии печати «Максимум»
428005, Чебоксары, Гражданская, 75
+7 (8352) 655-047
info@maksimum21.ru
www.maksimum21.ru
|
https://openalex.org/W2899520545
|
https://europepmc.org/articles/pmc6230590?pdf=render
|
English
| null |
miRNA miR-21 Is Largely Dispensable for Intrathymic T-Cell Development
|
Frontiers in immunology
| 2,018
|
cc-by
| 9,928
|
ORIGINAL RESEARCH
published: 05 November 2018
doi: 10.3389/fimmu.2018.02497 miRNA miR-21 Is Largely
Dispensable for Intrathymic T-Cell
Development
Heike Kunze-Schumacher, Samantha J. Winter, Esther Imelmann and Andreas Krueger*
Institute for Molecular Medicine, Goethe University Frankfurt, Frankfurt, Germany Heike Kunze-Schumacher, Samantha J. Winter, Esther Imelmann and Andreas Krueger* Development of T cells in the thymus is tightly controlled to continually produce functional,
but not autoreactive, T cells. miRNAs provide a layer of post-transcriptional gene
regulation to this process, but the role of many individual miRNAs in T-cell development
remains unclear. miR-21 is prominently expressed in immature thymocytes followed by a
steep decline in more mature cells. We hypothesized that such a dynamic expression
was indicative of a regulatory function in intrathymic T-cell development. To test this
hypothesis, we analyzed T-cell development in miR-21-deficient mice at steady state
and under competitive conditions in mixed bone-marrow chimeras. We complemented
analysis of knock-out animals by employing over-expression in vivo. Finally, we assessed
miR-21 function in negative selection in vivo as well as differentiation in co-cultures. Together, these experiments revealed that miR-21 is largely dispensable for physiologic
T-cell development. Given that miR-21 has been implicated in regulation of cellular
stress responses, we assessed a potential role of miR-21 in endogenous regeneration
of the thymus after sublethal irradiation. Again, miR-21 was completely dispensable in
this process. We concluded that, despite prominent and highly dynamic expression in
thymocytes, miR-21 expression was not required for physiologic T-cell development or
endogenous regeneration. Edited by:
Loretta Tuosto,
Università degli Studi di Roma La
Sapienza, Italy Edited by:
Loretta Tuosto,
Università degli Studi di Roma La
Sapienza, Italy
Reviewed by:
Adrian Liston,
Flanders Institute for Biotechnology,
Belgium
Claudio Pignata,
Università degli Studi di Napoli
Federico II, Italy U
e s à deg S ud d
o
a
a
Sapienza, Italy
Reviewed by:
Adrian Liston,
Flanders Institute for Biotechnology,
Belgium
Claudio Pignata,
Università degli Studi di Napoli
Federico II, Italy
*Correspondence:
Andreas Krueger
Andreas.Krueger@kgu.de Sapienza, Italy
Reviewed by:
Adrian Liston,
Flanders Institute for Biotechnology,
Belgium
Claudio Pignata,
Università degli Studi di Napoli
Federico II, Italy Reviewed by:
Adrian Liston,
Flanders Institute for Biotechnology,
Belgium Reviewed by:
Adrian Liston,
Flanders Institute for Biotechnology,
Belgium
Claudio Pignata,
Università degli Studi di Napoli Adrian Liston,
Flanders Institute for Biotechnology,
Belgium g
Claudio Pignata,
Università degli Studi di Napoli
Federico II, Italy *Correspondence:
Andreas Krueger
Andreas.Krueger@kgu.de INTRODUCTION Specialty section:
This article was submitted to
T Cell Biology,
a section of the journal
Frontiers in Immunology Development of T cells in the thymus is a tightly controlled process involving the commitment of
progenitor cells to the T lineage, generation of a diverse T-cell antigen receptor (TCR) repertoire
and selection of largely non-autoreactive T cell clones. Phenotypically, the most immature
thymocytes are characterized by the absence of the co-receptors CD4 and CD8 (double-negative,
DN), which can be further subdivided into multiple subsets based on dynamic expression of CD117,
CD25, and CD44. T-lineage commitment is completed at the CD117loCD25hiCD44+ DN2b stage
upon expression of high levels of the transcription factor Bcl11b (1–4). Somatic recombination
of the Trb, Trg, and Trd TCR gene loci and selection of productive rearrangements is completed
at the CD44−CD25+CD28+ DN3b stage. Cells entering the αβT cell lineage acquire expression
of both CD4 and CD8 (double-positive, DP), rearrange the Tra gene locus and undergo positive
and negative selection. Thymocytes then mature into CD4 or CD8 single-positive (SP) cells, where
negative selection continues and further maturation occurs prior to egress from the thymus. Received: 22 August 2018
Accepted: 09 October 2018
Published: 05 November 2018 Keywords: miRNA, miR-21, thymus, T cells, development, selection, regeneration Citation: Kunze-Schumacher H, Winter SJ,
Imelmann E and Krueger A (2018)
miRNA miR-21 Is Largely Dispensable
for Intrathymic T-Cell Development. Front. Immunol. 9:2497. doi: 10.3389/fimmu.2018.02497 November 2018 | Volume 9 | Article 2497 Frontiers in Immunology | www.frontiersin.org miR-21 in T-Cell Development Kunze-Schumacher et al. FIGURE 1 | Dynamic expression of miR-21 during T-cell
development. Quantitative RT-PCR for miR-21 expression in sorted thymic
subsets from WT mice. Expression levels of indicated cell populations were
normalized to snoRNA412. Each dot represents one mouse, n = 4. T-cell development is controlled by extrinsic factors including
cytokines and signals through the TCR. Furthermore, intrinsic
factors such as transcriptional programs govern different steps
of intrathymic T-cell differentiation have been extensively
characterized (5). In contrast, considerably less is known about
post-transcriptional regulation of T-cell development, such as
by miRNAs (6). Loss of all miRNAs due to deletion of key
components of the miRNA processing machinery results in
specific defects in T-cell development. Early loss of miRNAs
results in profound thymocyte death (7). In addition, a small
number of individual miRNAs have been identified to regulate
distinct T-lineage developmental stages, including miR-17∼92,
miR-142, and miR-181a (8–13). FIGURE 1 | Dynamic expression of miR-21 during T-cell
development. Quantitative RT-PCR for miR-21 expression in sorted thymic
subsets from WT mice. Expression levels of indicated cell populations were
normalized to snoRNA412. Each dot represents one mouse, n = 4. FIGURE 1 | Dynamic expression of miR-21 during T-cell
development. Quantitative RT-PCR for miR-21 expression in sorted thymic
subsets from WT mice. Expression levels of indicated cell populations were
normalized to snoRNA412. Each dot represents one mouse, n = 4. Functional roles of individual miRNAs can only partially
explain the effect of loss of all miRNAs observed in T-cell
development. In addition, it is possible that some miRNAs
exist that display opposing roles in this process. In order to
identify miRNAs with a putative function in T-cell development
we hypothesized that such miRNAs should be expressed at
high levels in at least some thymocyte populations and that
such miRNAs should display a pattern of strong dynamic
regulation
at
key
developmental
checkpoints. miR-21
is
prominently expressed in many mammalian tissues (14). In the thymus, expression levels are very high in immature
DN thymocytes, followed by a steep decline toward the DP
stage and modest re-expression in SP thymocytes (15–17). Citation: Expression of miR-21 is induced during T-cell activation and
has been reported to support survival of memory T cells and
expression of CC chemokine receptor 7 (CCR7) on naïve T
cells (18, 19). In addition, it has been proposed that miR-
21 promotes PD-1-mediated tolerance by targeting PDCD4
(20). The role of miR-21 in intrathymic T-cell development
remains unknown. We hypothesized that high expression
levels combined with strong dynamic changes in expression
of miR-21 throughout different stages of T-cell development
were indicative of a regulatory function in this process. To
test this putative function, we analyzed the consequences of
miR-21 deletion as well as overexpression in mice in vivo. Surprisingly, neither absence nor elevated expression of miR-21
had major effects on T-cell development at steady state or in
chimeric mice. Furthermore, endogenous T-cell regeneration
remained unaffected by loss of miR-21. We conclude that despite
prominent and dynamic expression, miR-21 is dispensable
for
steady-state
and
stress-induced
T-cell
development
in mice. sorted thymocyte populations of wildtype (WT) mice starting
with
ETPs
(CD117hiCD25−CD44+),
the
most
immature
detectable thymocyte population, toward mature SP T cells
and assessed relative expression of miR-21 (Figure 1 and
Figure S1). Consistent with previous reports, we found miR-21
to be differentially expressed throughout intrathymic T-cell
development. Highest levels of miR-21 were observed in DN
thymocytes,
especially
in
DN2b
(CD117loCD25+CD44+)
and
DN3b
(CD25+CD44−CD28+)
thymocytes. Our
data
revealed that lowest levels of miR-21 can be detected in
post-selected
DP
(defined
as
CD4+CD8+CD69+TCRβ+)
and
mature
SP4 T
cells
(TCRβ+CD4+). Slightly
higher
expression was observable in SP8 (TCRβ+CD8+) confirming
previously published data. Together, our findings represent
a
more
detailed
analysis
about
miR-21
expression
and
validate
dynamic
expression
of
miR-21
during
T-cell
development. miR-21 Is Largely Dispensable for
Steady-State T-Cell Development in the
Thymus In order to test a potential role of miR-21 in intrathymic T-
cell development, we first characterized miR-21-deficient mice. Absolute total thymocyte numbers were unaffected by miR-21
(Figure 2A). We then determined early thymocyte subsets in
miR-21-sufficient compared to deficient mice and detected a
small, but statistically significant increase in the frequency of
DN2 thymocytes (Figures 2B,C). When we analyzed late T-
cell development in these mice, we observed a slight decrease
in frequencies of DP thymocytes (Figures 2D,E) accompanied
by increased frequencies of SP T cells. Again, these changes
were small. Furthermore, we revealed frequencies of γδ T
cells to be similar upon loss of miR-21 (Figure 2F). We
and others have shown that miRNAs are essential for the
maturation of agonist-selected thymocytes (12, 21–24). To
address whether miR-21 might influence the development of
invariant natural killer T (iNKT) cell and T regulatory (Treg)
cells, we assessed frequencies of these subsets (Figures 2G,H). We detected small but significantly elevated frequencies of Dynamic Expression of miR-21 During
T-Cell Development Previous studies determined thymic expression levels of a
diverse range of different miRNAs (15–17). For miR-21,
thymic expression levels based on miRNA-sequencing were
revealed to be high in DN thymocytes accompanied by an
abrupt decrease toward the DP stage prior to re-expression
in SP T cells. To validate global gene expression data, we November 2018 | Volume 9 | Article 2497 Frontiers in Immunology | www.frontiersin.org 2 miR-21 in T-Cell Development Kunze-Schumacher et al. FIGURE 2 | miR-21 is largely dispensable for steady-state T-cell development in the thymus. (A) Total cellularity of thymi from WT and miR-21−/−mice, n = 6 for
each genotype. (B) Representative flow cytometric analysis of lineage-depleted thymi from WT and miR-21−/−mice stained with antibodies against CD25 and CD44. Numbers in quadrants represent frequencies. (C) Statistical analysis of flow cytometric results shown in (B), n = 5. (D) Representative flow cytometric analysis of
hymi from WT and miR-21−/−mice stained with antibodies against CD4 and CD8α. Numbers in quadrants represent frequencies. (E) Statistical analysis of flow
cytometric results shown in (D), n = 5. (F) Representative flow cytometric and statistical analysis of thymi from WT and miR-21−/−mice stained with antibodies
against CD4, CD8α and TCRγ δ. Numbers in right corners of plots represent frequency, n = 5. (G) Representative flow cytometric and statistical analysis of thymi from
WT and miR-21−/−mice stained with CD1d-tet and antibody against TCRβ. Numbers in right corners of plots represent frequency, n = 5. (H) Representative flow
cytometric and statistical analysis of thymi from WT and miR-21−/−mice stained with antibodies against CD4, CD25 and Foxp3. Numbers in left corners of plots
epresent frequency, n = 5. FIGURE 2 | miR-21 is largely dispensable for steady-state T-cell development in the thymus. (A) Total cellularity of thymi from WT and miR-21−/−mice, n = 6 for
each genotype. (B) Representative flow cytometric analysis of lineage-depleted thymi from WT and miR-21−/−mice stained with antibodies against CD25 and CD44. Numbers in quadrants represent frequencies. (C) Statistical analysis of flow cytometric results shown in (B), n = 5. (D) Representative flow cytometric analysis of
thymi from WT and miR-21−/−mice stained with antibodies against CD4 and CD8α. Numbers in quadrants represent frequencies. (E) Statistical analysis of flow
cytometric results shown in (D), n = 5. (F) Representative flow cytometric and statistical analysis of thymi from WT and miR-21−/−mice stained with antibodies
against CD4, CD8α and TCRγ δ. Dynamic Expression of miR-21 During
T-Cell Development Numbers in right corners of plots represent frequency, n = 5. (G) Representative flow cytometric and statistical analysis of thymi from
WT and miR-21−/−mice stained with CD1d-tet and antibody against TCRβ. Numbers in right corners of plots represent frequency, n = 5. (H) Representative flow
cytometric and statistical analysis of thymi from WT and miR-21−/−mice stained with antibodies against CD4, CD25 and Foxp3. Numbers in left corners of plots
represent frequency, n = 5. Treg cells upon loss of miR-21. This finding is consistent with
previous reports that identified miR-21 to modulate Foxp3
transcription factor levels and frequency of circulating Treg cells
(25–27). In conclusion, these data suggest that loss of miR-
21 does not result in substantial defects in physiological T-cell
development. Treg cells upon loss of miR-21. This finding is consistent with
previous reports that identified miR-21 to modulate Foxp3
transcription factor levels and frequency of circulating Treg cells
(25–27). In conclusion, these data suggest that loss of miR-
21 does not result in substantial defects in physiological T-cell
development. thymocytes were skewed in miR-21−/−mice. To this end, we
identified these populations based on their surface expression
of CD69 and CD62L and detected no alterations in the absence
of miR-21 compared to their WT counterparts (Figures 3A,B). We then asked whether miR-21 modulates selection processes. To test this, we first analyzed surface expression of CD5 as
an indicator of TCR signal strength in DP, SP4, and SP8
thymocytes of miR-21−/−mice. We detected comparable CD5
expression of DP thymocytes between WT and miR-21−/−
mice, whereas SP4 and SP8 T cells of miR-21−/−mice revealed
diminished expression levels (Figure 3C). We then tested a
potential role of miR-21 in modulating TCR signal strength by Absence of miR-21 Does Not Affect
Negative Selection Based on our previous finding that frequencies of DP thymocytes
were significantly reduced in miR-21-deficient mice, we next
determined whether frequencies of pre- and post-selected DP November 2018 | Volume 9 | Article 2497 Frontiers in Immunology | www.frontiersin.org 3 miR-21 in T-Cell Development Kunze-Schumacher et al. GURE 3 | Absence of miR-21 does not affect negative selection. (A) Representative flow cytometric analysis of thymi from WT and miR-21−/−mice stained with
ibodies against CD4, CD8α, CD69 and CD62L. Numbers in left and right corners represent frequencies of pre- and post-selection DP, respectively. (B) Statistical
alysis of flow cytometric results shown in (A), n = 5. (C) Statistical analysis of mean fluorescence intensity of CD5 on DP, SP4 or SP8, n = 5. (D) Statistical analysis
resulting Ca2+-response upon stimulation in DP, SP4 and SP8 thymocytes, n = 5. (E) Representative flow cytometric analysis of thymi from WT and miR-21−/−
ce, 48 h post injection with either PBS or α-CD3, stained with antibodies against CD4 and CD8α. Numbers adjacent to gates represent frequency. (F) Histograms
play expression of active caspase-3 in DP thymocytes from WT and miR-21−/−mice, 48 h post injection with either PBS or α-CD3, n = 4-5 per group. (G)
atistical analysis of flow cytometric results shown in (E,F). Analysis of significance were performed using one-way analysis of variance followed by Tukey’s test. icated significant results are representative of latter test. (H) Statistical analysis of BrdU+ DP thymocytes of thymi from WT and miR-21−/−mice, 48 h post
ection with either PBS or α-CD3, n = 6 for each genotype. Pooled data of two independent experiments. FIGURE 3 | Absence of miR-21 does not affect negative selection. (A) Representative flow cytometric analysis of thymi from WT and miR-21−/−mice stained with
antibodies against CD4, CD8α, CD69 and CD62L. Numbers in left and right corners represent frequencies of pre- and post-selection DP, respectively. (B) Statistical
analysis of flow cytometric results shown in (A), n = 5. (C) Statistical analysis of mean fluorescence intensity of CD5 on DP, SP4 or SP8, n = 5. (D) Statistical analysis
of resulting Ca2+-response upon stimulation in DP, SP4 and SP8 thymocytes, n = 5. (E) Representative flow cytometric analysis of thymi from WT and miR-21−/−
mice, 48 h post injection with either PBS or α-CD3, stained with antibodies against CD4 and CD8α. Numbers adjacent to gates represent frequency. miR-21-Deficiency or Overexpression Do
Not Alter T-Cell Development in BM
Chimeras Competitive BM chimera experiments are able to reveal cell-
intrinsic defects in development, which at steady state, may be
masked by compensatory effects (8, 30–33). Thus, we asked
whether a possible cell intrinsic advantage or disadvantage
of miR-21-deficient BM-derived cells could occur. Lethally
irradiated WT recipients were reconstituted with a 1:1 mixture
of BM from WT (CD45.1) and BM cells from miR-21-deficient
(CD45.2) or control mice (CD45.2). After 8 weeks, we analyzed
thymi of these chimeric mice and identified miR-21−/−-derived
BM cells to compete in a similar manner as the respective WT
controls (Figures 5A,B). Detailed analysis of frequencies of DP,
SP4, and SP8 suggested no aberrant effect of miR-21-deficient BM
cells. Accordingly, we detected comparable frequencies of these
T-cell subsets in total thymus, CD45.1–or CD45.2-derived cells
(Figure 5A). For DN thymocytes, we found small differences in
their reconstitution levels. DN2 thymocytes of miR-21−/−origin
competed in a similar manner as the provided WT control and
miR-21−/−-derived DN3 thymocytes as well as DP thymocytes
were detected in slightly decreased frequencies indicated by a
decline in contribution. For later stages of T-cell development,
this effect was absent as indicated by similar reconstitution
rates of miR-21−/−and WT control BM. Notably, Treg cells
derived from miR-21-deficient BM cells displayed a beneficial
reconstitution compared to their control WT counterparts. This observation can be explained by increased radioresistance
of Treg cells (34–36). Therefore, host-derived Treg cells are
not fully eliminated and might contribute to this skewed
reconstitution. Based on our findings that loss of miR-21 does not result
in aberrant T-cell development, we next aimed to elucidate
whether overexpression of miR-21 controls thymopoiesis. We overexpressed miR-21 (and an empty vector control)
retrovirally in lineage-depleted BM cells prior to reconstitution
of WT mice. Both vectors encoded enhanced GFP (eGFP)
as a reporter gene. After 8 weeks, thymi were harvested and
analyzed for the development of T cells (Figures 5C,D). First, we assessed frequencies of DP, SP4, and SP8 cells in
either GFP−
(untransduced) or GFP+
cells (transduced)
of control and miR-21-overexpressing thymi and detected
no
significant
alterations. In
addition,
we
studied
early
thymocyte subsets and found no differences in frequencies
of DN1 and DN2 upon overexpression (Figure 5D). For
DN3 thymocytes, a slight increase in their frequency upon
overexpression
was
observable
when
compared
to
their
untransduced (GFP−) counterparts. However, when compared
to the empty vector control, no significant difference was
detectable. Absence of miR-21 Does Not Affect
Negative Selection We found similar frequencies of BrdU
incorporation in DP thymocytes of WT or miR-21−/−controls
treated with PBS, indicating equal rates of proliferation at
steady state. Virtually no BrdU incorporation was detected in
thymocytes after anti-CD3-stimulation, which is consistent with
the experimental setup to monitor negative selection. Thus,
we concluded that miR-21 is largely dispensable during thymic
selection. miR-21-Deficiency or Overexpression Do
Not Alter T-Cell Development in BM
Chimeras Similarly, frequencies of pre- and post-selection DP
thymocytes were comparable to their control counterparts upon Absence of miR-21 Does Not Affect
Negative Selection (F) Histograms
display expression of active caspase-3 in DP thymocytes from WT and miR-21−/−mice, 48 h post injection with either PBS or α-CD3, n = 4-5 per group. (G)
Statistical analysis of flow cytometric results shown in (E,F). Analysis of significance were performed using one-way analysis of variance followed by Tukey’s test. Indicated significant results are representative of latter test. (H) Statistical analysis of BrdU+ DP thymocytes of thymi from WT and miR-21−/−mice, 48 h post
injection with either PBS or α-CD3, n = 6 for each genotype. Pooled data of two independent experiments. November 2018 | Volume 9 | Article 2497 Frontiers in Immunology | www.frontiersin.org miR-21 in T-Cell Development Kunze-Schumacher et al. studying Ca2+-flux upon stimulation with anti-CD3 antibody. We did not detect any significant differences in the ability
of miR-21-deficient DP or SP thymocytes to respond to anti-
CD3 stimulation both in terms of peak response (Figure 3D)
and overall kinetics (Figure S4A). Furthermore, we evaluated
whether loss of miR-21 leads to altered viability of SP thymocytes
by studying ex vivo survival of these cells (Figure S5). We
did not observe significant differences in early apoptotic cells
and only a mild decrease in the frequency of late apoptotic
SP8 cells after 48 h in culture, indicating that survival of SP
thymocytes is largely unaffected by loss of miR-21. To further
evaluate whether a functional defect in DP thymocytes could
exist that modulates negative selection, we adapted an in vivo
TCR stimulation approach (28). First, we injected WT or miR-
21−/−mice with a single dose of anti-CD3 (or PBS as a
control) to stimulate TCR signaling. After 48 h, we assessed
frequencies of thymocytes and performed staining for activated
caspase-3 to examine early apoptosis (Figures 3E-G). Thymi of
control mice contained normal frequencies of DP thymocytes,
whereas thymi derived from either WT or miR-21−/−anti-CD3-
treated mice showed significantly lower frequencies. Frequencies
of DP thymocytes were slightly reduced in miR-21-deficient
mice upon treatment with anti-CD3 compared to their WT
counterparts, which could be due to increased apoptosis levels
in miR-21-deficient mice as previously described (29). However,
analysis of activated caspase-3 showed no significant differences
in apoptosis between WT and miR-21-deficient DP thymocytes
after treatment. In addition, we determined thymic cellularity
of PBS- or anti-CD3-treated WT and miR-21−/−mice and
found absolute total thymocyte numbers to be unaffected by
miR-21 upon treatment (Figure S4B). Absence of miR-21 Does Not Affect
Negative Selection Finally, we monitored
proliferation in this assay by administration of a single BrdU
pulse (Figure 3H). We found similar frequencies of BrdU
incorporation in DP thymocytes of WT or miR-21−/−controls
treated with PBS, indicating equal rates of proliferation at
steady state. Virtually no BrdU incorporation was detected in
thymocytes after anti-CD3-stimulation, which is consistent with
the experimental setup to monitor negative selection. Thus,
we concluded that miR-21 is largely dispensable during thymic
selection. stem
cells
(HSCs),
multipotent
progenitors
(MPPs),
and
common lymphoid progenitors (CLPs) upon loss of miR-21
(Figure S2), thus arguing against a pivotal role of miR-21 in the
periphery. studying Ca2+-flux upon stimulation with anti-CD3 antibody. We did not detect any significant differences in the ability
of miR-21-deficient DP or SP thymocytes to respond to anti-
CD3 stimulation both in terms of peak response (Figure 3D)
and overall kinetics (Figure S4A). Furthermore, we evaluated
whether loss of miR-21 leads to altered viability of SP thymocytes
by studying ex vivo survival of these cells (Figure S5). We
did not observe significant differences in early apoptotic cells
and only a mild decrease in the frequency of late apoptotic
SP8 cells after 48 h in culture, indicating that survival of SP
thymocytes is largely unaffected by loss of miR-21. To further
evaluate whether a functional defect in DP thymocytes could
exist that modulates negative selection, we adapted an in vivo
TCR stimulation approach (28). First, we injected WT or miR-
21−/−mice with a single dose of anti-CD3 (or PBS as a
control) to stimulate TCR signaling. After 48 h, we assessed
frequencies of thymocytes and performed staining for activated
caspase-3 to examine early apoptosis (Figures 3E-G). Thymi of
control mice contained normal frequencies of DP thymocytes,
whereas thymi derived from either WT or miR-21−/−anti-CD3-
treated mice showed significantly lower frequencies. Frequencies
of DP thymocytes were slightly reduced in miR-21-deficient
mice upon treatment with anti-CD3 compared to their WT
counterparts, which could be due to increased apoptosis levels
in miR-21-deficient mice as previously described (29). However,
analysis of activated caspase-3 showed no significant differences
in apoptosis between WT and miR-21-deficient DP thymocytes
after treatment. In addition, we determined thymic cellularity
of PBS- or anti-CD3-treated WT and miR-21−/−mice and
found absolute total thymocyte numbers to be unaffected by
miR-21 upon treatment (Figure S4B). Finally, we monitored
proliferation in this assay by administration of a single BrdU
pulse (Figure 3H). Physiological Peripheral Lymphoid Cell
Frequencies in miR-21−/−mice q
Next, we addressed the question whether miR-21 is important
for peripheral lymphoid cell subsets. Therefore, we analyzed
spleen and lymph nodes (LNs) of miR-21-deficient mice and
found miR-21 to be dispensable for peripheral B cells and
T cell subsets (Figures 4A,B). Frequencies of agonist-selected
iNKT and Treg cells in the periphery showed small differences
(Figures 4C,D) that recapitulated our findings observed in the
thymus. Furthermore, we analyzed the distribution of naïve,
central memory, and effector memory T-cell subsets in spleen
(Figures 4E,F) and LN (Figures 4G,H) and detected small
changes in LN of miR-21-deficient mice. To further evaluate the
role of miR-21, we analyzed pre-thymic progenitors in the bone
marrow (BM). We detected similar frequencies of hematopoietic November 2018 | Volume 9 | Article 2497 Frontiers in Immunology | www.frontiersin.org 5 miR-21 in T-Cell Development Kunze-Schumacher et al. FIGURE 4 | Physiological peripheral lymphoid cell frequencies in miR-21−/−mice. (A) Representative flow cytometric analysis and gating strategy of spleen from WT
and miR-21−/−mice stained with antibodies against B220, TCRβ, CD4, and CD8α. Numbers in quadrants or adjacent to gates represent frequencies. (B) Statistical
analysis of flow cytometric results shown in (A), n = 4-5. (C) Representative flow cytometric and statistical analysis of spleen from WT and miR-21−/−mice stained
with CD1d-tet and antibody against TCRβ. Numbers in right corners of plots represent frequency, n = 4-5. (D) Representative flow cytometric and statistical analysis
of spleen from WT and miR-21−/−mice stained with antibodies against CD4, CD25, and Foxp3. Numbers in left corners of plots represent frequency, n = 4-5. (E) Representative flow cytometric analysis of spleen from WT and miR-21−/−mice stained with antibodies against TCRβ, CD44, and CD62L to identify naïve
(CD44−CD62L+), central memory (CD44+CD62L+) and effector memory (CD44+CD62L−) T-cell subsets. Numbers in or adjacent to gates represent frequency. (F) Statistical analysis of flow cytometric results shown in (E), n = 4-5. (G) Representative flow cytometric analysis of LNs from WT and miR-21−/−mice stained with
antibodies against TCRβ, CD44, and CD62L to identify naïve (CD44−CD62L+), central memory (CD44+CD62L+) and effector memory (CD44+CD62L−) T-cell
subsets Numbers in or adjacent to gates represent frequency (H) Statistical analysis of flow cytometric results shown in (G) n
5 FIGURE 4 | Physiological peripheral lymphoid cell frequencies in miR-21−/−mice. (A) Representative flow cytometric analysis and gating strategy of spleen from WT
and miR-21−/−mice stained with antibodies against B220, TCRβ, CD4, and CD8α. Physiological Peripheral Lymphoid Cell
Frequencies in miR-21−/−mice Numbers in quadrants or adjacent to gates represent frequencies. (B) Statistical
analysis of flow cytometric results shown in (A), n = 4-5. (C) Representative flow cytometric and statistical analysis of spleen from WT and miR-21−/−mice stained
with CD1d-tet and antibody against TCRβ. Numbers in right corners of plots represent frequency, n = 4-5. (D) Representative flow cytometric and statistical analysis
of spleen from WT and miR-21−/−mice stained with antibodies against CD4, CD25, and Foxp3. Numbers in left corners of plots represent frequency, n = 4-5. (E) Representative flow cytometric analysis of spleen from WT and miR-21−/−mice stained with antibodies against TCRβ, CD44, and CD62L to identify naïve
(CD44−CD62L+), central memory (CD44+CD62L+) and effector memory (CD44+CD62L−) T-cell subsets. Numbers in or adjacent to gates represent frequency. (F) Statistical analysis of flow cytometric results shown in (E), n = 4-5. (G) Representative flow cytometric analysis of LNs from WT and miR-21−/−mice stained with
antibodies against TCRβ, CD44, and CD62L to identify naïve (CD44−CD62L+), central memory (CD44+CD62L+) and effector memory (CD44+CD62L−) T-cell
subsets. Numbers in or adjacent to gates represent frequency. (H) Statistical analysis of flow cytometric results shown in (G), n = 5. overexpression (Figure 5D). Thus, we concluded that ectopic
elevation of miR-21 levels does not abrogate intrathymic T-cell
development. differentiation in vitro. In general, T-lineage commitment is
finalized with expression of the transcription factor Bcl11b at
the DN2 stage. This stage can be further subdivided, based
on the expression of CD117 into DN2a and DN2b. DN2a
thymocytes have not fully undergone T-lineage fate decision and
still contain non-T cell options such as NK cell potential, whereas
the DN2b stage reflects the point of no return in regards to T-
lineage fate decision (37). For this reason, we sorted DN2a and
DN2b cells from either WT or miR-21−/−mice and cultured
those on OP9-DL1 and OP9-GFP cells for up to 15 days. We
determined the frequencies of generated T, NK and B cells over T-Lineage and Alternative Lineage Fate
Decisions Are Mostly Unaltered in the
Absence of miR-21 In a next step, we tested whether loss of miR-21 may result in
altered potential to generate lymphocytes. We utilized the OP9-
DL1 and OP9-GFP system to monitor T, B, and NK lineage November 2018 | Volume 9 | Article 2497 Frontiers in Immunology | www.frontiersin.org 6 miR-21 in T-Cell Development Kunze-Schumacher et al. GURE 5 | miR-21-deficiency or overexpression do not alter T-cell development in BM chimeras. (A) Representative flow cytometric analysis of competitive BM
meras 8 weeks after transfer, CD45.1: competitor population; CD45.2: test population (WT control or miR-21−/−). Thymi were stained with antibodies against
45.1, CD45.2, CD4, and CD8α. Numbers adjacent to gates and in quadrants represent frequencies. (B) Comparative analysis of thymocyte subpopulations in
45.2 test populations (WT control or miR-21−/−) of competitive chimeras, n = 9 per group. (C) Representative flow cytometric analysis of overexpression
meras 8 weeks after transfer. Thymi were stained with antibodies against CD4 and CD8α. Left panels display distribution of GFP−(untransduced) thymocytes in EV
mpty vector) control or OE (miR-21-overexpression) chimeras. Right panels indicate GFP+ (transduced) thymocytes. Numbers in quadrants represent frequencies. Statistical analysis of flow cytometric results of DN1, DN2, DN3, DP, pre- and post-selection DP, SP4, and SP8 populations from GFP−EV, GFP−OE, GFP+ EV,
P+ OE thymocyte subsets indicated as frequencies, inter alia shown in (C), n = 2-5. Analysis of significance were performed using one-way analysis of variance
owed by Tukey’s test. Indicated significant results are representative of latter test. FIGURE 5 | miR-21-deficiency or overexpression do not alter T-cell development in BM chimeras. (A) Representative flow cytometric analysis of competitive BM
chimeras 8 weeks after transfer, CD45.1: competitor population; CD45.2: test population (WT control or miR-21−/−). Thymi were stained with antibodies against
CD45.1, CD45.2, CD4, and CD8α. Numbers adjacent to gates and in quadrants represent frequencies. (B) Comparative analysis of thymocyte subpopulations in
CD45.2 test populations (WT control or miR-21−/−) of competitive chimeras, n = 9 per group. (C) Representative flow cytometric analysis of overexpression
chimeras 8 weeks after transfer. Thymi were stained with antibodies against CD4 and CD8α. Left panels display distribution of GFP−(untransduced) thymocytes in EV
(empty vector) control or OE (miR-21-overexpression) chimeras. Right panels indicate GFP+ (transduced) thymocytes. Numbers in quadrants represent frequencies. Frontiers in Immunology | www.frontiersin.org T-Lineage and Alternative Lineage Fate
Decisions Are Mostly Unaltered in the
Absence of miR-21 (D) Statistical analysis of flow cytometric results of DN1, DN2, DN3, DP, pre- and post-selection DP, SP4, and SP8 populations from GFP−EV, GFP−OE, GFP+ EV,
GFP+ OE thymocyte subsets indicated as frequencies, inter alia shown in (C), n = 2-5. Analysis of significance were performed using one-way analysis of variance
followed by Tukey’s test. Indicated significant results are representative of latter test. levels upon loss of miR-21 in DN2b thymocytes (Figure 6B)
indicating a preference of miR-21 in promoting alternative
lineage fate decisions. However, in vitro differentiation indicated
that physiological levels of miR-21 are sufficient to maintain
adequate levels of Bcl11b. Thus, we concluded that loss of miR-21 time and observed no detectable changes compared to WT on
OP9-DL1 (Figure 6A) or on OP9-GFP cells (Figure S3). Given
the critical role of the transcription factor Bcl11b at this stage,
we assessed its relative abundance in DN2a and DN2b of miR-
21-sufficient and deficient mice. We identified elevated Bcl11b November 2018 | Volume 9 | Article 2497 Frontiers in Immunology | www.frontiersin.org 7 miR-21 in T-Cell Development Kunze-Schumacher et al. FIGURE 6 | T-lineage and alternative lineage fate decisions are mostly unaltered in the absence of miR-21. (A) Sorted DN2a and DN2b cells were cultured on
OP9-DL1 cells for up to 15 days. Generation of T, NK, and B cells was assessed by flow cytometry at indicated periods of time. Pooled data of two independent
experiment. Each dot represents one mouse, n = 4-7 per group. (B) Analysis of expression of Bcl11b in sorted DN2a and b thymocytes of WT or miR-21−/−mice by
quantitative RT-PCR. Expression levels were normalized to Hprt. Each dot represents one mouse, n = 4. FIGURE 6 | T-lineage and alternative lineage fate decisions are mostly unaltered in the absence of miR-21. (A) Sorted DN2a and DN2b cells were cultured on
OP9-DL1 cells for up to 15 days. Generation of T, NK, and B cells was assessed by flow cytometry at indicated periods of time. Pooled data of two independent
experiment. Each dot represents one mouse, n = 4-7 per group. (B) Analysis of expression of Bcl11b in sorted DN2a and b thymocytes of WT or miR-21−/−mice by
quantitative RT-PCR. Expression levels were normalized to Hprt. Each dot represents one mouse, n = 4. does not result in detectable changes regarding lineage potential
of DN2 thymocytes. the expression of CD25 and CD44 over time. Loss of miR-21 Does Not Affect
Endogenous T-Cell Regeneration g
g
Having defined the dispensable role of miR-21 in steady-state
thymus and periphery, we next addressed whether miR-21
is contributing to stress regulated responses. We adopted an
approach from Dudakov et al. (38) using sublethal total body
irradiation to induce thymic stress and subsequent endogenous
regeneration (Figures 7A-C). We assessed frequencies of DN
and DP thymocytes every third to fourth day. As controls,
we used non-irradiated mice as well as irradiated mice (both
WT and miR-21−/−), which were immediately sacrificed upon
irradiation. At day 3/4 post irradiation, we detected nearly
complete absence of DP thymocytes in WT and miR-21−/−
thymi, whereas frequencies of SP4 and SP8 cells were highest at
this time point. This pattern was inversed at day 7/8. We observed
profound changes in levels of DN thymocytes as indicated by T-Lineage and Alternative Lineage Fate
Decisions Are Mostly Unaltered in the
Absence of miR-21 These changes
were largely dependent on the loss of DP cells. In light of
this, frequencies of DN3 thymocytes reached highest levels 7
days post irradiation in WT and miR-21-deficient mice, but
after 14 days, frequencies declined again. We did not observe
any statistically significant differences between WT and miR-
21-deficient mice. Thus, we concluded that miR-21 does not
contribute to endogenous regeneration of the thymus after
sublethal irradiation. Frontiers in Immunology | www.frontiersin.org Flow Cytometry and Cell Sorting Flow Cytometry and Cell Sorting
Monoclonal antibodies specific for B220 (RA3-6B2), CCR7
(4B12), CD4 (GK1.5), CD5 (53-7.3), CD8α (53-6.7), CD24
(M1/69), CD25 (PC61.5), CD28 (E18), CD44 (IM7), CD45.1
(A20), CD45.2 (104), CD62L (MEL-14), CD69 (H1.2F3),
CD117 (2B8), CD127 (SB/199), CD135 (A2F10), Foxp3 (MF23),
NK1.1 (PK136), TCRβ (H57-597), TCRγδ (GL3), Sca-1 (D7)
were used as AmCyan, Brilliant Violet 510 (BV510), BV421,
Pacific Blue (PB), eFluor450, fluorescein isothiocyanate (FITC),
Alexa488, Alexa647, phycoerythrin (PE), peridinin chlorophyll
protein-Cy5.5 (PerCP-Cy5.5), PE-Cy7, APC, APC-Cy7 and were
purchased from eBioscience, BD Biosciences, or Biolegend. Allophycocyanin (APC)-conjugated CD1d/PBS-57 (αGalCer
analog) loaded and unloaded tetramers were provided by the
NIH Tetramer Core Facility. Cells were acquired using a BD
FACSCanto II and data was analyzed using FlowJo software (Tree
Star). Lin−cells were isolated from total BM by staining cell
suspensions obtained from the femur and tibia with a lineage-
specific antibody cocktail followed by magnetic bead depletion
using the Lineage Cell Depletion Kit as per manufacturer’s
instructions (Miltenyi Biotec). DN thymocytes were isolated
from total thymocytes by staining cell suspensions with anti-CD4
(RL1.72) and anti-CD8 (M31), followed by lysis with Low Tox-
M Rabbit Complement (Cedarlane Laboratories) and subsequent
density gradient centrifugation with Lympholyte-M (Cedarlane
Laboratories). Cells were sorted using a FACS Aria II cell sorter. Based on this assumption, we assessed a potential role of miR-
21 in a model of thymic regeneration. Endogenous regeneration
is critical for restoration of immune competence after stress
or pre-conditioning for hematopoietic stem cell transplantation
(44). However, also in this model miR-21 turned out to be
completely expendable. What might be the reason underlying the mild or absent
phenotype in steady-state miR-21-deficient mice? Notably, the
most prominent functions of miR-21 have been discovered
using pharmacological inhibition of miR-21 using antagonists
(40, 41). In contrast, constitutive loss of miR-21 appears to
be only functional in the context of malignancy (42, 43, 45). This discrepancy suggests that in the unperturbed organism,
constitutive loss of miR-21 might be compensated for by a yet to
be identified mechanism (46). Recently, it has been demonstrated
that, in contrast to tumor cell lines, virtually no de-repression
of miR-21 targets can be observed in healthy mouse liver from
miR-21-deficient mice or upon treatment with miR-21 inhibitors
(47). This lack of target recognition by miR-21 was not due
to specific characteristics of the seed region, but correlated
with lack of association with polysomes, when compared to
other miRNAs. DISCUSSION We confirmed miRNA expression profiling showing that miR-
21 is prominently expressed in thymocytes and is subject
to substantial changes in expression levels during T-cell
development (15–17). Hence, we hypothesized that defined
expression levels of miR-21 were required to sustain physiologic
T-cell development. We tested this hypothesis using a variety
of approaches, including analysis of miR-21-deficient mice November 2018 | Volume 9 | Article 2497 Frontiers in Immunology | www.frontiersin.org 8 miR-21 in T-Cell Development Kunze-Schumacher et al. Loss of miR-21 does not affect endogenous T-cell regeneration. (A) Representative flow cytometric analysis of thymi from WT and miR-21−/−mice
antibodies against CD25 and CD44. Numbers in right bottom quadrants represent frequencies of DN3 thymocytes. Regeneration of DN thymocytes was
indicated periods of time in non-irradiated mice or post sublethal irradiation. Pooled data of two independent experiments. (B) Representative flow
analysis of thymi from WT and miR-21−/−mice stained with antibodies against CD4 and CD8α. Numbers adjacent to right gate represent frequencies of
ytes. Regeneration of DP, SP4, and SP8 thymocytes was assessed at indicated periods of time in non-irradiated mice or post sublethal irradiation. Pooled
independent experiments. (C) Statistical analysis of flow cytometric results shown in (A,B). Each dot represents one mouse, n = 4-5 per genotype. nalysis were performed using unpaired Mann-Whitney test. FIGURE 7 | Loss of miR-21 does not affect endogenous T-cell regeneration. (A) Representative flow cytometric analysis of thymi from WT and miR-21−/−mice
stained with antibodies against CD25 and CD44. Numbers in right bottom quadrants represent frequencies of DN3 thymocytes. Regeneration of DN thymocytes was
assessed at indicated periods of time in non-irradiated mice or post sublethal irradiation. Pooled data of two independent experiments. (B) Representative flow
cytometric analysis of thymi from WT and miR-21−/−mice stained with antibodies against CD4 and CD8α. Numbers adjacent to right gate represent frequencies of
DP thymocytes. Regeneration of DP, SP4, and SP8 thymocytes was assessed at indicated periods of time in non-irradiated mice or post sublethal irradiation. Pooled
data of two independent experiments. (C) Statistical analysis of flow cytometric results shown in (A,B). Each dot represents one mouse, n = 4-5 per genotype. Statistical analysis were performed using unpaired Mann-Whitney test. November 2018 | Volume 9 | Article 2497 Frontiers in Immunology | www.frontiersin.org 9 miR-21 in T-Cell Development Kunze-Schumacher et al. at steady state, competitive BM chimeras in the contexts of
miR-21 deficiency and over-expression, as well as in vitro
differentiation. DISCUSSION When comparing miR-21-deficient and sufficient
mice at steady state, we observed some statistically significant
differences in population sizes for DN2 cells as well as Treg
cells, reduced expression levels of CD5, a surrogate marker for
TCR signal strength and elevated levels of Bcl11b in DN2b
cells. However, throughout the magnitude of these differences
were minor and could not be validated in more functional
assays, such as anti-CD3-mediated induction of negative
selection or competitive BM chimeras. Together, we concluded
that miR-21 is largely dispensable for intrathymic T-cell
development. to explain our finding that, despite high levels of expression
and dynamic changes throughout development, miR-21 does
not contribute to physiologic T-cell development and thymic
regeneration. Nevertheless, the underlying molecular mechanism that
selectively prevents miR-21 to actively target actively translated
mRNA remains unclear. So far, expression of miR-21 has almost
exclusively been associated with pathology. However, ultimately,
it appears unlikely that evolution should conserve an exclusively
pathogenic molecule, so that the quest to identify the physiologic
function of miR-21 remains ongoing. Mice miR-21 knockout mice (B6;129S6-Mir21atm1Yoli/J; termed miR-
21−/−mice throughout this article) were purchased from The
Jackson Laboratory (Bar Harbor, ME). C57BL/6N mice (CD45.2)
were obtained from Charles River Laboratories, Germany. B6.SJL-PtprcaPepcb/BoyJ
mice
(CD45.1)
and
C57BL/6N
x
PtprcaPepcb/BoyJ F1 mice (CD45.1/CD45.2 heterozygous) were
bred at the ZFE, Goethe University Frankfurt. All mice were used
between 4 and 20 weeks of age and maintained under specific
pathogen-free conditions. g
g
It has been suggested that miR-21 plays a role in multiple
pathological conditions. Thus, treatment of mice with miR-
21 antagonists was able to reduce pressure induced cardiac
failure and similar antagomiRs were protective in autoimmune
encephalomyelitis, a mouse model of multiple sclerosis (40,
41). miR-21 is better characterized as an oncogene in a
variety of malignancies. Overexpression of miR-21 in mice
results in the formation of pre-B-cell lymphomas, which regress
once expression of miR-21 is shut off(29). Furthermore,
overexpression of miR-21 promoted non-small-cell lung cancer,
whereas loss of miR-21 suppressed development of tumors
(42, 43). Consistent with our finding that miR-21 is essentially
dispensable for steady-state T-cell development, these studies
suggest that the role of miR-21 appears to be largely restricted to
cellular stress or pathological settings, most prominently cancer. MATERIALS AND METHODS Despite being prominently expressed in multiple organ
systems, including immune system, liver and cardiovascular
system (14), information on the physiologic role of miR-21
remains scarce. miR-21 has been implicated as negative regulator
of T-cell activation, survival factor for memory cells as well as
downstream effector of PD-1 signaling (18–20, 39). Frontiers in Immunology | www.frontiersin.org Ethics Statement All animal experiments were performed in accordance with local
and institutional guidelines and have been approved by the
Regierungspräsidium Darmstadt, Abteilung Veterinärwesen. Flow Cytometry and Cell Sorting Thus, in healthy cells, miR-21 is selectively
absent from translationally very active mRNA. This finding helps November 2018 | Volume 9 | Article 2497 Frontiers in Immunology | www.frontiersin.org 10 miR-21 in T-Cell Development Kunze-Schumacher et al. Competitive BM Chimeras In vivo T-Cell Receptor Stimulation
Mice, WT or miR-21−/−, were injected with 200 µg purified
anti-mouse CD3 (17A2, Biolegend). After 48 h, thymi were
harvested, stained with monoclonal antibodies against lineage
markers followed by Zombie Aqua
TM (Biolegend) staining to
exclude dead cells. Cells were fixed using formaldehyde (4%)
and permeabilized prior to caspase-3 staining (Asp175, CST)
followed by staining with secondary donkey anti-rabbit-Alexa647
(Poly4064, Biolegend) and flow cytometric analysis. For BrdU
incorporation, mice were injected i.v. (2 mg/mouse) 3 h before
analysis. Staining for BrdU was performed according to the
manufacturer’s instructions using a FITC anti-BrdU antibody
(Biolegend, clone: 3D4) after fixation, permeabilization (BD
Biosciences) and DNase-treatment of the cells (Sigma-Aldrich,
30 µg). Donor BM cells from WT (CD45.1, competitor), WT (CD45.2,
test) and miR-21−/−(CD45.2, test) were prepared as described
above. Recipient CD45.1/CD45.2 mice were lethally irradiated
(9 Gy)
and
reconstituted
intravenously
with
mixtures
of
competitor and test cells in a 1:1 ratio 4 h after irradiation (a total
of 2 × 106 cells per mouse). Mice were treated with antibiotics in
the drinking water for 2 weeks and analyzed after 8 weeks. Thymus Regeneration WT or miR-21−/−mice were sublethally irradiated (5,5 Gy) and
thymi were harvested at days 0, 3, 7, and 14 post irradiation. Cells
were stained with monoclonal antibodies against lineage markers
(CD4, CD8, CD25, CD44, and CD117) followed by viability
staining and were analyzed by flow cytometry. titative Real-Time PCR (qRT-PCR) Quantitative Real-Time PCR (qRT-PCR)
Total RNA from different sorted mouse T cells was prepared
using
the
miRNeasy
kit
(Qiagen)
as
recommended
by
the manufacturer. Expression of miR-21 was assessed by
quantitative qRT-PCR using miRNA specific looped reverse
transcriptase primers and TaqMan probes for hsa-miR-21
(Applied Biosystems, Taqman miRNA Assay ID 00397). Relative
Expression was calculated as % expression of snoRNA412
as house-keeping genes using the 1 cycle threshold method
(Applied Biosystems, ID 001243). Retroviral Transduction For production of miR-21-expressing virus particles, HEK293T
cells were transfected with pCL-Eco (co-expressing gag, pol and
env derived from murine leukema virus) and MDH1-PGK-
GFP_2.0-miR-21 or the empty vector control for 8 h using
a calcium phosphate transfection kit (Takara). Subsequently,
medium was exchanged and supernatant containing retroviral
particles was harvested 24, 48, and 72 h after transfection. For transduction of lineage-depleted BM, cells were cultured
overnight in minimum essential medium (Gibco) containing
20% FCS (GE Healthcare) in the presence of mouse SCF
(50 ng/mL), IL-7 (25 ng/mL), Flt3-L (25 ng/mL), and IL-6
(20 ng/mL) (all obtained from Peprotech) at a density of 1
× 106 cells/mL in a 24-well plate (Sarstedt). On day 2 and
3, cells were transduced with respective viruses supplemented
with polybrene (8 µg/mL; Sigma-Aldrich) using spin infection
(700 g, 1.5 h, room temperature) and subsequent incubation for
4 h in a 37◦C incubator before replacing with fresh medium
containing cytokines. The following day, 5 × 105 cells were
injected intravenously into recipients 4 h after lethal irradiation
(9 Gy). Mice were given antibiotics in the drinking water for 2
weeks and analyzed after 8 weeks. Expression of Bcl11b was determined by reverse transcription
using M-MLV Reverse Transcriptase (Promega) and random
hexamer Oligo(dT)12-18 primers (Progmega) according to
the manufacturer’s protocol. Quantitative RT-PCR analysis of
Bcl11b expression was performed using the respective Bcl11b
TaqMan probe (Applied Biosystems, Mm01332818_m1). Fold
differences were calculated using the 1 cycle threshold method
normalized to Hprt as housekeeping gene (Applied Biosystems,
Mm00446968_m1). All reactions were performed as triplicates on a Quantstudio 3
(Applied Biosystems). Cell Preparations Flt3-L, and 1 ng/mL IL-7 for OP9-DL1 T cell differentiation
and 5 ng/mL IL-7 for OP9-GFP cultures (all obtained from
Peprotech). After 4 days, half of the culture medium was replaced
with fresh medium and at day 7 of differentiation thymocytes
were harvested and separated from contaminating OP9 cells by
filtering the cocultured cells through a 50 µm filter (Sysmex)
prior to seed onto fresh OP9 monolayers. Lineage differentiation
was monitored for up to 15 days. Discrimination of dead cells
were performed using 7-amino-actinomycin D according to the
manufacturer’s instructions. Thymus, spleen and inguinal lymph nodes were meshed through
a 70 µm cell strainer (Corning) to obtain single-cell suspensions. For spleen, red blood cells (RBCs) were depleted using Qiagen
RBC Lysis Solution according to manufacturer’s instructions. Construction of miRNA Expression Vectors Construction of miRNA Expression Vectors
The retroviral construct MDH1-PGK-GFP_2.0-miR-21 was
generated to achieve stable overexpression of miR-21. For this
reason, the 273-bp miRNA gene segment containing the miR-21
hairpin was amplified and introduced via XhoI and EcoRI in the
3’ LTR under control of the human H1 promoter of the empty
vector MDH1-PGK-GFP_2.0. The empty vector was a gift from
Chang-Zheng Chen (Addgene plasmid # 11375) and served as
a control. For both vectors, eGFP is encoded as a reporter gene
under control of the PGK promoter and served to determine
transduction efficiency. REFERENCES 10. Li QJ, Chau J, Ebert PJ, Sylvester G, Min H, Liu G, et al. miR-181a is an
intrinsic modulator of T cell sensitivity and selection. Cell (2007) 129:147–61. doi: 10.1016/j.cell.2007.03.008 1. Kueh HY, Yui MA, Ng KK, Pease SS, Zhang JA, Damle SS, et al. Asynchronous
combinatorial action of four regulatory factors activates Bcl11b for T cell
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enzyme Dicer. J Exp Med. (2005) 201:1367–73. doi: 10.1084/jem.20050572 16. Statistical Analysis Single-cell suspensions of thymocytes from WT and miR-21−/−
mice were incubated for up to 48 h cells in minimum essential
medium (Gibco) containing 20% FCS (GE Healthcare). After
0, 24 and 48 h, cells were stained with monoclonal antibodies
against CD4 and CD8 followed by Annexin V detection and
staining with PI according to manufacturer’s kit instructions
(Biolegend). All analysis was performed using GraphPad Prism software
(version 7). Data are represented as mean plus or minus SEM
and P < 0.05 was considered as significant. In all figures, ∗P <
0.05; ∗∗P < 0.01; ∗∗∗P < 0.001; ∗∗∗∗P < 0.0001; ns, not significant. Analysis of significance between 2 groups of mice was performed
using unpaired t-tests unless otherwise specified in the figure
legends. For comparison between three or more groups, one-way
analysis of variance followed by Tukey’s test was used. All analysis was performed using GraphPad Prism software
(version 7). Data are represented as mean plus or minus SEM
and P < 0.05 was considered as significant. In all figures, ∗P <
0.05; ∗∗P < 0.01; ∗∗∗P < 0.001; ∗∗∗∗P < 0.0001; ns, not significant. Analysis of significance between 2 groups of mice was performed
using unpaired t-tests unless otherwise specified in the figure
legends. For comparison between three or more groups, one-way
analysis of variance followed by Tukey’s test was used. SUPPLEMENTARY MATERIAL The Supplementary Material for this article can be found
online at: https://www.frontiersin.org/articles/10.3389/fimmu. 2018.02497/full#supplementary-material ACKNOWLEDGMENTS This work was funded by grants from the German Research
Foundation (DFG) KR2320/5-1 and SFB902-B15 (to AK). We
are grateful to Dr. Tobias Schmid for helpful discussions and
would like to acknowledge Praveen Mathoor for assistance in cell
sorting. AUTHOR CONTRIBUTIONS y
y
Influx of Ca2+ was performed as previously described (12) with
minor modifications. Briefly, 5 × 106 thymocytes from CD45.1
WT mice were mixed with an equal amount of thymocytes
from miR-21−/−mice and incubated for 1 h in 1 mL Ca2+- and
Mg2+-free Hanks’ PBS (HBSS, pH 7.4) (Sigma-Aldrich) at room
temperature. Cells were washed and loaded with Fluo-4 (3 µM)
and FuraRed (6 µM) dyes (both Invitrogen) and incubated at
37◦C in Ca2+- and Mg2+-sufficient HBSS (Gibco). After 45 min,
cells were simultaneously stained for CD45.1, CD45.2, CD4,
and CD8α and stimulated with 100 µg purified anti-mouse
CD3 (17A2, Biolegend) for 30 min on ice. Subsequently, cells
were rested at 37◦C for 30 min. For flow cytometric analysis, a
baseline for 30 s was recorded prior to addition of 12 µg goat
anti-rat antibody (Jackson ImmunoResearch). Data acquisition
was performed for additional 210 s. Finally, 2 µg ionomycin
(Sigma-Aldrich) were added as positive control. For data analysis,
median peak height resulting from anti-CD3-stimulation was
determined. HK-S, SW, and EI performed experiments. HK-S and AK
analyzed data. HK-S and AK designed experiments. HK-S and
AK wrote the manuscript. All authors reviewed and corrected the
manuscript. OP9 Cocultures OP9-DL1/OP9-GFP co-culture assays were essentially performed
as described previously (48). Sorted precursors (DN2a and
DN2b) were plated onto subconfluent OP9 BM stromal cells
expressing either the Notch ligand Delta-like ligand 1 (OP9-DL1)
or GFP (OP9-GFP) as a control in a 24-well plate. Cocultures
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et al. The microRNA miR-181 is a critical cellular metabolic rheostat essential
for NKT cell ontogenesis and lymphocyte development and homeostasis. Immunity (2013) 38:984–97. doi: 10.1016/j.immuni.2013.02.021 37. Rothenberg EV. The chromatin landscape and transcription factors
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Immunol. (2013) 25:601–11. doi: 10.1093/intimm/dxt027 31. ZlotoffDA, Sambandam A, Logan TD, Bell JJ, Schwarz BA, Bhandoola A. CCR7 and CCR9 together recruit hematopoietic progenitors to the adult
thymus. Blood (2010) 115:1897–905. doi: 10.1182/blood-2009-08-237784 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. 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. 32. Germar K, Dose M, Konstantinou T, Zhang J, Wang H, Lobry C, et al. T-cell
factor 1 is a gatekeeper for T-cell specification in response to Notch signaling. Proc Natl Acad Sci USA. (2011) 108:20060–5. doi: 10.1073/pnas.1110230108 Copyright © 2018 Kunze-Schumacher, Winter, Imelmann and Krueger. This is an
open-access article distributed under the terms of the Creative Commons Attribution
License (CC BY). Frontiers in Immunology | www.frontiersin.org November 2018 | Volume 9 | Article 2497 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
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Portuguese
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Atravessando períodos nebulosos: a experiência da família da criança portadora da Síndrome de Down
|
Revista Brasileira de Enfermagem
| 2,011
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cc-by
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RESUMO
RESUMO
RESUMO
RESUMO
RESUMO O objetivo deste estudo foi o de compreender como é para a família ter uma criança com Síndrome de Down entre seus membros, para
que, a partir dessa compreensão, as enfermeiras possam propor e realizar um cuidado com ênfase nas respostas da família aos problemas
atuais e potenciais vividos. Utilizaram-se o Interacionismo Simbólico e os passos iniciais da Teoria Fundamentada nos Dados. Oito famílias
compuseram o estudo, e apresentaram-se os resultados referentes a um fenômeno: “Atravessando períodos nebulosos” e suas categorias:
“Deparando-se com o inimaginável”, “Moldando-se à nova realidade” e “Vivendo desilusões”. Ao longo da experiência, a família enfrenta
períodos de incertezas e dúvidas, demandando novas atitudes e confronto com o desconhecido. Os profissionais da saúde, especificamente
da enfermagem, têm ficado à margem do trabalho com essas famílias. Impõe-se a necessidade de orientá-las e apoiá-las, particularmente
no enfrentamento de períodos de dificuldades e dúvidas, com o objetivo de minimizá-los e até evitá-los. Descritores:
Descritores:
Descritores:
Descritores:
Descritores: Síndrome de Down; Enfermagem; Família; Criança. ABSTRACT
ABSTRACT
ABSTRACT
ABSTRACT
ABSTRACT The purpose of this study was to understand how the family faces the challlenge of having a child with Down Syndrome among its
members, so that, from this understanding, nurses can propose and carry out a careful emphasis on family responses to current and
potential problems experienced. Symbolic Interactionism and the initial steps of Grounded Theory were used. The study comprised eight
families and the results of a phenomenon were presented: “Going though cloudy periods” and its categories: “Faced with the unimaginable”,
“Adapting to the new reality” and “Living with disappointments”. Throughout the experience, families face periods of uncertainty and
doubt, requiring new attitudes and coping with the unknown. Health professionals, specifically in nursing, have remained outside the work
done with these families. The need to guide and support such families is vital, particularly in coping with periods of difficulties and doubts,
in order to minimize and possibly avoid them. p
y
KKKKKey wor
ey wor
ey wor
ey wor
ey words:
ds:
ds:
ds:
ds: Down syndrome; Nursing; Family; Children. Michelle Darezzo Rodrigues Nunes. Av. Caramuru, 2100, Bloco 3, Apto 932. CEP: 14030-000. Ribeirão Preto, SP.
E-mail: mid13@hotmail.com
AAAAAUTOR CORRESPONDENTE
UTOR CORRESPONDENTE
UTOR CORRESPONDENTE
UTOR CORRESPONDENTE
UTOR CORRESPONDENTE * Recorte de dissertação de mestrado, financiada pela FAPESP, vinculado ao Programa de Pós-Graduação da Universidade Federal de São Carlos. Revista
Brasileira
de Enfermagem
REBEn Revista
Brasileira
de Enfermagem
REBEn PESQUISA
PESQUISA
PESQUISA
PESQUISA
PESQUISA
PESQUISA
PESQUISA
PESQUISA
PESQUISA
PESQUISA Atravessando períodos nebulosos: a e
Atravessando períodos nebulosos: a e
Atravessando períodos nebulosos: a e
Atravessando períodos nebulosos: a e
Atravessando períodos nebulosos: a experiência
xperiência
xperiência
xperiência
xperiência
da família da criança portadora da Síndr
da família da criança portadora da Síndr
da família da criança portadora da Síndr
da família da criança portadora da Síndr
da família da criança portadora da Síndrome de Down*
ome de Down*
ome de Down*
ome de Down*
ome de Down*
Atravesando períodos nebulosos: la experiencia de la familia del niño con Síndrome de Down
Going through cloudy periods: the experience of families of children with Down Syndrome Atravessando períodos nebulosos: a e
Atravessando períodos nebulosos: a e
Atravessando períodos nebulosos: a e
Atravessando períodos nebulosos: a e
Atravessando períodos nebulosos: a experiência
xperiência
xperiência
xperiência
xperiência
da família da criança portadora da Síndr
da família da criança portadora da Síndr
da família da criança portadora da Síndr
da família da criança portadora da Síndr
da família da criança portadora da Síndrome de Down*
ome de Down*
ome de Down*
ome de Down*
ome de Down* Atravesando períodos nebulosos: la experiencia de la familia del niño con Síndrome de Down
Going through cloudy periods: the experience of families of children with Down Syndrome Michelle Darezzo Rodrigues Nunes
Michelle Darezzo Rodrigues Nunes
Michelle Darezzo Rodrigues Nunes
Michelle Darezzo Rodrigues Nunes
Michelle Darezzo Rodrigues NunesIIIII, Giselle Dupas
, Giselle Dupas
, Giselle Dupas
, Giselle Dupas
, Giselle DupasIIIII, Lucila Castanheira Nascimento
, Lucila Castanheira Nascimento
, Lucila Castanheira Nascimento
, Lucila Castanheira Nascimento
, Lucila Castanheira Nascimento IUniversidade Federal de São Carlos. Departamento de Enfermagem. São Carlos, SP
IIUniversidade de São Paulo. Escola de Enfermagem de Ribeirão Preto, SP INTRODUÇÃO
INTRODUÇÃO
INTRODUÇÃO
INTRODUÇÃO
INTRODUÇÃO A coleta de dados se deu, no período de agosto de 2008 a
julho de 2009, por meio de entrevista semiestruturada a qual foi
iniciada com a questão: “Como é para vocês ter uma criança com
Síndrome de Down na família?” À medida que esta questão era
explorada pelos participantes, outras foram formuladas. Frases
como: “Como assim?” “Me fale mais sobre isto” foram utilizadas. Em todas as entrevistas, participaram pelo menos dois membros
da família, em sua maioria, a mãe e o pai; outros membros, porém,
também se fizeram presentes, sendo eles avó, irmã, prima em ter-
ceiro grau e prima em primeiro grau, totalizando 21 familiares. Por ainda se encontrar em fase de crescimento e desenvolvi-
mento, a criança necessita de estímulos, atenção, carinho, com-
preensão e proteção(3). Os primeiros anos de vida de uma criança
constituem um período crítico em seu desenvolvimento cognitivo,
e o papel da família nesse período é fundamental, principalmente
nos casos de crianças com necessidades especiais, relacionadas à
aspectos cognitivos. Seu desenvolvimento não depende só do grau
em que são afetadas intelectualmente, mas também de vários out-
ros fatores, sendo o ambiente familiar o principal deles(4,5). Assim,
capacidades cognitivas e motoras, desde que sejam treinadas e
façam parte da vida social das crianças com SD, virão a se desen-
volver, pois a inteligência se constrói, dependendo do contexto
familiar, social e escolar de que a criança participa(6). Foi realizada uma entrevista com cada família, com exceção de
uma delas, visitada duas vezes com o objetivo de aprofundar os
dados colhidos anteriormente. Todas as entrevistas foram realiza-
das no domicílio dos participantes com duração média de uma
hora e quarenta minutos. Todas residiam no município de São Car-
los, interior de São Paulo. Cada membro entrevistado assinou o
Termo de Consentimento Livre e Esclarecido, sendo deixada uma
cópia para eles, após a exposição do objetivo da pesquisa e es-
clarecimentos de possíveis dúvidas. Nessa mesma ocasião, foram
garantidos o anonimato e o sigilo das informações coletadas, e
solicitava-se autorização para gravar a entrevista. A atuação dos profissionais de saúde junto a essas famílias es-
clarecendo e incentivando a precocidade de estímulos adequados
é de fundamental importância(4). Outros autores destacam a ne-
cessidade de um trabalho de apoio e intervenção na família, o que
poderá refletir na melhora do desenvolvimento cognitivo da cri-
ança portadora de SD(5). INTRODUÇÃO
INTRODUÇÃO
INTRODUÇÃO
INTRODUÇÃO
INTRODUÇÃO como referencial teórico o Interacionismo Simbólico (IS) que apre-
senta a particularidade do ser humano interagir, interpretar, definir
e agir no seu cotidiano, de acordo com o significado que ele atribui
à situação vivida(9). Como referencial metodológico de análise, op-
tou-se pela Teoria Fundamentada nos Dados (TFD) que permite a
geração de teorias a partir de dados obtidos e analisados de ma-
neira sistemática e concomitante, por meio de uma comparação
dos dados, de um ir e vir a eles, da coleta para a análise e vice-
versa(10). Por envolver seres humanos, o projeto de pesquisa foi
submetido à revisão ética e ao acompanhamento do Comitê de
Ética da Universidade Federal de São Carlos (UFSCar) (Processo
n° CAAE-0040.0.135.000-08), tendo sido aprovado. Nas últimas décadas, o Brasil passou por transformações de-
mográficas profundas que levaram ao crescimento da situação de
cronicidade no perfil de morbimortalidade da população(1). Atual-
mente, as condições crônicas constituem problemas de saúde que
requerem gerenciamento contínuo por um período de vários anos
ou décadas e abarcam uma categoria extremamente vasta de agra-
vos que, aparentemente, poderiam não ter nenhuma relação entre
si. No entanto, doenças transmissíveis, não transmissíveis e inca-
pacidades estruturais incluem-se nessa categoria. As condições crônicas apresentam como ponto em comum ser-
em persistentes e necessitarem de certo nível de cuidados perma-
nentes. Independente da causa, elas exigem mudanças no estilo de
vida e gerenciamento da saúde por um período de tempo(2). As-
sim, a síndrome de Down (SD) pode ser considerada uma condição
crônica de saúde, já que apresenta as características pontuadas
acima e requer um investimento familiar e da própria pessoa
acometida, para gerenciar as situações cotidianas, demandando
um tempo de dedicação diária e seguimento em longo prazo. Participaram da pesquisa oito famílias de crianças com SD, as
quais foram convidadas por meio de um grupo de apoio de uma
cidade do interior paulista. Esse grupo foi constituído por iniciativa
das próprias famílias que possuíam crianças com SD. Suas ativi-
dades eram coordenadas por uma enfermeira e realizadas nas de-
pendências de uma universidade localizada no município onde a
pesquisa foi desenvolvida. RESUMEN
RESUMEN
RESUMEN
RESUMEN
RESUMEN El objetivo de este estudio fue lo de comprender cómo es para la familia tener un niño con Síndrome de Down entre sus membros,para
que, a partir de esa comprensión, las enfermeras puedan proponer y realizar un cuidado con énfasis en las respuestas de la familia a los
problemas actuales y potenciales vividos. Se utilizó el Interacionismo Simbólico y pasos iniciales de la Teoría Fundamentada en los Datos. Ocho familias compusieron el estudio y se presentaron los resultados referentes a un fenómeno: “Atravesando períodos nebulosos”, y sus
categorías: “Deparándose com el inimaginable” “Moldándose a la nueva realidad” y “Viviendo desilusiones”. A lo largo de la experiéncia,
la família enfrenta períodos de inseguridades y dudas, demandando nuevas actitudes y confronto com el desconocido. Los profesionales
de la salud y, especificamente de la enfermería, han quedado a las orillas del trabajo con esas famílias. Se impone la necesidad de
orientarlas y apoyarlas, particularmente en el enfrentamiento de períodos de dificultades y dudas, con el objetivo de minimizarlos y hasta
mismo evitarlos. Descriptores:
Descriptores:
Descriptores:
Descriptores:
Descriptores: Síndrome de Down; Enfermaje; Família; Niño. * Recorte de dissertação de mestrado, financiada pela FAPESP, vinculado ao Programa de Pós-Graduação da Universidade Federal de São Carlos. 227
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Rev Bras Enferm, Brasília 2011 mar-abr; 64(2): 227-33. -abr; 64(2): 227-33. -abr; 64(2): 227-33. -abr; 64(2): 227-33. -abr; 64(2): 227-33. Nunes MDR, Dupas G, Nascimento LC. Nunes MDR, Dupas G, Nascimento LC. Nunes MDR, Dupas G, Nascimento LC. Nunes MDR, Dupas G, Nascimento LC. Nunes MDR, Dupas G, Nascimento LC. INTRODUÇÃO
INTRODUÇÃO
INTRODUÇÃO
INTRODUÇÃO
INTRODUÇÃO Tratando-se de famílias com crianças em
situações crônicas, as enfermeiras precisam avaliar suas experiên-
cias e propor intervenções específicas para aumentar a qualidade
de vida, estreitar os mecanismos de enfrentamento, manter o bem-
estar e promover a saúde dos membros da família(7). Enfermeiras
podem ter um importante papel na promoção de resiliência e
adaptação nas famílias de crianças com SD, se elas reconhecerem
e valorizarem as capacidades naturais das famílias para suportar,
sobreviver e prosperar, mesmo na presença de constantes desafios
associados à criança com SD(8). As entrevistas foram transcritas, na íntegra, logo após sua reali-
zação, para que não perdêssemos detalhes. As famílias foram iden-
tificadas por números, conforme ordem de ingresso na pesquisa. A análise dos dados foi realizada concomitantemente à coleta,
procedendo-se à análise comparativa constante, seguindo os pas-
sos preconizados pelo referencial, que envolvem codificação aber-
ta ou substantiva (conceitualização dos dados e categorização dos
dados), codificação axial ou teórica e aplicação do modelo do para-
digma(11). Esta metodologia trabalha com um processo constante
construção dos dados que permite ao pesquisador parar em
qualquer nível de análise dos dados e expor o encontrado. Assim,
este estudo foi conduzido até a codificação axial, embora esta
metodologia proponha a elaboração de um modelo teórico(12). Diante de tal cenário o objetivo deste estudo foi o de com-
preender como é para a família ter uma criança com SD entre seus
membros, para que, a partir dessa compreensão, as enfermeiras
possam propor e realizar um cuidado com ênfase nas respostas da
família aos problemas atuais e potenciais vividos. Para ilustrar a apresentação dos resultados, selecionamos al-
guns trechos das falas dos participantes e utilizamos a seguinte
padronização: os parênteses (...) indicam recortes dentro da mes-
ma fala, e as informações contidas entre colchetes [ ] referem-se a Rev Bras Enferm, Brasília 2011 mar
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Rev Bras Enferm, Brasília 2011 mar
Rev Bras Enferm, Brasília 2011 mar
Rev Bras Enferm, Brasília 2011 mar-abr; 64(2): 227-33.
-abr; 64(2): 227-33.
-abr; 64(2): 227-33.
-abr; 64(2): 227-33.
-abr; 64(2): 227-33. MÉTODO
MÉTODO
MÉTODO
MÉTODO
MÉTODO Tratou-se de pesquisa com abordagem qualitativa, que utilizou 228
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Rev Bras Enferm, Brasília 2011 mar-abr; 64(2): 227-33. -abr; 64(2): 227-33. -abr; 64(2): 227-33. -abr; 64(2): 227-33. -abr; 64(2): 227-33. Atravessando períodos nebulosos: a e
Atravessando períodos nebulosos: a e
Atravessando períodos nebulosos: a e
Atravessando períodos nebulosos: a e
Atravessando períodos nebulosos: a experiência da família da criança portadora da Síndr
xperiência da família da criança portadora da Síndr
xperiência da família da criança portadora da Síndr
xperiência da família da criança portadora da Síndr
xperiência da família da criança portadora da Síndrome de Down
ome de Down
ome de Down
ome de Down
ome de Down observações importantes que expressam comportamentos não ver-
bais dos participantes ou contextualizam as falas. a mediação de profissionais podem minimizar as consequências,
mostrando as possibilidades positivas, e não somente os aspectos
negativos. Quanto mais adequada for a revelação do diagnóstico,
menor será a situação de desamparo enfrentada pelos pais(14). Com
relação a este aspecto, é importante considerar que, embora nor-
malmente caiba ao médico comunicar aos pais o diagnóstico, os
profissionais de enfermagem são os que permanecem 24 horas
por dia nos hospitais e, por isso, os que terão maior contato com
a puérpera e seu bebê. Por esta razão, esse profissional tem papel
importante junto aos membros de uma família que vive tal situa-
ção, devendo, pois, estar preparado para cuidar da família após a
notícia, estando perto, apoiando, ouvindo, tocando, permitindo o
choro e a revolta. Categoria 1: Deparando
Categoria 1: Deparando
Categoria 1: Deparando
Categoria 1: Deparando
Categoria 1: Deparando-se com o inimaginável
-se com o inimaginável
-se com o inimaginável
-se com o inimaginável
-se com o inimaginável As famílias possuem formas diferentes de receber a notícia que
a criança tem SD e de encarar a situação. Algumas descobrem
durante a gestação, outras após o nascimento. Tomar conheci-
mento da síndrome, ainda durante a gestação, pode ser visto de
duas maneiras, uma positiva, possibilitando o preparo da família
para a chegada da criança, e a outra de forma pessimista, acredi-
tando que seria sofrer antecipadamente. Nas famílias em que a
descoberta ocorre após o nascimento, também existe outro fator
que as diferencia. Algumas notam as diferenças físicas da criança,
principalmente nos olhos quando elas nascem, e outras permanecem
não imaginando que ela tenha uma síndrome. Até a confirmação do diagnóstico, a maioria das famílias se
apega à remota possibilidade de que a presença da síndrome pos-
sa ser refutável, porém após essa confirmação, a família sofre um
grande golpe. É ver um sonho transformar-se, é viver algo inespe-
rado, diferente do planejado e desejado. É ter de mudar seus so-
nhos, seus planos de acordo com a nova situação, ver a vida alterar
seu curso, sem ter nenhum controle sobre ela, não ter escolha e
não poder optar. É praticamente ter que se reestruturar para uma
perspectiva completamente desconhecida. Apesar dos sentimentos desencadeados na descoberta, a família
aceita a ideia de ter uma criança com SD, e pais e familiares abraçam
a causa de ter um filho especial, dando-lhe todo o amor que são
capazes de dar(13). RESUL
RESUL
RESUL
RESUL
RESULTTTTTADOS E DISCUSSÃO
ADOS E DISCUSSÃO
ADOS E DISCUSSÃO
ADOS E DISCUSSÃO
ADOS E DISCUSSÃO O processo de coleta e análise dos dados nos permitiu identifi-
car dois fenômenos significativos para as famílias participantes da
pesquisa. Neste artigo, apresentamos um deles, denominado
“Atravessando períodos nebulosos”. Tal fenômeno resultou da cor-
relação entre as categorias: “Deparando-se com o inimaginável”,
“Moldando-se à nova realidade” e “Vivendo desilusões”. Na se-
quência, apresentamos as categorias e o fenômeno que as inte-
gram: É preciso ter sensibilidade e ética para reconhecer que cada
família tem uma história de vida e necessidades únicas. Por esta
razão, é importante que o profissional que dará a notícia esteja
preparado para tal, pois ele deve estar imbuído dos sentimentos
que a notícia vai desencadear e ter respeito e empatia com as
pessoas que vão receber o diagnóstico. Nesse contexto, faz-se
necessário tomar cuidado, até mesmo com o tom de voz, com a
expressão, com o uso das palavras, com o local e o momento para
dar a notícia(15). Informar correta e claramente os pais sobre a SD
de forma humanizada, com respeito, sem iludir, tampouco omitir
como provavelmente será o desenvolvimento da criança é primor-
dial para os pais. O profissional precisa ter sensibilidade para per-
ceber o que eles realmente necessitam, desejam e querem saber
naquele momento, sem deixar de considerar que a família pode
estar vivendo momentos de angústia, de ansiedade e até mesmo
de não aceitação do bebê(4). Rev Bras Enferm, Brasília 2011 mar
Rev Bras Enferm, Brasília 2011 mar
Rev Bras Enferm, Brasília 2011 mar
Rev Bras Enferm, Brasília 2011 mar
Rev Bras Enferm, Brasília 2011 mar-abr; 64(2): 227-33.
-abr; 64(2): 227-33.
-abr; 64(2): 227-33.
-abr; 64(2): 227-33.
-abr; 64(2): 227-33. Categoria 2: Moldando
Categoria 2: Moldando
Categoria 2: Moldando
Categoria 2: Moldando
Categoria 2: Moldando-se à nova realidade
-se à nova realidade
-se à nova realidade
-se à nova realidade
-se à nova realidade A ajuda e “Depois que ele foi crescendo, quando ele começou a rastejar, 229
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estimular ele também, porque só a fisioterapia uma vez por
semana [interrompeu sua fala, na intenção de dizer que essa
frequência não era suficiente]. Tinha que fazer em casa tam-
bém. Tive que aprender isso também. Tudo, a gente vai apren-
dendo pra ir ajudando ele”. Mãe 3 ficuldades, essas famílias cultivam a esperança de que tudo irá me-
lhorar e se resolver. “A médica falou: ‘sua filha tem a síndrome de Down; ela não vai
andar e não vai falar’. Ela podia ter falado: ‘existem casos que
as crianças não andam e não falam, mas há crianças que se
desenvolvem normal. Irmã 2 Após o nascimento de uma criança com SD, a família busca
adaptar-se à nova realidade e reorganizar-se para enfrentar a ex-
periência de viver e conviver com a síndrome(16). Um aspecto que
interfere no modo de a família lidar com o problema é o conheci-
mento que ela tem sobre a síndrome. “Ele não tem noção ainda do que ele está fazendo, ele tem sete
anos e pra ele é uma criancinha ainda. Fralda até menos de 2, 3
semanas [atrás] ainda tinha que usar. Não sabe ainda segurar
pra ir no banheiro ou pedir pra ir no banheiro; ele sente vonta-
de, ele faz”. Pai 3 A atuação da família junto à criança com SD depende do co-
nhecimento que ela tem sobre a síndrome e também sobre as pos-
sibilidades de tratamento(6,17). À medida que recebem explicações
e informações voltadas para o que realmente querem e necessitam
saber, maior compreensão sobre a SD e de como agir diante dela
vai sendo construída(4). “Eu vejo assim, toda ajuda, tudo que você ouve, que falam, é
tão importante, e às vezes você tá aí há muito tempo e tem
gente fazendo alguma coisa que você não sabe. Quer dizer se
tivesse um programa do governo, uma coisa esclarecendo, fa-
lando: ‘olha vocês vão conseguir isso aqui; nós estamos ofere-
cendo isso, isso e isso. Olha, o Estado fornece isso e isso pra
vocês’. Categoria 2: Moldando
Categoria 2: Moldando
Categoria 2: Moldando
Categoria 2: Moldando
Categoria 2: Moldando-se à nova realidade
-se à nova realidade
-se à nova realidade
-se à nova realidade
-se à nova realidade Mas não, você tem que sair sozinha descobrindo tudo,
aqui e ali, juntando tudo e tentando fazer o melhor. Então real-
mente falta”. Mãe 8 A experiência dos pais aponta para o fato de que muitas per-
guntas deixam de ser feitas pelo choque da informação ou por não
saberem nem ao menos do que se trata a síndrome, não tendo
conhecimento nem sobre o que e como perguntar. Depois do
primeiro impacto, quando começam a refletir sobre as informações
recebidas, surgem vários questionamentos e, normalmente, os pais
não têm com quem conversar sobre o que lhes causa maior sofri-
mento(4). Este é um papel do qual o profissional de saúde não
pode se ausentar. Ele deve atuar com o objetivo de fortalecer a
família para os enfrentamentos. As famílias dependem, nesse mo-
mento, de reconhecimento do problema do filho, de ações facilita-
doras para compreender as situações vividas, e quanto mais es-
clarecidas estiverem, melhor será seu empenho no cuidado do fi-
lho(18). A falta de sistematização das informações para essas famílias
está ilustrada na fala da Mãe 8 descrita acima, a qual, por exemplo,
evidencia a disponibilidade de recursos governamentais contem-
plados na rede de apoio, mas que, no seu caso, esses recursos
estavam subutilizados pelo seu desconhecimento. Nessa mesma
família, durante nosso encontro, a Mãe8 e seu companheiro abor-
daram outra situação de desilusão vivida, como a do preconceito. Eles nos disseram: Os pais também percebem que muitos dos problemas e medos
que tinham e ainda têm são decorrentes de informações tardias,
erradas e incompletas(15). O profissional deve estar atualizado no
que diz respeito à síndrome e deve conhecer os recursos de saúde
que o município possui que possam fazer parte da rede de apoio à
família, de forma a ter condições de fornecer informações sufi-
cientes para aquela etapa da vida da criança, sem deixar de enfati-
zar as possibilidades de desenvolvimento afetivo, social e cognitivo
destas crianças, quando estimuladas adequadamente, e também
de responder a todas as questões apresentadas pela família(6). “Preconceito (...) vem da época dos senhores feudais até hoje
(Pai 8). (...) Dói mesmo, algumas coisas doem, porque tem
pessoas que tem um preconceito enraizado, aquela coisa bem
difícil (...) e é lógico que nós já passamos por essas situações”. Categoria 2: Moldando
Categoria 2: Moldando
Categoria 2: Moldando
Categoria 2: Moldando
Categoria 2: Moldando-se à nova realidade
-se à nova realidade
-se à nova realidade
-se à nova realidade
-se à nova realidade Mãe 8 Na perspectiva das mães participantes do estudo, o apoio emo-
cional fornecido pelos pais também foi identificado como essencial
para lidar com as demandas advindas da condição da criança. Nesse
sentido, a carência desse apoio foi traduzida como uma das desi-
lusões vividas. No que diz respeito ao apoio e à participação dos
pais, as mães relatam que a ajuda no cuidado da criança é muito
restrita(21). Mães que trabalham fora exercem duplo papel, o de
cuidar do filho e da casa e do trabalho fora do lar, enquanto que os
pais mantêm somente as atividades profissionais fora do ambiente
doméstico, deixando, assim, de auxiliar as mães nas tarefas de
casa(22). Categoria 2: Moldando
Categoria 2: Moldando
Categoria 2: Moldando
Categoria 2: Moldando
Categoria 2: Moldando-se à nova realidade
-se à nova realidade
-se à nova realidade
-se à nova realidade
-se à nova realidade A nova situação vivida pela família carece de uma adequação
familiar. A primeira coisa que a família busca são respostas para
suas dúvidas. A maioria delas não sabe o que é a SD, e o que essa
nova condição acarretará para família. A busca por informações e
esclarecimentos vai de encontro à necessidade de saberem o que
fazer daqui para frente, tanto no início da experiência quanto no
decorrer da evolução e desenvolvimento da criança, por meio de
um constante aprendizado. É ter de se ajustar ao novo. Para a
família, imprime-se a necessidade de eles se mobilizarem para su-
prir lacunas de conhecimento, para conseguirem lidar com a nova
situação, na medida em que também aprendem, no cotidiano, as
demandas que surgem, ao cuidar da criança. “A gente deseja que não seja, que nem eu esperei sair o carióti-
po. Ainda quando eu fui levar o exame, eu rezava que não
fosse. Nesse período, você tem a esperança que não seja. É
lógico, ninguém quer”. Mãe 2 “No primeiro momento, foi, acho que como é pra todo mundo,
foi um choque, né? Primeiro filho, você idealiza de uma forma e
daí você fica sabendo que ela tem síndrome de Down”. Pai 4 O momento da descoberta da síndrome também tem sido foco
de destaque na literatura da área. Quando o diagnóstico da SD
ocorre durante a gestação, é de se supor que os pais terão uma
maior oportunidade de se preparar para a aceitação da condição
da criança. Contudo, devem ser consideradas as consequências
dessa revelação quando a criança ainda se encontra intraútero, por
exemplo, a convivência com sentimentos de angústia e do descon-
hecido até o nascimento da criança, momento em que os pais
poderão saber com maior precisão o grau de comprometimento
da criança. “(...) Foi difícil quando veio pra gente. Quando ela veio, era
uma coisa que era novidade. A gente não sabia nem o que
significava síndrome de Down. Eu falei: “mas o que que é isso? Qual é essa deficiência?”Depois da pediatra [referindo-se ao
momento de revelação do diagnóstico pela pediatra], a gente
mais do que depressa queria esclarecimento, né? Pra ver o que
era”. Pai 2 A revelação desse diagnóstico normalmente desencadeia senti-
mentos de choque, decepção e revolta, entre outros(4,13). Rev Bras Enferm, Brasília 2011 mar
Rev Bras Enferm, Brasília 2011 mar
Rev Bras Enferm, Brasília 2011 mar
Rev Bras Enferm, Brasília 2011 mar
Rev Bras Enferm, Brasília 2011 mar-abr; 64(2): 227-33.
-abr; 64(2): 227-33.
-abr; 64(2): 227-33.
-abr; 64(2): 227-33.
-abr; 64(2): 227-33. Categoria 3: Vivendo desilusões
Categoria 3: Vivendo desilusões
Categoria 3: Vivendo desilusões
Categoria 3: Vivendo desilusões
Categoria 3: Vivendo desilusões Ela
precisa enfrentar o nevoeiro para chegar à claridade, passar pela
tensão para alcançar a serenidade durante a experiência com a SD,
que permeia toda a família, não só na criança, pois todos os mem-
bros são afetados por ela. A literatura aponta que as mães consideram ideal ser informa-
das entre o 5º e 30º dias após o nascimento do bebê(19), portanto,
nunca no momento do parto(4). Sempre que for possível, é impor-
tante dar a notícia quando os cônjuges estiverem juntos, pois os
pais relatam sentimentos de forte angústia e sofrimento quando a
notícia é dada separadamente e, com frequência, quem recebeu
primeiro a notícia fica, por um tempo, sem coragem de contar ao
outro(15). A família se mobiliza para buscar uma saída, uma luz, certeza,
conhecimento, segurança para agir e tranquilidade para seguir em
frente. Nesta trajetória, a família, muitas vezes, se sente cansada,
desanimada, triste, decepcionada e abalada. Os familiares apre-
sentam-se com um desgaste físico e emocional intensos, mas esse
desgaste não é capaz de impedir a família de lutar, de seguir em
frente para buscar e atingir suas metas de oferecer o melhor para a
criança. Além disso, depoimentos de mães relatando como souberam
do diagnóstico da SD revelam com muita frequência a postura
negativa de alguns profissionais nesse momento(6,15), caracterizada
pelo fato de não fornecerem as explicações necessárias, deixarem
as pessoas angustiadas para o enfrentamento da nova situação,
não saberem transmitir amparo e segurança, nem estarem prepara-
dos, ou seja, não possuírem conhecimento que lhes permita ex-
plicitar informações de forma adequada(15). É necessário que os
profissionais de saúde estabeleçam relações empáticas e tratem as
pessoas com sensibilidade e atenção. Os períodos nebulosos são aqueles de incerteza, de dúvida, os
quais algo deu errado e não se sabe o que fazer, nem por onde
começar ou recomeçar. Eles ocorrem não durante toda a trajetória,
mas em alguns períodos dela, demandando atitudes novas, e con-
frontando-se com o desconhecido. Também não ocorrem ao mes-
mo tempo, mas alternadamente, dependendo da fase em que a
criança e família vivem. Quando próximo do nascimento, envolve
as incertezas e decepções da descoberta, de lidar com a criança
que apresenta características desconhecidas, que não se sabe o
que esperar da síndrome e que não se pode prever. Categoria 3: Vivendo desilusões
Categoria 3: Vivendo desilusões
Categoria 3: Vivendo desilusões
Categoria 3: Vivendo desilusões
Categoria 3: Vivendo desilusões No decorrer da
experiência, os períodos nebulosos envolvem situações de precon-
ceito ou de dificuldades relacionadas ao processo de desenvolvi-
mento da criança. Assim a família vive períodos de altos e baixos,
momentos bons e ruins e, apesar do desgaste e esforço, encara
tudo com otimismo e confiança. A família não desiste, mantém-se
firme. Tratando da descoberta de alterações de saúde associadas à
SD, há relatos de mães que trazem o quão angustiante é ter, além
da própria experiência da síndrome, outras doenças associadas a
essa condição. A esse respeito, a literatura descreve a situação de
uma mãe cuja filha com SD também recebeu o diagnóstico de uma
alteração cardíaca, culminando com a necessidade de realização
de cirurgia. O momento cirúrgico foi descrito como sendo o dia
mais difícil de sua vida, por ter de se despedir da filha sem saber se
a veria novamente. Adicionalmente a esse desafio, a família enfren-
tou dificuldade de desenvolvimento da criança cuja investigação
levou à descoberta do autismo(20). Autores apontam que a existência de uma condição crônica gera
momentos difíceis, com avanços e retrocessos nas relações entre
seus membros. O cuidado da criança consome energia, tempo,
retira a privacidade da família e pode provocar isolamento social e
emocional(23). Essa sobrecarga dos níveis social, psicológico, finan-
ceiro e dos cuidados com a criança pode estar relacionada aos
sentimentos de ansiedade e incerteza quanto à sua sobrevivência,
ao seu desenvolvimento, ao cuidado em longo prazo e às próprias
consequências desse cuidado sobre a vida pessoal da família(24). Deste modo, a família torna-se parte essencial do cuidado de en-
fermagem, já que as enfermeiras frequentemente estão envolvidas
com elas durante as fases de sofrimento e, assim, têm uma opor-
tunidade única de fazer diferença em sua experiência(25). O enfer-
meiro precisa direcionar suas intervenções junto à família, com o
objetivo de melhorar sua qualidade de vida, fortalecer seus meca-
nismos de enfrentamento, manter o bem-estar e promover a saúde
de seus membros(26). Outro fato relevante é o sofrimento da família por medo de a
criança ficar doente e ser vítima de preconceito(4). As famílias das
crianças com SD, em todos os grupos etários, notam reações neg-
ativas de amigos e vizinhos, o que faz com que se sintam piores. Reações negativas de estranhos são mais frequentes nas faixas etárias
de 13 a 18 anos(21). Categoria 3: Vivendo desilusões
Categoria 3: Vivendo desilusões
Categoria 3: Vivendo desilusões
Categoria 3: Vivendo desilusões
Categoria 3: Vivendo desilusões Durante a experiência da família com a criança com SD, algu-
mas dificuldades são encontradas pelo caminho. Entre elas, estão:
as decepções com os profissionais de saúde, principalmente no
despreparo para informar o diagnóstico e fornecer informações
para a família; a frustração com o desenvolvimento da criança que
não ocorre como o esperado; a descoberta de algumas alterações
de saúde na criança; a experiência de enfrentar situações de pre-
conceito; e a carência de apoio e rede social. Essas são algumas
das situações que as famílias têm de enfrentar e superar para al-
cançar seus objetivos; são circunstâncias que as desestabilizam e
que, muitas vezes, as levam à necessidade de uma reestruturação
fami-liar, uma reorganização das atividades e que as movimentam
para novas buscas por apoio e orientação. Mesmo diante das di- Com relação à maneira como os profissionais de saúde infor-
mam as famílias, estudos mostram o diagnóstico ou a suspeita
sendo comunicados à mãe individualmente e logo após o nasci-
mento da criança, o que desencadeia tensão, angústia e estresse(4). Se o diagnóstico só é feito após o nascimento, o momento de
comunicá-lo aos pais deve levar em consideração suas necessidades
e também as do bebê. É importante permitir que os pais desfrutem 230
230
230
230
230 Atravessando períodos nebulosos: a e
Atravessando períodos nebulosos: a e
Atravessando períodos nebulosos: a e
Atravessando períodos nebulosos: a e
Atravessando períodos nebulosos: a experiência da família da criança portadora da Síndr
xperiência da família da criança portadora da Síndr
xperiência da família da criança portadora da Síndr
xperiência da família da criança portadora da Síndr
xperiência da família da criança portadora da Síndrome de Down
ome de Down
ome de Down
ome de Down
ome de Down os primeiros contatos com o recém-nascido e tenham a opor-
tunidade de iniciar a formação do vínculo afetivo, o qual não se dá
apenas pelo nascimento. Este é um processo gradual e que neces-
sita de tempo, e a amamentação é um importante aliado para que
a mãe e o bebê iniciem este processo. ações preconceituosas. Essas situações adversas, qualquer que
sejam elas, oferecem à família a sensação de momentos onde há
grande nebulosidade, dúvida, insegurança, aflição e tensão. Categoria 3: Vivendo desilusões
Categoria 3: Vivendo desilusões
Categoria 3: Vivendo desilusões
Categoria 3: Vivendo desilusões
Categoria 3: Vivendo desilusões Os pais se esforçam para diminuir e até com-
bater o preconceito imposto pela sociedade(13). FFFFFenômeno:
enômeno:
enômeno:
enômeno:
enômeno: Atravessando períodos nebulosos
Atravessando períodos nebulosos
Atravessando períodos nebulosos
Atravessando períodos nebulosos
Atravessando períodos nebulosos Esse fenômeno descreve os momentos de dificuldades pelos
quais a família da criança com SD precisa passar. São períodos que
ninguém sabe o que tem à frente, em que tudo está encoberto,
misterioso e complicado. As primeiras manifestações do fenômeno
ocorrem com a gestação, seguida pelo nascimento e o momento
do diagnóstico da SD. Porém, ele volta a se manifestar quando
surgem novas situações em que a família não se sente segura para
agir, e outras dúvidas são adicionadas a esse cenário, exigindo es-
forços familiares para a superação de cada fase. Rev Bras Enferm, Brasília 2011 mar
Rev Bras Enferm, Brasília 2011 mar
Rev Bras Enferm, Brasília 2011 mar
Rev Bras Enferm, Brasília 2011 mar
Rev Bras Enferm, Brasília 2011 mar-abr; 64(2): 227-33.
-abr; 64(2): 227-33.
-abr; 64(2): 227-33.
-abr; 64(2): 227-33.
-abr; 64(2): 227-33. REFERÊNCIAS
REFERÊNCIAS
REFERÊNCIAS
REFERÊNCIAS
REFERÊNCIAS 11. Strauss A, Corbin J. Basics of qualitative research: techniques
and procedures for developing grounded theory. Thousand
Oaks: Sage Publications; 1990. 1. Carvalhaes MABL, Moura ECD, Monteiro CA. Prevalência de
fatores de risco para doenças crônicas: inquérito populacional
mediante entrevistas telefônicas em Botucatu, São Paulo, 2004. Rev Bras de Epidem [periódico na internet] 2008 Mar [citado
em 2009 Jul 21]; 11(1): [10 páginas]. Disponível em: http://
www.scielosp.org/ 12. Chenitz WC, Swanson JM. From practice to Grounded Theory:
qualitative research in nursing. Reading: Addison-Wesley; 1986. 13. Ramos AF, Caetano JA, Soares E, Rolim KMC. A convivência
da família com o portador de Síndrome de Down à luz da Teo-
ria Humanística. Rev Bras Enferm 2006; 59(3): 262-8. 2. Organização Mundial de Saúde. Cuidados inovadores para
condições crônicas: componentes estruturais de ação: relatório
mundial. Brasília: OMS; 2003. 2. Organização Mundial de Saúde. Cuidados inovadores para
condições crônicas: componentes estruturais de ação: relatório
mundial. Brasília: OMS; 2003. 14. Silva NLP, Dessen MA. Crianças com Síndrome de Down e suas
interações familiares. Psicol Reflex Crit 2003; 16(3): 503-14. 3. Barbosa ECV. Humanização nas relações com a família: um
desafio para a enfermagem em UTI Pediátrica. Acta Sci Health
Sci 2004; 26(1): 205-12. 15. Martins, DA. Cuidando do portador de síndrome de Down e
seu significante. Ciênc Cuidado Saúde 2002; 1(1): 117-22. 4. Sunelaitis RC, Arruda DC, Marcom SS. A repercussão de um
diagnóstico de síndrome de Down no cotidiano familiar: pers-
pectiva da mãe. Acta Paul Enferm 2007; 20(3): 264-71. 16. Motta MGC. O ser docente no tríplice mundo da criança, família
e hospital: uma descrição fenomenológica das mudanças exis-
tenciais [tese]. Florianópolis: Universidade Federal de Santa
Catarina; 1997. 5. Voivodic MAMA, Storer MRS. O desenvolvimento cognitivo
das crianças com síndrome de Down à luz das relações fami-
liares. Psicol Teor Prat 2002; 4(2): 31-40. 17. Souza MJ. Família-pessoa portadora de síndrome de Down na
ótica da mãe: uma contribuição para a prática de cuidar na
enfermagem [tese]. Rio de Janeiro: Escola de Enfermagem Anna
Nery, Universidade Federal do Rio de Janeiro;1999. 6. Iervolino AS. Estudo das percepções, sentimentos e concepções
para entender o luto de familiares de portadores da síndrome
de Down da cidade de Sobral - Ceará [tese]. São Paulo: Facul-
dade de Saúde Pública, Universidade de São Paulo; 2005. 18. Ramalhão AB, Dupas G. CONSIDERAÇÕES FINAIS
CONSIDERAÇÕES FINAIS
CONSIDERAÇÕES FINAIS
CONSIDERAÇÕES FINAIS
CONSIDERAÇÕES FINAIS A experiência das famílias com crianças com SD aponta ne-
cessidades de cuidado e momentos ímpares de atuação da equipe
de saúde. O fenômeno nos leva a refletir sobre importantes es-
paços de ação da enfermagem na família, no qual o enfermeiro
precisa estar atento. Evidenciam-se situações de dificuldade en-
frentadas pela família que vão muito além do choque da descober- As dificuldades determinam frequentes enfrentamentos para a
família, manifestados pela necessidade de lidar com a postura ina-
dequada dos profissionais, com a falta de apoio do marido, com a
imprevisibilidade do desenvolvimento do filho, a descoberta de al-
gum problema de saúde na criança ou quando passam por situ- 231
231
231
231
231 Nunes MDR, Dupas G, Nascimento LC. Nunes MDR, Dupas G, Nascimento LC. Nunes MDR, Dupas G, Nascimento LC. Nunes MDR, Dupas G, Nascimento LC. Nunes MDR, Dupas G, Nascimento LC. ta. Entre elas, estão a falta de conhecimento e a desinformação da
família, o despreparo dos profissionais de saúde em fornecer infor-
mações precisas sobre a síndrome, a falta de apoio social e a sub-
utilização das redes de apoio pelo seu desconhecimento, a descober-
ta de alterações de saúde da criança, incrementando, ainda mais,
as demandas da família, a falta de parâmetros relacionados aos
marcos de desenvolvimento infantil de uma criança nessa condição
e, também, nas dificuldades da criança alcançá-los e, por fim, a
convivência com o preconceito. Essas são circunstâncias que ge-
ram momentos de preocupação, ansiedade, dúvidas, tristeza e
aflição e imprimem a necessidade de o enfermeiro estar sensível e
receptivo para acolher a família, coletando dados e planejando um
cuidado em parceria com os envolvidos. ta. Entre elas, estão a falta de conhecimento e a desinformação da
família, o despreparo dos profissionais de saúde em fornecer infor-
mações precisas sobre a síndrome, a falta de apoio social e a sub-
utilização das redes de apoio pelo seu desconhecimento, a descober-
ta de alterações de saúde da criança, incrementando, ainda mais,
as demandas da família, a falta de parâmetros relacionados aos
marcos de desenvolvimento infantil de uma criança nessa condição
e, também, nas dificuldades da criança alcançá-los e, por fim, a
convivência com o preconceito. CONSIDERAÇÕES FINAIS
CONSIDERAÇÕES FINAIS
CONSIDERAÇÕES FINAIS
CONSIDERAÇÕES FINAIS
CONSIDERAÇÕES FINAIS Essas são circunstâncias que ge-
ram momentos de preocupação, ansiedade, dúvidas, tristeza e
aflição e imprimem a necessidade de o enfermeiro estar sensível e
receptivo para acolher a família, coletando dados e planejando um
cuidado em parceria com os envolvidos. sionais da saúde e, particularmente, aqueles da enfermagem, têm
ficado à margem do trabalho com essas famílias. Assim, impõe-se
a necessidade de orientá-las de forma acurada; de oferecer acesso
às redes de apoio disponíveis; de acionar o serviço social e outros
afins, quando necessário; de apoiar e de estimular espaços de in-
teração entre o casal, com o objetivo de auxiliar na distribuição
dos papéis e demandas da família e agindo, em especial, no en-
frentamento de períodos de dificuldades e dúvidas, com o objetivo
de minimizá-los e até evitá-los. A finalização desta pesquisa permitiu, ainda, a identificação de
lacunas do conhecimento nessa área no âmbito da enfermagem
brasileira. Impõe-se a necessidade de maior aproximação dessa
população e sugere-se que pesquisas futuras possam ser desen-
volvidas, abordando questões identificadas neste estudo. Mere-
cem ser explorados: a comunicação entre a família e a equipe de
saúde; a interação dos membros da família, especificamente do
casal; as estratégias de organização da família e redistribuição de
papéis por ocasião do nascimento da criança com SD; o segui-
mento da criança com SD na família; a família no manejo de situ-
ações de preconceito, e a organização econômica da família no
cotidiano do cuidar da criança com SD. A enfermagem deve proporcionar outros cenários de encontro
com essas famílias, além do hospitalar, já que as necessidades da
mesma extrapolam o momento do diagnóstico. É preciso buscá-
los nos retornos aos atendimentos regulares a que a criança é sub-
metida ou por meio de busca ativa na comunidade. Os “períodos
nebulosos” enfrentados pela família mostram essas oportunidades
de ação da enfermagem e a necessidade de criação de espaços de
contatos privilegiados para intervenções junto às famílias. Os profis- Rev Bras Enferm, Brasília 2011 mar
Rev Bras Enferm, Brasília 2011 mar
Rev Bras Enferm, Brasília 2011 mar
Rev Bras Enferm, Brasília 2011 mar
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família e sua interface com a saúde e a doença. 2a ed. Maringá:
Eduem; 2004.
24. Shapiro J, Blacher J, Lopez SR. Maternal reactions to children
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ome de Down
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Atravessando períodos nebulosos: a e
Atravessando períodos nebulosos: a e
Atravessando períodos nebulosos: a experiência da família da criança portadora da Síndr
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xperiência da família da criança portadora da Síndr
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ome de Down
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High Prevalence of Sarcopenia in Older Trauma Patients: A Pilot Study
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Journal of clinical medicine
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Received: 8 June 2020; Accepted: 27 June 2020; Published: 29 June 2020 Abstract: Sarcopenia is related to adverse outcomes in various populations. However, little is known
about the prevalence of sarcopenia in polytrauma patients. Identifying the number of patients at risk
of adverse outcome will increase awareness to prevent further loss of muscle mass. We utilized data
from a regional prospective trauma registry of all polytrauma patients presented between 2015 and
2019 at a single level-I trauma center. Subjects were screened for availability of computed tomography
(CT)-abdomen and height in order to calculate skeletal mass index, which was used to estimate
sarcopenia. Additional parameters regarding clinical outcome were assessed. Univariate analysis was
performed to identify parameters related adverse outcome and, if identified, entered in a multivariate
regression analysis. Prevalence of sarcopenia was 33.5% in the total population but was even higher
in older age groups (range 60–79 years), reaching 82 % in patients over 80 years old. Sarcopenia was
related to 30-day or in-hospital mortality (p = 0.032), as well as age (p < 0.0001), injury severity score
(p = 0.026), and Charlson comorbidity index (p = 0.001). Log rank analysis identified sarcopenia as an
independent predictor of 30-day mortality (p = 0.032). In conclusion, we observed a high prevalence
of sarcopenia among polytrauma patients, further increasing in older patients. In addition, sarcopenia
was identified as a predictor for 30-day mortality, underlining the clinical significance of identification
of low muscle mass on a CT scan that is already routinely obtained in most trauma patients. Keywords: sarcopenia; polytrauma; prevalence; mortality; skeletal mass index; muscle mass J. Clin. Med. 2020, 9, 2046; doi:10.3390/jcm9072046 High Prevalence of Sarcopenia in Older Trauma
Patients: A Pilot Study Robert C. Stassen, Kostan W. Reisinger, Moaath Al-Ali, Martijn Poeze, Jan A. Ten Bosch
and Taco J. Blokhuis * Department of Traumatology, Maastricht University Medical Centre+, 6229HX Maastricht, The Netherlands;
robert.stassen@mumc.nl (R.C.S.); k.reisinger@zuyderland.nl (K.W.R.); moaath.alali@mumc.nl (M.A.-A.);
martijn.poeze@mumc.nl (M.P.); jan.ten.bosch@mumc.nl (J.A.T.B.)
* Correspondence: taco.blokhuis@mumc.nl Department of Traumatology, Maastricht University Medical Centre+, 6229HX Maastricht, The Netherlands;
robert.stassen@mumc.nl (R.C.S.); k.reisinger@zuyderland.nl (K.W.R.); moaath.alali@mumc.nl (M.A.-A.);
martijn.poeze@mumc.nl (M.P.); jan.ten.bosch@mumc.nl (J.A.T.B.)
* Correspondence: taco.blokhuis@mumc.nl Journal of
Clinical Medicine Journal of
Clinical Medicine Journal of
Clinical Medicine Journal of
Clinical Medicine www.mdpi.com/journal/jcm 2. Patients and Methods Approval for this study was acknowledged by the local ethics committee of the Maastricht
University Medical Centre (MUMC+, Maastricht, the Netherlands). Requirement for informed consent
was waived because of the retrospective nature of this study. Skeletal mass Index = Skeletal muscle mass (SMM)/height2 To estimate prevalence of sarcopenia in the study population, sarcopenia was defined according
to cutoffvalues for SMI as described by Prado et al. [18]. These values were determined at 52.4 cm2/m2
and 38.5 cm2/m2 for males and females, respectively. Two independent investigators measured the
L3 muscle area of all patients and these data were used to calculate the interobserver agreement. Intra-observer agreement was assessed by repeating 50 L3-measurements 6 months after initial analysis. 1. Introduction Sarcopenia, a disease characterized by progressive loss of skeletal muscle mass (SMM), muscle
strength, and physical performance, is a common condition among senior adults [1]. It is associated with
a wide range of adverse outcomes and leads to a decreased quality of life and increased mortality [1–4]. The clinical relevance of sarcopenia has been extensively described in various disorders [5–8]. In addition, the predictive value of skeletal muscle mass measurements for complications has been
demonstrated in various areas of surgery, such as general, vascular, colorectal, and liver transplant
surgery [7,9,10]. With worldwide increased life expectancy and associated increased incidence in geriatric
polytrauma patients, prevalence of sarcopenia in trauma patients is expected to increase as well [11,12]. To date, prevalence of sarcopenia in polytrauma patients is largely unknown. Evidence on adverse
outcome related to sarcopenia in polytrauma patients is scarce and quality of available studies is
limited [13–15]. One limiting factor is the heterogeneity in polytrauma patients, including all age
groups, different trauma mechanisms and a variety in pre-existing medical conditions. In addition,
use of different definitions for sarcopenia hampers the comparison of studies in trauma patients [1,16,17]. www.mdpi.com/journal/jcm www.mdpi.com/journal/jcm J. Clin. Med. 2020, 9, 2046 2 of 10 Nevertheless, on arrival of a trauma patient, a total-body computed tomography (CT) scan is obtained
almost routinely, and CT-based measurement of skeletal muscle mass is the gold standard for
quantification of SMM. Therefore, the abdominal CT scan offers the opportunity to identify patients
with low muscle mass directly. Nevertheless, on arrival of a trauma patient, a total-body computed tomography (CT) scan is obtained
almost routinely, and CT-based measurement of skeletal muscle mass is the gold standard for
quantification of SMM. Therefore, the abdominal CT scan offers the opportunity to identify patients
with low muscle mass directly. The aim of this pilot study was to investigate the prevalence of low muscle mass in older
polytrauma patients, as well as to explore the relation between low muscle mass and mortality,
complications, and inflammatory response. We hypothesize that a low skeletal muscle mass on
abdominal CT, as an indicator of sarcopenia, is common in polytrauma patients of increased age and
that it could aggravate their clinical outcome by increasing the risk of complications. In addition,
we hypothesize that low muscle mass is a predictor of 30-day or in hospital mortality and that it
induces an increased early inflammatory response during hospitalization. Skeletal mass Index = Skeletal muscle mass (SMM)/height2
(1) (1) 2.1. Patients and Determination of Muscle Mass Data from polytrauma patients (injury severity score (ISS) ≥16) who were admitted to a single
level-I trauma center between January 2015 and December 2019 were assessed for study eligibility. Patient records were retrospectively checked for presence of an abdominal CT scan and patient height. Only when both abdominal CT scan on admission and height were available, patient data were
included for analysis. Measurement of SMM was performed using abdominal CT images by two
independent observers using OsiriX Lite 11.0.2 open software on transverse slides of abdominal CT
scan at the level of third lumbar (L3) vertebra as described before [18,19]. All measurements were
performed in a semi-automated fashion by setting tissue of interest threshold at −30 to +110 Hounsfield
Units (HU) for skeletal muscle [20]. Automatically generated areas of interest were corrected manually. Total muscle mass area was automatically calculated and displayed in square centimeters. y
p y
q
Skeletal mass index (SMI), a derivative of the skeletal muscle mass (SMM) [21], was then calculated
using the following equation: 3.1. Patients Data from 846 polytrauma patients were assessed for eligibility. In 428 patients, no abdominal
CT-scan was available. Further exclusion was due to missing data regarding patient height (n = 179) and
death within 24 hours due to brain injury (n = 1). Therefore, data from 239 polytrauma patients were
included in analysis of prevalence and from 238 for complications, excluding the single patient who
died of severe brain injury within 24 hours. Patient demographics are listed in Table 1. One-hundred
fifty nine of 239 (66.5%) patients were male, and 80 of 239 (33.5%) were female. Average age was
49 years (range 6–89, SD 21.45), with a non-significant distribution among gender (48 (± 20) and
53 (± 24) years for males and females, respectively, p = 0.078). For the total population, the following
means were observed: ISS 26.7 (± 9.9), body mass index (BMI) 25.0 kg/m2 (± 4.3), Charlson Comorbidity
Index 1.7 (± 2.1). Patients were hospitalized for an average of 19 days (± 17). Mean L3 SMI for males
and females was 57.4 cm2/m2 (± 10.24) and 42.7 cm2/m2 (± 7.82), respectively. Table 1. Patient characteristics. No. 2.2. Clinical Outcome Complications were retrieved from patient data by two observers. For this purpose, complications
(pneumonia, urinary tract infection, delirium and mortality (both in hospital and 30-day)) and duration
of intensive care unit (ICU) admission and hospitalization were all scored. Diagnosis of pneumonia
was based on chest radiographs and antibiotic treatment [22]. Urinary tract infection was defined
as positive urinary culture and initiation of antibiotic therapy [23]. Delirium was diagnosed by
a geriatrician in patients with altered mental status and if they received medical treatment [24]. In addition, inflammatory variables (leukocytes and C-reactive protein (CRP) on admission, after 24
and 48 h) were evaluated. Data from patients with severe head trauma who deceased within 24 h were
included in the analysis of prevalence of sarcopenia. However, their data were excluded from analysis
of complications. J. Clin. Med. 2020, 9, 2046 3 of 10 2.3. Statistical Analysis Frequencies are presented as absolute numbers and percentages. Continuous data is presented as
mean (± standard error of the mean). Normal distribution was tested using Kolmogorov–Smirnov
test. Differences between groups were analyzed using Pearson χ2 test for dichotomous variables. Confidence intervals were calculated using logistic regression analysis. First, univariate analysis was
performed to select parameters directly related to adverse outcome. Dependent variables that were
identified in univariate analysis were subsequently entered into a multivariate logistic regression
analysis. The influence of sarcopenia on 30-day mortality was determined using a log rank test. The interobserver agreement (R.S., M.A.) of L3 muscle index assessment of sarcopenia was analyzed
by the Pearson correlation index. Two-tailed P values less than 0.05 were considered significant. All statistical analyses were performed using SPSS (version 25.0; SPSS Inc. Chicago, IL, USA). 3.1. Patients of Patients (%)
Mean (SD)
Sarcopenic
Non-Sarcopenic
Significance
Gender
Male
159 (66.5%)
51
108
Female
80 (33.5%)
30
50
Age
Male
48 (± 20)
52 (± 21.9)
46 (± 18.7)
p = 0.046
female
53 (± 24)
66 (± 22.7)
46 (± 21.0)
p < 0.0001
>80
20 (8.3%)
Male
84 (± 3)
5
1
Female
83 (± 2)
12
2
BMI
<18.5
7 (2.9%)
4 (1.7%)
3 (5.1%)
p = 0.174
18.5–24.9
120 (50.5%)
54 (22.7%)
66 (27.7%)
p < 0.0001
25–29.9
88 (36.9%)
20 (8.4%)
68 (28.6%)
p =0.006
>30
23 (9.7%)
2 (0.8%)
21 (8.8%)
p = 0.005
Length of hospital stay (days)
19 (± 17)
17.6 (± 15.9)
20.1 (± 17.3)
p = 0.29
Length of stay ICU (days)
6 (± 8)
5.4 (± 7.5)
6.2 (± 8.6)
p = 0.48
Injury severity score
26.7 (± 9.9)
25.9 (± 9.3)
27.1 (± 10.2)
p = 0.34
Charlson comorbidity index
0–1
145 (60.9%)
37
108
>2
94 (39.9%)
44
50
SMI
Male <52.4
52 (21.8%)
Female <38.5
30 (11.8%)
Complications
Pneumonia
43 (18.1%)
17 (20.9%)
26 (16.4%)
Urinary tract infection
11 (5.5%)
2 (2.5%)
9 (5.6%)
Delirium
51 (21.0%)
22 (27.2%)
29 (18.4%)
Mortality within 1 month
18 (7.5%)
10 (12.3%)
8 (5.1%)
p = 0.032
Mortality within 1 year
8 (3.4%)
4 (4.9%)
4 (2.5%)
Mortality after 1 year
5 (2.1%)
3 (3.7%)
2 (1.3%)
Number of patients requiring emergency (<24
h) surgery
108 (45.4%)
33 (41.3%)
75 (47.5%)
Number of patients requiring ICU admission
181 (76.1%)
127 (80.4%)
54 (67.5%)
BMI: body mass index; SD: standard deviation; ICU: intensive care unit; SMI: skeletal mass index. Table 1. Patient characteristics. J. Clin. Med. 2020, 9, 2046
p
ICU admis 4 of 10 3.2. Prevalence
3.2. Prevale Prevalence of sarcopenia using the criteria as defined by Prado et al. was 80 out of 239 patients
(33.5%), of whom 52 (65%) were male and 28 out of 80 (35%) were female (see Table 2). Mean SMI in
the sarcopenic group was 42.8 (± 6.9) while this was 57.5 (± 10.5) for the non-sarcopenic group. SMI
in males was higher compared to females (57.4 cm2/m2 (± 10.2) vs 42.7 cm2/m2 (± 7.8), respectively). In the older cohort (> 80 years), prevalence increased to 85%, with an even distribution between
males and females (83.3% and 85.7%, respectively). Patients defined as sarcopenic were older than
non-sarcopenic patients (57 years (± 22.9) and 46 years (± 19.5), respectively, p < 0.0001). ISS was
comparable in sarcopenic (ISS = 25.9) and non-sarcopenic (ISS = 27.2) patients. The relation between
age, ISS, and SMI is represented in Figure 1. Prevalence of sarcopenia using the criteria as defined by Prado et al. was 80 out of 239 patie
(33.5%), of whom 52 (65%) were male and 28 out of 80 (35%) were female (see Table 2). Mean SM
the sarcopenic group was 42.8 (± 6.9) while this was 57.5 (± 10.5) for the non-sarcopenic group. S
in males was higher compared to females (57.4 cm²/m² (± 10.2) vs 42.7 cm²/m² (± 7.8), respective
In the older cohort (> 80 years), prevalence increased to 85%, with an even distribution between ma
and females (83.3% and 85.7%, respectively). Patients defined as sarcopenic were older than n
sarcopenic patients (57 years (± 22.9) and 46 years (± 19.5), respectively, p < 0.0001). ISS w
comparable in sarcopenic (ISS = 25.9) and non-sarcopenic (ISS = 27.2) patients. The relation betw
age, ISS, and SMI is represented in Figure 1. Table 2. Sarcopenia prevalence in polytrauma population. General Population (%)
Age 60–79 (%)
Age ≥80 (%)
Group
Females
11.8 (n = 28/239)
13.6 (n = 9/66)
60 (n = 12/20)
Males
21.8 (n = 52/239)
24.2 (n = 16/66)
25 (n = 5/20)
Table 2. Sarcopenia prevalence in polytrauma population. General population (%)
Age 60–79 (%)
Age ≥ 80 (%
Group
Females
11.8 (n = 28/239)
13.6 (n = 9/66)
60 (n = 12/20
Males
21.8 (n = 52/239)
24.2 (n = 16/66)
25 (n = 5/20
Figure 1. Survival curves for sarcopenia and no sarcopenia. Table 2. Sarcopenia prevalence in polytrauma population. Table 2. 3.2. Prevalence
3.2. Prevale Sarcopenia prevalence in polytrauma popula Figure 1. Survival curves for sarcopenia and no sarcopenia. 3.4. Complications and Inflammatory Response The incidence of complications was 68 (45.3%) in non-sarcopenic patients and 41 (52.6%) in
sarcopenic patients (p = 0.28). No significant differences were observed between sarcopenic and
non-sarcopenic cohorts regarding prevalence of pneumonia (p = 0.25), urinary tract infection (p = 0.34),
delirium (p = 0.085) and ICU (p = 0.48) or hospital length of stay (p = 0.29). The inflammatory response
in sarcopenic patients showed a significant increase in leukocyte levels at 48 hours compared to
non-sarcopenic patients (11.95 (± 3.64) vs 10.08 (± 3.04), respectively, p = 0.002). The other time points
(admission and 24 hours after admission) showed no difference for leukocyte levels (p = 0.18 and
p = 0.45, respectively). 3.5. Interobserver Agreement of CT Based Muscle Measurement by Osirix Interobserver agreement analysis of all measurements showed a strong and significant correlation
(R2 = 0.99; p < 0.0001). The interclass correlation coefficient (ICC) of sarcopenia assessment by CT
image analysis using Osirix was 0.99 (p < 0.0001) with a Cronbach alpha of 0.99. The interobserver
coefficient of variation (CV) was 10.1%. Intraobserver agreement analysis of 50 L3-measurements
showed a significant correlation (0.863; p < 0.0001) in the repeated measurements. 3.3. In Hospital Mortality 3.3. In Hospital Mortality 3.3. In Hospital Mortality
Eighteen (7.6%) patients died within one month or during hospital admission. Log rank analy
identified sarcopenia as an independent predictor of 30-day mortality (p = 0.032, Figure 1). Eighteen (7.6%) patients died within one month or during hospital admission. Log rank
analysis identified sarcopenia as an independent predictor of 30-day mortality (p = 0.032, Figure 1). In univariate analysis, sarcopenia (p = 0.045) was identified as a predictor for 30-day or in-hospital
mortality. In addition, age (p = 0.005), Charlson Comorbidity Index (p = 0.001), ISS (p = 0.026), surgical
procedures (p = 0.038), and hospital length of stay (p = 0.004) were significant predictors of mortality
within one month. In the binary logistic regression analysis age (OR, 1.08; 95% CI 1.01–1.165; p = 0.018),
ISS (OR, 1.19; 95% CI 1.04–1.20; p = 0.003) and hospital length of stay (OR, 0.83; 95% CI 0.74–0.92;
p < 0.0001) remained as independent predictors of mortality within one month or during hospital
admission. Logistic regression results are summarized in Table 3. 5 of 10 J. Clin. Med. 2020, 9, 2046 Table 3. Logistic regression analysis of mortality within one month. Table 3. Logistic regression analysis of mortality within one month. Univariate Analysis
Multivariate Analysis
Mortality
Odds Ratio
p-Value
Odds Ratio
p-Value
Gender
Male
9/150
1
Female
9/79
2.14 (0.82–5.6)
0.115
Age
1.05 (1.02–1.08)
0.005
BMI
0.93 (0.82-1.04)
0.21
Sarcopenia
No
8/157
1
Yes
10/81
2.62 (0.99–6.93)
0.45
Charlson Comobidity Index
1.46 (1.20–1.77)
0.001
Injury Severity Score
1.05 (1.00–1.09)
0.026
1.19 (1.00–1.41)
0.05
Surgery during hospitalization
No
1
Yes
0.36 (0.14–0.98)
0.38
Inflammatory parameters
Plasma CRP at hospitalization
0.97 (0.87–1.07)
0.55
Plasma Leukocyte at
hospitalization
1.01 (0.98–1.03)
0.59
Plasma CRP after 24 h
0.99 (0.99–1.01)
0.85
Plasma Leukocytes after 24 h
1.08 (0.95–1.24)
0.25
Plasma CRP after 48 h
0.99 (0.99–1.00)
0.19
Plasma leukocytes after 48 h
1.13 (0.94–1.36)
0.20
1.77 (1.06–2.96)
0.029
Complications
Pneumonia
No
14/195
1
Yes
4/43
1.33 (0.41–4.25)
0.63
Urinary tract infection
No
18/227
Yes
0/11
0.33
Delirium
No
11/187
1
Yes
7/51
2.55 (0.93–6.94)
0.06
ICU length of stay
0.99 (0.93–1.06)
0.84
Hospital length of stay
0.89 (0.82–9.63)
0.004
0.67 (0.50–0.89)
0.006
CRP: C-reactive protein. 4. Discussion The clinical significance of sarcopenia, defined in this study as a decreased skeletal muscle mass
(SMM), is becoming evident in many fields of medicine. The depletion of muscle mass is a risk
factor for infection during hospitalization in both non-cancer patients and cancer patients [9,25,26]. Furthermore, it has been revealed that sarcopenia in cancer patients is associated with treatment J. Clin. Med. 2020, 9, 2046 6 of 10 toxicity, poor functional status, increased length of hospital stay, prolonged rehabilitation care, and
increased mortality (Huaiying 2019) [9,18,27–29]. The prevalence of sarcopenia in community-dwelling
populations is up to 29%, ranging from 12% to 60% in patients with colorectal cancer [30,31]. However,
despite the direct clinical relevance, the prevalence of sarcopenia in polytrauma patients is unclear. This study identified a prevalence of 34% in the overall polytrauma study group, increasing to more
than 80% in polytrauma patients aged over 80 years. Furthermore, our data indicate a relationship
between sarcopenia and 30-day or in-hospital mortality, regardless of gender, underlining the clinical
significance of sarcopenia in polytrauma patients. Our data are in line with other studies that have described the prevalence of sarcopenia in various
populations [32–34]. In general populations, von Haehling and colleagues describe a prevalence of
5–13% in people aged 60–70 years, increasing to 11–50% in those aged 80 or above. These numbers
are comparable to the prevalence of sarcopenia in populations suffering from obstructive pulmonary
disease (COPD), renal failure and cancer [5,35,36]. The present study shows a higher prevalence of
sarcopenia in polytrauma patients compared to other studies using the same age groups. Although the
reason for this higher prevalence is beyond the scope of the current analysis, it raises questions on
the causal relationship between sarcopenia and accidents. Sarcopenia is associated with an increased
risk of falling [37], and in a part of the current population, a fall was registered as mechanism of
trauma. Another aspect that has to be taken into account in interpretation of the high prevalence in
our population is the applied definition of sarcopenia. In the present study, the criteria for skeletal
muscle mass as described by Prado were used. Other definitions of sarcopenia use functional tests in
addition to the quantification of muscle mass, such as the EWGSOP-II definition that uses hand-grip
strength and gait speed [1]. However, in the polytrauma population these parameters are not readily
obtainable. 4. Discussion This limitation is mostly due to the extremity injuries frequently present in polytrauma
patients, but also admission to the ICU and (prolonged) ventilation makes it impossible to obtain
these data. Obtaining data during the admission is not straight forward, as loss of muscle mass and
muscle function occurs within days during bedrest [38]. In contrast, a total-body CT scan is performed
almost routinely upon arrival of a polytrauma patient, providing detailed imaging of the abdomen. The quantification of skeletal muscle mass is therefore readily available, and our study indicates that
this parameter is directly related to survival. The relation between sarcopenia and mortality, as indicated by many publications, appears in the
univariate analysis of our data as well. In addition, a clear prediction of 30-day mortality was found. The identification of sarcopenia in these analyses is in line with available literature, showing increased
mortality within one year of diagnosing sarcopenia [39,40]. A recent study by Leeper et al. indicates
sarcopenia to be a strong predictor of 6-month post-discharge mortality in elderly trauma patients [41]. However, in the multivariate analysis in our study, we were unable to maintain sarcopenia as an
independent risk factor for 30-day or in-hospital mortality. This is likely due to the small sample size
in our study, as well as the stronger correlation between mortality and other factors such as age and
trauma severity. Notwithstanding this effect, in the study by Leeper et al., an association is described
between mortality and a variety of factors including ICU and hospital length of stay and injury scoring
systems like Injury Severity Score and Abbreviated Injury Scale. Our data are in accordance with
their findings. Obtaining an abdominal CT scan is becoming a more and more widespread routine in trauma
patients [42]. Our data showed the same trend, as the percentage of patients excluded for missing
CT data decreased per year. Surprisingly, data from routinely obtained trauma CT scans are only
seldom used for muscle mass measurement in clinical practice. We believe that the addition of skeletal
mass measurement analysis in trauma patients has a direct beneficial effect, since treatment of low
muscle mass can be initiated immediately, and further loss of muscle mass could be prevented. One
consideration in using only CT derived data is, however, the mentioned cutoffvalues for the L3 index,
which are used to estimate sarcopenia. 4. Discussion As these values are based on obese patients with cancer, caution
is advised when translating these values to other populations. Ideally, cutoffvalues for sarcopenia 7 of 10 J. Clin. Med. 2020, 9, 2046 should be established within each specific patient population and BMI category. A much larger sample
size would be required to undertake cutoffvalues analyses by gender and by Body Mass Index (BMI). It is important to realize that there has been mounting evidence on the clinical importance of BMI in
the field of traumatology. An observational prospective study of Childs et al. shows an increased risk
of infections, acute renal failure, length of ICU stay, hospital length of stay, and duration of mechanical
ventilation in polytrauma patients with a BMI > 30 [43]. In addition, our analyses suggest differences
in prevalence of sarcopenia between different BMI ranges, with an increasing portion of sarcopenic
trauma patients in higher BMI ranges. However, it is important to acknowledge that BMI does not
distinguish between muscle and fat tissues. Increase in routinely obtained CT-scanning gives the
opportunity to assess CT-based anthropometric parameters of fat in addition to muscle mass. A
recent study of Poros et al. showed that CT-based assessment of abdominal fat is suitable in revealing
pathologic body composition in trauma patients [44]. Abdominal fat measurements might add valuable
information in relation to complications and mortality in trauma patients in future studies. p
y
p
The current study was a pilot study, where a retrospective analysis of collected data was performed
as a first step to elucidate the clinical impact of sarcopenia in trauma patients. This study has therefore
limitations that have to be kept in mind in interpretation of the results. One of the limitations of
this study is its retrospective nature. Because only data from patients with an abdominal CT were
included in our analysis, there is a potential inclusion bias. Still, all cases were retrieved from a
regional prospective trauma registry, thereby limiting the effect of potential selection bias. Another
limitation is the heterogeneity of the study population. Traumatic events occur in any age group with
different grades of severity. In order to limit the effect of heterogeneity, only patients with an ISS ≥16
were included, and age-specific analysis was obtained regarding the prevalence of sarcopenia and its
complications. 4. Discussion Finally, only CT data were analyzed, and other markers of frailty such as functional
and nutritional status were not included in our analysis. In future studies, functional tests should, if possible, be included in the criteria for sarcopenia. Moreover, the cut-offvalues for skeletal mass index on CT measurements may require different cut-off
points based upon reported outcome in this specific population. 5. Conclusions The prevalence of sarcopenia in elderly polytrauma patients is high, reaching 85% in people over
80 years old. Our analysis also shows that sarcopenia is an independent predictor for 30-day mortality. Since abdominal CT scans are now almost routinely obtained in trauma patients, we advocate the
measurement of skeletal mass measurement to detect decreased muscle mass early. Early identification
of people at risk for sarcopenia will lead to early diagnosis and therapy, and more awareness will help
to prevent additional loss of muscle mass during the admission after trauma. Author Contributions: Conceptualization, R.C.S. and T.J.B.; data curation, M.A.-A.; formal analysis, R.C.S., M.P.,
and T.J.B.; methodology, K.W.R. and J.A.T.B.; supervision, K.W.R., M.P., J.A.T.B., and T.J.B.; writing—original draft,
R.C.S., K.W.R., and M.A.-A.; writing—review and editing, M.P., T.J.B. and J.A.T.B. All authors have read and
agreed to the published version of the manuscript. Funding: This research received no external funding. Acknowledgments: We acknowledge support by the Open Access Publication Funds of the Göttingen Unive Acknowledgments: We acknowledge support by the Open Access Publication Funds of the Göttingen University. Conflicts of Interest: The authors declare no conflicts of interest. Acknowledgments: We acknowledge support by the Open Access Publication Funds of the Göttingen University. Conflicts of Interest: The authors declare no conflicts of interest. Conflicts of Interest: The authors declare no conflicts of interest. Conflicts of Interest: The authors declare no conflicts of interest. 2.
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article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/). 23.
Hooton, T.M.; Stamm, W.E. DIAGNOSIS AND TREATMENT OF UNCOMPLICATED URINARY TRACT
INFECTION I f t Di
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1997 11 551 581 [C
R f] Impact of
pathologic body composition assessed by CT-based anthropometric measurements in adult patients with
multiple trauma: A retrospective analysis. Eur. J. Trauma Emerg. Surg. 2019, 2019, 1–15. [CrossRef] © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/). © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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An advocacy coalition analysis of the game RapeLay
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1 International Christian University (ICU), Tokyo, Japan.
2 The views expressed herein are those of the author. Japanese names follow the Japanese standard naming starting with the family name
followed by the given name. Non-East-Asian names follow the traditional Western standard of given name followed by the family name. Dilton Rocha Ferraz
Ribeiro1
orcid org/0000 0003 3243 2 orcid.org/0000-0003-3243-2062
diltonferraz@gmail.com Keywords: Virtual pornography. Lolicon. Japan. Pop culture. Received: 25 Jul. 2018
Accepted: 24 Oct. 2019
Published: 23 Dec. 2020 Resumo: Utilizando o modelo de coalizões de defesa busca-se analisar o
complexo sistema relacionado a fantasias de estupro envolvendo imagens fic
tícias de menores em jogos de videogame e computador. O foco desse artigo
é especialmente no jogo chamado “RapeLay”. Há duas coalizões opostas sobre
esse tema: a “coalizão de proteção infantil” e a “coalizão pro status quo”. Cada
grupo busca ou mudar políticas públicas ou a manutenção da atual modelo ja
ponês. Esse artigo analisa como essas coalisões são formadas e se são eficazes. Palavras-chave: Pornografia virtual. Lolicon. Japão. Cultura pop. Resumen: Utilizando el modelo de coalición de defensa, se busca analizar
ese complejo sistema relacionado con las fantasías de violación que involucran
imágenes ficticias de menores en videojuegos y juegos de computadora. El en
foque de este artículo está especialmente en el juego llamado “RapeLay”. Hay
dos coaliciones opuestas sobre este tema: la “coalición de protección infantil” y
la “coalición de status quo”. Cada grupo busca o cambia de las políticas públicas
o el mantenimiento del modelo japonés actual. Este artículo analiza cómo se
forman estas coaliciones y si son efectivas. Palabras clave: Pornografía virtual. Lolicon. Japón. Cultura pop. Revista de Ciências Sociais
Programa de Pós-Graduação em Ciências Sociais
Civitas 20 (3): 454-463, set.-dez. 2020
e-ISSN: 1984-7289 ISSN-L: 1519-6089 Revista de Ciências Sociais
Programa de Pós-Graduação em Ciências Sociais
Civitas 20 (3): 454-463, set.-dez. 2020
e-ISSN: 1984-7289 ISSN-L: 1519-6089 1 International Christian University (ICU), Tokyo, Japan. An advocacy coalition analysis of the game RapeLay: the
regulation of sexual violence and virtual pornography in Japan
Uma análise do jogo RapeLa com base no modelo de coali ões de defesa a An advocacy coalition analysis of the game RapeLay: the
regulation of sexual violence and virtual pornography in Japan
Uma análise do jogo RapeLay com base no modelo de coalizões de defesa: a
viabilidade da regulamentação da pornografia virtual no Japão Un análisis del juego RapeLay basado en el modelo de coaliciones de defensa: la
viabilidad de la reglamentación de la pornografía virtual en Japón Abstract: The Advocacy Coalition Framework provides an efficient lens to analyze
a complex subsystem concerning the controversial issue of fictitious depictions of
children and rape fantasies in games, especially a game released in Japan called
RapeLay. There are two opposing coalitions in Japan: the “children protection coalition”
and the “pro status quo coalition”. Each group seeks to influence people to either
change or to maintain the current non-criminalization of these products. This article
analyzes how these coalitions are bound together and whether they are efficient. Received: 25 Jul. 2018
Accepted: 24 Oct. 2019
Published: 23 Dec. 2020 Introduction2 Since the 1980s, Japanese popular culture has continued to grow as
a relevant global commodity and an increasing aspect of Japan’s soft
power (Kawasaki 2007; Heng 2014). This world centered on fantasy and on
cuteness has a wide variety of genres including pornography and violence. This pornographic subgenre of pop culture can be heavily focused on
sexual violence and fictitious depictions of children in animation, comics Dilton Rocha Ferraz Ribeiro
An advocacy coalition analysis of the game RapeLay
455 Dilton Rocha Ferraz Ribeiro
An advocacy coalition analysis of the game RapeLay 455 and video games. As Japanese pop culture can be
centered on a notion of cuteness, these fictitious
characters are often drawn in ways to look cute
and young. Debates about the desirability and
existence of these materials have been polarizing
with individuals placing them as expressions of
free speech and sexuality, while others call for their
criminalization and prohibition3 (Takeuchi 2015). this article reflect the author’s opinion but rather
on how people seek to change certain policies. This paper is divided in four parts. The first briefly
comments on the advocacy coalition framework. The second section seeks to give some general
background on Japanese pop culture. The third
part focuses on the arguments put forward by
both coalitions acting in this subsystem and
whether they are successful. The conclusion is
that there are two large and opposite coalitions:
one seeking to change Japan’s legislation and
another one seeking to maintain the status quo. Both coalitions are stable and their members
share deep policy core beliefs. Moreover, they
have achieved different levels of success. The academic literature on these issues
focuses on: analyzing cute culture (Kinsella
1998; Okano 2014), the relationship between
cuteness and gender (Kinsella 1995; Allison 2006),
media theory (Lamarre 2013); a psychological
or anthropological analysis of otaku (Allison
2006; Hinton 2014), an economic analysis of
otaku culture (Kam 2013), a philosophical study
of otaku (Saito 2013; Azuma 2009), and legal
and sociological issues concerning otaku and
virtual pornography (Galbraith 2011; Shibata 2008;
Kato 2008; Mathews 2011). This paper seeks to
contribute to this literature with an analysis of the
forces that drive or attempt to influence changes
in the way Japan regulates animation, games and
comics, especially concerning fictitious depictions
of children. Introduction2 This research adds to the body of
work by taking into account that individuals get
together with others who share the same beliefs
to influence local or global policies. In other
words, individuals who appreciate Japan’s pop
culture can act together to maintain the current
system and those who dislike such materials
also join forces to change policies to prohibit
certain behaviors. In order to understand how
these forces act and whether their proposals are
successful, this research is based on the advocacy
coalition framework. This methodology seeks
to understand the actors within this subsystem,
whether they share core policy beliefs, how they
act, which arguments they support and how
effective they are in bringing about policy change. The advantage of this analysis is that it is possible
to visualize whether and how actors seek to
change or maintain policies and whether or the
degree to which they are successful. However, 3 Galbraith, Patrick W. 2011. “Lolicon: the reality of ‘virtual child pornography’ in Japan”. Image & Narrative 12 (1): 83-114. Accessed March
7, 2017. http://www.imageandnarrative.be/index.php/imagenarrative/article/viewFile/127/98. The advocacy coalition framework This paper relies on the Advocacy Coalition
Framework to analyze the prohibition or the
acceptability of sexually violent games in Japan
focusing on the game RapeLay. Developed by Paul
Sabatier, the Advocacy Coalition Framework is
grounded on the view that interest groups gather
in policy communities that are a part of a policy
domain (Birkland 2011). This coalition presupposes
a variety of actors that forms groups and coalitions
of groups based on shared beliefs (Birkland 2011). Although members of a group might diverge
over small questions, these are limited in scope,
as the shared beliefs are what keep the group
together (Vicente 2015). The coalition groups then
compete seeking to translate their beliefs into
public policies mobilizing political resources and
through policy-oriented learning (Vicente 2015). The assumption part of the Advocacy Coalition
Framework is that policy actors have three belief
systems (Weible and Sabatier 2017). The first
system, deep core beliefs, concerns “fundamental
normative values and ontological axioms” (Weible
and Sabatier 2017, 140). The second system,
policy core belief, may, normatively, “reflect
basic orientation and value priorities of the policy
subsystem” and, empirically, “include overall
assessments of the seriousness of the problem, Civitas 20 (3): 454-463, set.-dez. 2020 456 Otaku became a worldwide term commonly
used to refer to avid fans of Japanese animation
(anime), Japanese comics (manga), games, idols
and Japanese popular culture in general (Azuma
2009). Not coincidentally, the term surfaced
concomitantly with the boom of kawaii culture in
the late 1970s and 1980s (Kinsella 1998). The current
meaning of this word can be traced back to when
Nakamori, in his column entitled “Otaku Research”
(otaku no kenkyū), criticizes people who he grouped
under an invented category of “otaku”4 (Galbraith
2015). Although his general statement was gender
neutral, according to Galbraith (2015, 26), however,
Nakamori particularly criticized “men sexually
attracted to fictional girl characters”. Nakamori calls
this sexual attraction a two-dimensional complex
arguing that otaku cannot talk to women and focus
on idol singers who do not display femininity. basic causes of the problem, and preferred
solutions” (Weible and Sabatier 2017, 140-141). Finally, secondary beliefs are “a subset of the policy
subsystem or the specific instrumental means for
achieving the desired outcomes outlined in the
policy core beliefs” (Weible and Sabatier 2017,
141). The advocacy coalition framework Outside of the core beliefs classifications,
but nevertheless important to this framework is
the notion of “devil shift”, which happens when
“actors exaggerate the power and maliciousness
of their opponents” (Weible and Sabatier 2017, 141). In the words of Weible and Sabatier (2017, 148),
advocacy coalitions “are defined by actors who
share policy core beliefs and who coordinate their
actions […] to influence a policy subsystem”. The
policy subsystem “is a primary unit of analysis” and
“defined by a policy topic, territorial scope, and the
actors or indirectly influencing policy system affairs”
(Weible and Sabatier 2017, 139). The game RapeLay
is analyzed taking into account different actors
sharing core policy beliefs seeking to influence
the regulation of sexually oriented games featuring
fictitious children. Accordingly, it is necessary to
briefly explain some terms central to the world of
Japanese pop culture related to this discussion. Bishōjo or cute girl characters surfaced in late
1970s concomitantly with kawaii culture and soon
became an increasing feature of many anime and
manga (Galbraith 2015). The growth the number of
people who produced works focusing on bishōjo
characters and people buying these products led
to writings on a “lolicon boom” (Galbraith 2015,
2011). Lolicon is a contraction for Lolita Complex,
which can be used to refer to the desire for cute
girls. In Japan, there is a word, moé, which relates
specifically with the desire for such characters and
works that might or intend to produce such effects
and avoids imprecisions that the expression
lolicon can encompass (Lamarre 2013). 4 Morikawa, Kaichirō. 2012. Otaku. Working words: new approaches to japanese studies. Center for Japanese Studies: UC Berkley. Acces
sed November 9, 2017. http://eprints.cdlib.org/uc/item/5zb9r8cr. RapeLay Simulation games can also appeal to fans of
moé characters using violence and sex. RapeLay
(reipurei) provides an example of such games. RapeLay simulates rape, stalking and violence. The player incorporates an individual whose
purpose in the game is to violate women. It
was produced in 2006 and released only in the
Japanese market. The title is formed with the
amalgamation of the words “rape” and “play”. In
the game, the player controls a guy who gropes
and rapes three women of the same family. The
game starts with the player using the control of the
mouse to grope and undress one of these three
women on a crowded platform or train (Galbraith
2017). It follows with the player forcing sexual
intercourse with any of these three women. The
game includes an “internal ejaculation counter”
that informs the player when one of his victims
are about to get pregnant” (Galbraith 2017, 1). In most bishōjo video games, girls are repre
sented by anime style cartoons rather than
by pictures of real girls. This allows the game
developers to circumvent Japanese child por
nography laws, which do not prohibit the simu
lated representation of characters who appear
to be under 18 years old [...] Nevertheless, it is
common to find a disclaimer on the video game
covers stating that all the characters are older
than 18 (Gutiérrez 2014, 60). As the current interpretation of Japanese
laws does not prohibit depictions of fictitious
children in sexual media, including video game,
inside and outside of Japan two main coalitions
concerning the representation of children in
media took shape. One, which I call “children
protection coalition”, seeks to change Japan’s
legislation and impose a crime on the production,
sell, distribution and possession of depictions of
children in pornographic animation, comics and
video games. The other opposite coalition, which
I call the “status quo coalition”, seeks to maintain
the current legal framework excluding depictions
of children as a crime. One of the main platforms
of policy core beliefs happens in the academic
and feminist contexts where advocates of both
coalitions put forward arguments in favour or
against any policy change in this subsystem. The player, and consequently, the violator, is a
man. All his three victims are women, members
of the same family. The game’s story seems to
be equally straight forward and chilling. Kawaii and otaku Kawaii, or cute essentially means childlike. Kinsella (1995, 220) adds that kawaii culture
celebrates “sweet, adorable, innocent, pure,
simple, genuine, gentle, vulnerable, weak, and
inexperienced social behaviour and physical
appearances”. It is a style that denies maturity
replacing it for innocence sometimes coupled
with an effort to act stupid, dependent and weak
(Kinsella 1995). Although of old origin, kawaii
remerged from the 1970s and paved the way
to a nationwide cuteness phenomenon that
encompassed clothes, a variety of accessories,
television shows, animations, comics and music
(Okano 2014; Cheok and Fernando 2012). The kawaii
culture is fundamentally centered on consumerism
(Lamarre 2013). The fervent consumers of kawaii
products are usually labelled otaku. Arguably, simulation games are an example
of moé. These games can be explained as
computer or video games focusing on romance
or relationships, which might or not include erotic
elements (Jones 2005). Although there are many
subgenres of simulation games, it is possible to
highlight three major subdivisions. First, BL ou
boys’ love refers to games targeted towards a
female market and focuses on romantic or erotic
relationships between male characters (Taylor
2007). Otome games are the ones that the player is
a female and the purpose of the game is to interact Dilton Rocha Ferraz Ribeiro
An advocacy coalition analysis of the game RapeLay
457 Dilton Rocha Ferraz Ribeiro
An advocacy coalition analysis of the game RapeLay 457 1000 to 2000 copies (Kagami, 2010). The list of
gender-based violent games produced in the
West did not stop in 1982. A number of games
such as Custer’s Revenge, Slaves of the Red
Mansion, Slap the Whore, Slap the Booty, and Sim
Girl include scenes of rape and violence against
women (Gutiérrez 2014). Perhaps, what is different
and draws attention to games such as RapeLay
is that the violence and sexuality is directed to
virtual characters that look young and childlike. Gutiérrez (2014), for example, affirms that: with attractive male characters. The most popular
are bishōjo games, that is, the ones that the player
is a male who has to interact with different cute –
kawaii – girl characters (Jones 2005). RapeLay The story
focuses on a male who decides to take revenge
on a girl who had previously reported him for an
attempted rape. The male-player then decides to
sexually abuse this adolescent girl, her 12-year-
old sister, and her mother (Gutiérrez 2014). In
order to advance in the game, the male-player
has assure the characters do not get pregnant or
get abortions to then turn them into sex slaves
(Gutiérrez 2014). If not, one of the characters might
stab the protagonist to death and the game ends. Commenting on RapeLay, Nakasatomi (2009)
affirms the game depicts misogynistic attitudes
and naturalizes violence against women and
girls. In his view, games like RapeLay strengthens
rape myths and instils the notion that women
and underage girls can be sexually violated
without legal consequences from these actions
(Nakasatomi, 2009). In other words, RapeLay and Sexually violent video games are not only
produced and sold in Japan. Arguably, the first
raped-themed video game, Mystique Company,
was produced in the United States in 1982
(Gutiérrez, 2014). The game sold 80,000 copies. For comparative purposes, RapeLay sold around Civitas 20 (3): 454-463, set.-dez. 2020 458 is focused. The model of control, dependence,
submission and “adoration” that they reproduce
is an explicit and “normalised” form of gen
der-based violence which tends to construct
a deeply sexist and patriarchal stereotype in
this type of video game (Gutierrez 2014, 61). similar games would not only push individuals
with rape tendencies to commit this crime but
also lead people who are not rape-prone to
accept rape myths and view the degradation of
women and underage girls as a normal activity of
male dominance. On a legal standpoint, the Act
on Regulation and Punishment of Acts Relating
to Child Prostitution and Child Pornography, and
the Protection of Children is applicable to any
image of a child depicting sexual intercourse
or a conduct similar to sexual intercourse, or
any image that the child is naked or partially
naked, or any image that depicts a child touching
another person genital organ.5 Nakasatomi (2009)
thus argues that the lack of a criminalization of
virtual depictions of child pornography leads
to an endless availability of materials featuring
the exploitation, abuse and torture of children
in the virtual world. 5 Act on regulation and punishment of acts relating to child prostitution and child pornography, and the protection of children. Acces
sed March 23, 2018. http://www.japaneselawtranslation.go.jp/law/detail/?ft=2&re=02&dn=1&yo=children&x=12&y=15&ia=03&ky=&page=4.
6 Omori, Sawa. 2014. Manga and anime: Japan still treating children as sexual objects. Al Jazeera. Agust 11, 2014. Accessed October 14,
2017. http://www.aljazeera.com/indepth/opinion/2014/08/manga-animejapan-still-treatin-201484145420634173.html.
7 Equality Now. 2009. Women’s action 33.1 Japan: rape-simulator games and the normalisation of sexual violence. Accessed November 9, 2017.
http://www2.ohchr.org/english/bodies/cedaw/docs/ngos/Equality_Now_June2009_Japan_CEDAW44.pdf.
8 Women’s Action. 2009. Women’s Action 33.1 Japan. Accessed October 23, 2019. http://www2.ohchr.org/english/bodies/cedaw/
docs/ngos/Equality_Now_June2009_Japan_CEDAW44.pdf.
9 Equality Now. 2009.Women’s action 33.1 Japan: rape-simulator games and the normalisation of sexual violence. Accessed November 9, 2017.
http://www2.ohchr.org/english/bodies/cedaw/docs/ngos/Equality_Now_June2009_Japan_CEDAW44.pdf.
10 Equality Now. 2009. Women’s action 33.1 Japan: rape-simulator games and the normalisation of sexual violence. Accessed November 9, 2017.
http://www2.ohchr.org/english/bodies/cedaw/docs/ngos/Equality_Now_June2009_Japan_CEDAW44.pdf.
11 European Women’s Lobby (EWL). Rape is not a game. Accessed October 23, 2019. http://www.womenlobby.org/Rape-is-not-a-game.
12 Lah, Kyung. 2010. ‘Rapelay’ video game goes viral amid outrage. CNN, March 31, 2010. Accessed November 9, 2017. http://edition.cnn.
com/2010/WORLD/asiapcf/03/30/japan.video.game.rape/index.htm.
13 Pidd, Helen. 2009. Amazon pulls ‘rape’ computer game. The Guardian, February 12, 2009. Accessed November 9, 2017. https://www.
theguardian.com/technology/2009/feb/13/amazon-pulls-rape-computer-game. RapeLay Some members of the Komeito party,
however, did not share the same core policy belief
and joined the coalition as they sought the same
policy outcome. These politicians, consequently,
are not on a stable alliance as this is just a join of
forces due to convenience. The United Nations, although not addressing
RapeLay specifically, issued reports condemning
Japan’s policy on the virtual representation
of children in adult media. The Report of the
United Nations’ Special Rapporteur on child
trafficking and child prostitution from the United
Nations15 states that virtual child abuse breaches
international human rights norms, which prohibit
any pornographic representation of a child,
regardless of whether the child is real or virtual. This Report followed the reasoning that virtual
depictions of children constitute harm and foster
social tolerance towards exploitative acts and
might contribute to the formation of a subculture
of child abuse. The Rapporteur recommended
Japan to further amend its legislation to be in
tune with international human rights law. Some of the actors opposite “status quo
coalition” also advocate their policy core belief
on academic and feminist perspectives. Patrick
Galbraith (2017, 9), for example, argues that “the
RapeLay controversy demonstrates a confluence
of anti-pornography advocacy and conservative
agendas in Japan in the 2000s”. He stresses that
a number of Japanese feminists support the
production and commercialization of games
such as RapeLay on the grounds of freedom
of expression and the threat of government
interference on people’s private lives deciding
on what would constitute “good sex”, that is,
heterosexual and reproductive sexual intercourse
(Galbraith 2017, 9). Galbraith (2017) mentions
feminists such as Fujimoto Yukari who asserts
that manga and media in general are safe spaces
to think about sex in an environment where girls
are both producers and consumers of products
containing depictions of sexual violence since the
1970s. In this view, rape fantasies do not reflect a
desire to rape or be raped, as sexual fantasies in
general are not always about representations of
objects of desire in reality. There is a separation
of desires for sexual violence and for fictional
underage characters, that is, the image itself and
desires for real children (Galbraith 2006). This coalition has, however, one outlier: some
members of the Komeito Party. RapeLay The reasoning is that if the
virtual depictions look like children and portray
them in a sexual way, the material – in this case
a video game – should be under the regulation
of child pornography. Concluding that although
there are no real children, virtual pornography
can distort the user’s sexual desires, Nakasatomi
calls for an amendment of Article 2.3 of the Child
Prostitution and Child Pornography Act to include
virtual depictions of children in pornography as
part of child pornography. Connecting virtual
child pornography with the abuse of women in
general, Gutiérrez (2014) summarizes Nakasatomi
view’s concerning RapeLay when he affirms that: The desire to change the current policy towards
the virtual pornography in order to protect
children is followed by other academics such as
Shibata (2008), Takeuchi (2015), Matthews (2011).6
Moreover, some human rights organizations and
certain media outlets share this policy core belief. The game RapeLay also draw attention the New
York-based non-governmental organization
Equality Now,7which started a campaign called
“Women’s Action 33.1 Japan: Rape-simulator
games and the normalisation of sexual violence”.8
This human rights organization called the
producer of RapeLay to “withdraw immediately
from sale […] all games, including RapeLay, which
involve rape, stalking or other forms of sexual
violence or which otherwise denigrate women”.9
Moreover, the organization launched a letter
writing campaign to the Japanese Government
calling them to “ban the sale of computer games
such as RapeLay, which normalize and promote
sexual violence against women and girls”.10 In a
similar condemnation, the European Women’s
Lobby (EWL) affirmed RapeLay “promotes a
hostile attitude towards women, girls and male
sexuality, and enforces and promotes harmful and
discriminatory gender stereotypes”.11 The media
was also involved in this debate on the virtual
depiction of children in adult games. Western
media such as CNN12, The Guardian,13 and the It could thus be said that gender-based vio
lence is represented at the core of the sexual
relationships on which this type of video game Dilton Rocha Ferraz Ribeiro
An advocacy coalition analysis of the game RapeLay
459 Dilton Rocha Ferraz Ribeiro
An advocacy coalition analysis of the game RapeLay 459 Belfast Telegraph14 wrote pieces on the shocking
nature of RapeLay, which stressed the game’s
issue with women’s right and child pornography
in tone with the “children protection coalition”. prohibition of the production of other rape-based
games. 14 Fennelly, Gary. 2009. Exclusive: Amazon selling rape simulation game Rapelay. The Belfast Telegraph. February 12, 2009. Accessed November
9, 2017. https://www.belfasttelegraph.co.uk/business/technology/exclusive-amazon-selling-rape-simulation-game-rapelay-28533501.html.
15 ONU. 2016. Report of the special rapporteur on the sale of children, child prostitution and child pornography on her visit to Japan
– addendum – comments by the government of Japan on the report of the special rapporteur regarding her mission to Japan. Human
Rights Council Thirty-first session A/HRC/31/58/Ass. 3, p. 2. March 7 2016. Accessed March 23, 2018. http://www.ohchr.org/EN/Issues/
Children/Pages/CountryVisits.aspx.
16 Komeito. 2019. Accessed October 23, 2019. https://www.komei.or.jp/
17 Ando, Ritsuko. 2014. Japan bans child porn, but makes exceptions for manga comics. The Huffington Post, June 18, 2014. Accessed
October 15, 2017. https://www.huffingtonpost.com/2014/06/18/japan-bans-child-porn_n_5506114.html. 9
3
9
p
jp
17 Ando, Ritsuko. 2014. Japan bans child porn, but makes exceptions for manga comics. The Huffington Post, June 18, 2014. Accessed
October 15, 2017. https://www.huffingtonpost.com/2014/06/18/japan-bans-child-porn_n_5506114.html. RapeLay Komeito is a
relatively small social conservative and nationalist-
leaning party that is part of the ruling governmental
coalition.16 Toyama Kiyohiko is one of the
proponents for criminalizing fictitious depictions of
children in violent and sexual media.17 Accordingly,
the coalition against virtual depictions of children in
pornographic materials in Japan is formed by some
academics, some human rights organizations,
the United Nations, some politicians (especially
of the Komeito Party) and, to some extent, the
media. They share the policy core belief that these
depictions are harmful to children and foster a
culture of child abuse. As a policy outcome, they
hope to amend Japan’s legislation to criminalize
virtual child pornography. On this specific case, the
“children protection coalition” sought to remove the
production and sell of RapeLay and to assure the Fujimoto’s perspective is in tune with Saitō
Tamaki’s (2011) theory. For Saitō (2011) the distinction
between reality and non-reality is blurred and
otaku’s love for fictional characters represents
multilayers of forms of love that are different
from one another. Although there’s no intrinsic Civitas 20 (3): 454-463, set.-dez. 2020 460 (jidō poruno kisei hōan ni mukete no iken-sho,
2013;19 hontōni mamorubeki mono, 2013).20 The
current Government of Japan with its ruling Liberal
Democratic Party is itself part of this “pro status
quo coalition” for not taking any effective steps to
criminalize virtual child pornography and prohibit
sexual violent games such as RapeLay. Moreover,
the Government submitted a response to the
United Nations report on child trafficking and child
prostitution asserting that this report is inaccurate,
non-objective, contains insufficient information and
lacks understanding of Japan and its culture.21 The
document stressed that the Special Rapporteur’s
arguments regarding virtual child pornography
represent her personal opinion on the issue
and no domestic law and binding international
law point to the understanding that that virtual
child pornography is in fact child pornography. Consequently, instead of promising to amend its
legislation, the Government took a clear position
against criminalizing virtual child pornography. difference between loving a fictional character
and an actual human, the former represents a
completely different being. Saitō (2011) asserts
the test to know a real otaku is whether they
genuinely feel sexually drawn to fictional images. Consequently, the sexual attraction for fictional
characters and humans are different forms of
sexuality. 18 Kōeki Shadanhōjin Nihon Mangakka Kyōkai. Hontōni mamorubekimono 2013. Accessed November 9, 2017. https://www.nihonman
gakakyokai.or.jp/?tbl=information&id=3260.
19 Kōeki Shadanhōjin Nihon Mangakka Kyōkai, Jidō poruno kisei hōan ni mukete no iken-sho 2013. Accessed November 9, 2017. https://
www.nihonmangakakyokai.or.jp/?tbl=information&id=3136.
20 Kōeki Shadanhōjin Nihon Mangakka Kyōkai, Hontōni mamorubeki mono 2013. Accessed November 9, 2017. https://www.nihonman
gakakyokai.or.jp/?tbl=information&id=3260.
21 ONU. 2016. Report of the special rapporteur on the sale of children, child prostitution and child pornography on her visit to Japan – ad
dendum – comments by the government of Japan on the report of the special rapporteur regarding her mission to Japan. Human Rights
Council thirty-first session A/HRC/31/58/Ass. 3, p. 2. [hereinafter Government Comments U.N.]. Accessed March 23, 2018. http://www.
ohchr.org/EN/Issues/Children/Pages/CountryVisits.aspx.
22 Ken Akamatsu. n.d. Twitter. Accessed March 23, 2018. https://twitter.com/KenAkamatsu. RapeLay Fujimoto (Galbraith 2017) is analysing this
issue in a similar lenses to assert that desires for
fictional underage characters and sexual fantasies
do not reflect on real life individuals and desires. Moreover, not only those are separate things but
the regulation of these issues open a window to
allow government interference in people’s lives
by determining what would constitute accepted
forms of sexuality coupled with a disregard to
freedom of expression. Shigematsu (1999, 138)
affirms that fictional characters should not be
“blamed as the cause of the sexualisation of
actual young girls or their molestation.” She adds
that “[h]ow individuals consume, appropriate, and
transform rorikon manga (or other media) and
how they act thereafter cannot be controlled or
determined in advance”. Fans of pop culture are also part of the “pro
status quo coalition”. Among artists, Akamatsu Ken
is one of the most vocal opponents online to the
criminalization of virtual pornography.22 Moreover,
a number of websites offer platforms to discuss
and coordinate movements in support of the
non-criminalization of virtual child pornography
and others offer translations and download links
of games such as RapeLay. Indeed, a simple
Google search leads to a number of websites
offering free downloads of RapeLay. McLelland (2015, 15) shares the same view
affirming that it is “the two-dimensionality of
these characters, and lack of reference to any
physically existing person that many manga fans
find so attractive”. Moreover, artists also lobbied
against any amendment of Japan’s legislation
usually on the grounds of freedom of expression. The Japan Cartoonists Association18 argued
that the criminalization of virtual depictions of
children would impact the creative industry,
would implement a fear of persecution leading
to the destruction of artwork (“book burnings”)
and would hinder ideas and harm freedom of
expression causing “unnecessary adverse effects” The Advocacy Coalition Framework and
the RapeLay case The RapeLay controversy concerns the broader
policy subsystem regarding virtual depictions
of minors in sexual and violent situations. There Dilton Rocha Ferraz Ribeiro
An advocacy coalition analysis of the game RapeLay
461 Dilton Rocha Ferraz Ribeiro
An advocacy coalition analysis of the game RapeLay 461 are two internationally based coalitions looking
to achieve opposite objectives. As policy goals,
one coalition seeks to prohibit games such as
RapeLay and, more broadly, change Japan’s
legislation to criminalize virtual depictions of
children in pornographic manga, animation
and games. Academics such as Nakasatomi,
Western media outlets such as CNN and The
Guardian, non-governmental organizations such
as Equality Now and Japan’s Lighthouse Project,23
and branches of the United Nations form this
coalition. Moreover, social conservative politicians
from the Liberal Democratic Party and especially
from the Komeito Party also share these policy
objectives. This coalition is a “children protection
coalition” because their main policy core belief is
that Japan needs to ban games such as RapeLay
and virtual child pornography in order to protect
children from exploitation and to avoid promoting
a culture of child abuse. in Japan concerning virtual child pornography. This
coalition is formed by academics such as Galbraith,
feminists such as Fujimoto and Shigematsu, the
Japan Cartoonists Association, artists such as
Akamatsu Ken and arguably most members of
the current Government of Japan. The “pro status quo coalition” based their views
on the arguments that a number of sexual and
violent manga, anime and games are produced
by women themselves (agency) and reflect
desires, which do not belong to the realm of
reality. Accordingly, to this coalition, sexual desires
towards virtual characters are different to and
separate from any real human being. Moreover,
they advocate freedom of speech arguing that
change on the legislation would severally impact
the media industry in Japan and would place
restrictions on the creative drive of artists. However,
this coalition arguably has one outlier, that is, one
actor that does not necessarily share these core
beliefs: the Government. The ruling political party
does not justify its position on feminist views
rooted on agency or on freedom of expression. It
simply points out the lack of studies and proof that
virtual child pornography is prejudicial to children
and is inertial on amending Japan’s criminal laws. 23 Fujiwara, Shihoko. 2014. Japan outlaws possession of child porn, but anime and manga still legal. Interview by Carol Off. CBC Radio, June
06, 2014. Accessed November 9, 2017. http://www.cbc.ca/radio/asithappens/friday-moncton-shooting-rcmp-friend-ireland-s-magdale
ne-laundries-squirrel-cpr-and-more-1.2903540/japan-outlaws-possession-of-child-porn-but-anime-and-manga-still-legal-1.2903543. The Advocacy Coalition Framework and
the RapeLay case Consequently, the core policy belief share by all
actors on this coalition is that there is no evidence
proving that virtual child pornography is damaging
and Japan should not ban virtual pornography. Most actors of the “children protection
coalition” place their arguments within a feminist
framework of the protection of women against
exploitation of an uneven society. However, social
conservative politicians do not share feminist
views. On the contrary, they usually sponsor
“traditional” heterosexual forms of union leading
to matrimony and procreation. Indeed, one of
the leading politicians against games such as
RapeLay and virtual child pornography is the anti-
feminist and anti-sex education Yamatani Eriko
(Nakasatomi, 2009). Due to this divergence, this
coalition is more centered on the core belief that
children must be protected and sexual violence
has no place in media forms. There is thus the question of the effectiveness
of these coalitions. The pro status quo coalition
is stable and effective for three main reasons. First, this coalition does not need to get support
to change policies. On the contrary, they mainly
want the non-application of laws that, in their
view, might hinder free expression. Secondly,
artists and fans can be quite vocal in their support
for manga, animation and games on the Internet
and on real life. Third, the Government seems, at
least up to now, to be supporting this coalition,
which hinders any possibility of change through
the Parliament. The only non-stable member The opposite coalition seeks, as policy goals, to
make sure Japan preserves its current content-free
laws that do not criminalize virtual depictions of
children in any situation. In a more specific analysis,
they also sought to preserve the production and
commercialization of games such as RapeLay. This opposition is, therefore, a “pro status quo
coalition”, that is, it seeks to preserve the status quo Civitas 20 (3): 454-463, set.-dez. 2020 462 that is, non-real representations of individuals,
especially children. In the context of Japanese
pop-culture, there are two opposing coalitions: the
“children protection coalition” and the “pro status quo
coalition”. They act in a complex set of arrangements
that include academic papers, books, websites,
social networks and political debates. Each group
seeks to influence people to either change policies
towards the production and commercialization of
virtual child pornography, or to maintain the current
non-criminalization of these products. of this coalition is the current Government. The Advocacy Coalition Framework and
the RapeLay case This
is due to the fact that there is no evidence that
most members of the ruling party supports
agency-based feminism and the non-limitation
of freedom of expression. Accordingly, although
the “pro status quo coalition” is arguably stable
and effective on its policy goals, they might face
a starker opposition in case the majority of the
Parliament decides to shift core beliefs and
support a change in the current legislation. However, this does not mean that the
“children protection coalition” is not effective. This coalition is stable and managed to lobby
for the amendment of the Child Prostitution
and Child Pornography Act to criminalize the
possession of child pornography. Moreover,
after strong opposition from this coalition on the
production and commercialization of games such
as RapeLay, the self-regulatory agency Ethics
Organization of Computer Software banned the
production and commercialization of games such
as RapeLay in Japan (Nakasatomi 2009).This is
a surprising victory for the “children protection
coalition” as they were able to accomplish one
of their policy goals despite strong lobbying from
the Japan Cartoonists Association and artists
such as Akamatsu Ken. Moreover, the Ethics
Organization of Computer Software, formed by
game producers, moved past the interests of their
member organizations and acquiesced with a
policy goal from the “children protection coalition”. Most members of both groups arguably share
the same core beliefs, as both groups have been
stable for more than a decade. Moreover, they act
and react to each other. RapeLay is an example
of this action-reaction system. The game was
produced and commercialized within its niche. After the game’s sale reached the stoplight on
the website “Amazon”, there was a chain action
from the “children protection coalition”, which
lead to a reaction from the “pro status quo
coalition”. In this case, both coalitions were, to
some extent, victorious. The “children protection
coalition” managed to remove the game from
Japanese stores and the “pro status quo coalition”
succeeded in keeping Japanese laws intact. However, even though the “children protection
coalition” was victorious in its claims concerning
the game, this is limited to a punctual aspect,
as they remain unable to succeed in changing
the legal framework that allows for the fictitious
depictions of children. In other words, the “pro
status quo coalition” has been, at least so far,
more effective and successful. Conclusion The Advocacy Coalition Framework provides
efficient lenses to analyze the complex subsystem
concerning rape fantasies and fictitious depictions
of children in adult media. The production
and commercialization of the game RapePlay
provides an interesting frame of analysis to seek
to understand which are the main actors in this
subsystem, what are their core policy beliefs,
how they act, which are they goals and whether
they are efficient in achieving their policy goals. References Video games and
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transgressive intimacy among “rotten girls” in contem
porary Japan. Signs: Journal of Women in Culture and
Society 37 (1): 219-240. https://doi.org/10.1086/660182. Nakasatomi, Hiroshi. 2009. Reipurei mondai no keii to
hou kaisei no kadai [Problems concerning “rapeplay”
and the challenges for legal reform]. Poruno/kaishun
mondai kenkyuu kai: Ronbun/shiryou shuu 9: 21-43. Nakasatomi, Hiroshi. 2009. Reipurei mondai no keii to
hou kaisei no kadai [Problems concerning “rapeplay”
and the challenges for legal reform]. Poruno/kaishun
mondai kenkyuu kai: Ronbun/shiryou shuu 9: 21-43. Galbraith, Patrick.2015. ‘Otaku research’ and anxiety
about failed men. In Debating Otaku in contemporary
Japan: historical perspectives and new horizons, edited
by Patrick W. Galbraith, Thiam Huat Kam and Björn-Ole
Kamm. London: Bloomsbury. Okano, Michiko. 2014. A estética kawaii: origem e diá
logo. Anais do Encontro Internacional de Pesquisadores
em Arte Oriental. São Paulo: Universidade Federal de
São Paulo, 1: 288-307. Saito, Tamaki. 2013. Beautiful fighting girl. Minneapolis:
University of Minnesota Press. Saito, Tamaki. 2013. Beautiful fighting girl. Minneapolis:
University of Minnesota Press. Galbraith, Patrick. 2017. “Rapelay and the return of the
sex wars in Japan.” Porn Studies 4 (1): 105-126. https://
doi.org/10.1080/23268743.2016.1252159. Shibata, Tomo. 2008. Undoing sexual objectification
in the Japanese socio-juridical context: the human
-rights-oriented transmutation of the conception of
‘obscene’ material. International Journal of Japane
se Sociology 17 (1): 114-128. https://doi.org/10.1111/j. 1475-6781.2008.00115.x. Gutiérrez, Enrique Javier Díez. 2014. Dilton Rocha Ferraz Ribeiro Kawasaki, Kenichi. 2007. Tokyo pop culture as a transfor
mative culture. Journal of Global Media Studies 1: 17-29. Professor (by Special Appointment) at the International
Christian University (Tóquio, Japão). PhD in Law from the
Queens University (Kingston, Canadá), Master in Social
Sciences (focus: Peace studies) from the International
Christian University (Tóquio, Japão), and Master of
Laws (LL.M.) in Law from the University of Manitoba
(Winnipeg, Canadá). Kinsella, Sharron. 1995. Cutes in Japan. In Women, media
and consumption in Japan, edited by Lise Skov and Brian
Moeran, 220-254. London: Curzon Press. Kinsella, Sharron. 1998. Japanese subculture in the
1990s: otaku and the amateur manga movement. Jour
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tions, discourses, and policies. Diversité Urbaine 13 (1):
131-152. https://doi.org/10.7202/1024714ar. Mathews, Chris. 2011. Manga, virtual child pornography,
and censorship in Japan. In Applied ethics: old wine in
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Association between bronchopulmonary dysplasia and early respiratory morbidity in children with respiratory distress syndrome: a case–control study using nationwide data
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Scientific reports
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cc-by
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Association
between bronchopulmonary
dysplasia and early respiratory
morbidity in children
with respiratory distress syndrome:
a case–control study using
nationwide data
OPEN Jeong Eun Shin1,2, Haerin Jang1,2, Jung Ho Han1, Joonsik Park1, Soo Yeon Kim1,
Yoon Hee Kim1, Ho Seon Eun1, Soon Min Lee1, Kook In Park1, Myung Hyun Sohn1,
Min Soo Park1,3 & Kyung Won Kim1,3* Bronchopulmonary dysplasia (BPD) can cause respiratory morbidity beyond the neonatal period. We aimed to analyze the association of BPD on childhood lower respiratory illness (LRI) and asthma
among patients diagnosed with respiratory distress syndrome (RDS). This case–control study analyzed
data between 2002 and 2015 from a nationwide database. We included 55,066 children with RDS. Two-year LRI and asthma at ages 3 and 5 were assessed. Readmission for LRIs within 2 years of birth
occurred in 53.9% and 37.9% of the BPD (n = 9470) and non-BPD (n = 45,596) cases, respectively. In the
BPD group, the median number of hospitalizations, mechanical ventilation and oxygen use rates were
significantly higher, while the hospitalization duration was significantly longer (P < 0.001 for all). The
relative risk of BPD was 1.42 (1.39–1.45) on total readmission and 6.53 (5.96–7.15) on intensive care
unit readmission. Asthma prevalence was significantly higher in BPD group (57.6% vs. 48.9% at age 3
and 44.3% vs. 38.2% at age 5, P < 0.001). In children with RDS, BPD could affect repetitive and worse
LRI as an independent risk factor for respiratory morbidity during the first 2 years of life. BPD may also
be a crucial risk factor for asthma in preschoolers. Respiratory distress syndrome (RDS) requiring surfactant replacement occurs in approximately 1% of total live
births globally. RDS has been steadily increasing in Korea and in western countries1,2. Following the introduc-
tion of pulmonary surfactant administration in the 1990s, very low birth weight (VLBW) and extremely low
birth weight (ELBW) infant survival rates in Korea increased by 1.6 and 2.7 times, respectively, over 20 years3.h g
(
)
y
p
y
y
The prevalence of bronchopulmonary dysplasia (BPD), a chronic lung disease caused by RDS, has increased
because of improved preterm infant survival4. Despite advances in perinatal care, approximately 20–30% of
VLBW infants develop BPD1,5. Children with BPD have higher rehospitalization rates in early childhood, mostly
because of respiratory illness, longer hospital days, and higher wheezing or asthma rates than preterm or ELBW
infants without BPD6. In Asia, few studies have investigated respiratory morbidity of BPD patients in preterms7. No study has evaluated the impact of BPD in children born with RDS worldwide. www.nature.com/scientificreports www.nature.com/scientificreports Methods
D We analyzed the number of admissions and total days admitted for both general
admission and ICU care. Prescription and treatment records were used to analyze whether respiratory support
was necessary. Mechanical ventilation and non-invasive ventilation were evaluated, along with oxygen prescrip-
tion records. Treatment codes used to identify each treatment are listed in Supplementary Table S5. y
pp
y
Mortality was analyzed in all patients who died before age 3. Cause of death data was collected from the
Statistics Korea database, which is based on death certificate forms that specify the primary cause of death using
ICD-10 codes. We classified the cause of death into four categories: death due to respiratory diseases; death due
to non-respiratory diseases; death due to external causes, including all accidents; and death due to miscellaneous
causes. ICD-10 codes used for classification are organized in Supplementary Table S6. Asthma prevalence and morbidity assessment. Each patient was evaluated for asthma at ages 3 and
5. Asthma patients were defined as children who visited a hospital at least twice yearly with an asthma diagnosis
using code J45 (asthma) or J46 (status asthmaticus), including all subsections, and prescribed with asthma medi-
cation at the same visit9. Asthma medications were determined based on medical charge codes for prescribed
drugs (Supplementary Table S7) including oral/intravenous corticosteroids, inhaled corticosteroids, inhaled cor-
ticosteroids/long-acting beta 2 agonist combination inhalers, leukotriene receptor antagonists, short-acting beta
2 agonists for inhalation, and aminophylline/theophylline. For asthma at age 3, medical records 24–36 months
after birth were retrieved, and the number of doctor visits with asthma diagnosis and asthma medication pre-
scriptions were counted. For asthma at age 5, medical records 48–60 months after birth were retrieved to define
asthma. Patients who died before reaching 24 or 48 months of age were excluded. Among asthma patients, we
also examined those who were hospitalized within this period because of asthma. The number of admissions and
total days admitted were used to evaluate asthma severity. Statistical analysis. Data were analyzed using R version 3.3 and SAS version 9.4 (SAS Institute Inc., Cary,
NC). Descriptive statistics were used to summarize the entire study population. Results are presented as frequen-
cies or medians and interquartile ranges, as appropriate. Groups were compared using Welch’s two-sample t test
for continuous variables and Pearson’s Chi-square test with Yates’ continuity correction for categorical variables. The Mann–Whitney U test was used for non-normal distributions. Methods
D Data source and study population. All diagnosed diseases are recorded in the NHIS using codes based
on the 10th Revision of the International Classification for Disease (ICD-10). From the NHIS database, we
extracted data on children born between 2002 and 2015 who fulfilled either of the following criteria within
2 years of birth: diagnosed with RDS using ICD-10 code P22.0 or received exempted health insurance fees
because of RDS with code V142. Patients were excluded from the study if death occurred during the initial neo-
natal ICU (NICU) hospitalization or if major congenital anomalies were present. Major congenital anomalies
were defined as malformation or deformation of the nervous, circulatory, respiratory, digestive, or musculoskel-
etal systems; chromosomal abnormality; inborn errors of metabolism; or hydrops fetalis. Patients with external
minor congenital anomalies, anomalies limited to the limbs, or isolated urogenital anomalies were included. ICD-10 codes used for the exclusion criteria are presented in Supplementary Table S1. Because of the nature
of the data, medical records are only registered after birth registration. Hence, medical records of infants who
received health care before birth registration are recorded under their birth mothers. As there were a few cases
where birth registration was performed after discharge from the NICU, we excluded patients whose first medical
record was registered in an outpatient clinic. Characteristics of RDS patients. Demographic data, diagnosed illnesses, prescribed therapies, and
admission history were collected. BPD was defined as a diagnosis with ICD-10 code P27.1 within 2 years of
birth. VLBW infants born after 2011 could be identified using diagnosis codes that specify birth weight < 1500 g
(Supplementary Table S2). The date of the first medical record was used as the date of birth for each patient;
age was calculated using this date. Comorbidity was evaluated in medical records within 2 years of birth. Pat-
ent ductus arteriosus ligation, intraventricular hemorrhage, pulmonary hypertension, necrotizing enterocolitis,
retinopathy of prematurity, and neonatal sepsis were confirmed using their corresponding ICD-10 codes (Sup-
plementary Table S3). Lower respiratory morbidity and mortality assessment. We evaluated medical records of patients
hospitalized within 2 years of birth with a diagnosed LRI. Supplementary Table S4 contains the ICD-10 codes
for bronchitis, bronchiolitis, pneumonia, croup, laryngitis, and tracheitis. The first admissions recorded for each
patient were most likely NICU admissions immediately after birth; thus, we only included records after dis-
charge from the first admission. www.nature.com/scientificreports/ emergency care, and pharmaceutical services. At each doctor visit, institutions submit electronic health care
utilization information to the NHIS for reimbursement, which is integrated into the NHIS database8. The NHIS
provides access to the database for research, allowing nationwide large-scale and longitudinal analyses in Korea. We aimed to determine the influence of BPD on childhood lower respiratory illness (LRI) and asthma among
a population who received pulmonary surfactant for neonatal RDS. Association
between bronchopulmonary
dysplasia and early respiratory
morbidity in children
with respiratory distress syndrome:
a case–control study using
nationwide data
OPEN To our knowledge, this is the
first large-scale nationwide study analyzing BPD as a risk factor for early respiratory morbidities and pediatric
asthma and the first to investigate infants with RDS, not preterm or ELBW infants.hh i
g
p
The National Health Insurance Service (NHIS) provides health insurance to most Koreans (99.01%). The
NHIS covers many medical services, including medical visits, admissions, intensive care unit (ICU) care, 1Department of Pediatrics, Yonsei University College of Medicine, 50‑1 Yonsei‑ro, Seodaemun‑gu, Seoul 03722,
Korea. 2These authors contributed equally: Jeong Eun Shin and Haerin Jang. 3These authors jointly supervised this
work: Min Soo Park and Kyung Won Kim. *email: kwkim@yuhs.ac Scientific Reports | (2022) 12:7578 | https://doi.org/10.1038/s41598-022-11657-z www.nature.com/scientificreports/ Methods
D Patients readmitted within 2 years of birth because of lower respiratory illness. Data are expressed as
n (%), median (range)*, or median (interquartile range). The Mann–Whitney U test was used for non-normal
distributions in continuous variables. BPD bronchopulmonary dysplasia, NIV non-invasive ventilator, ICU
intensive care unit. presentation of any identifying data, the requirement for informed consent was waived by the same IRB com-
mittee. All methods were carried out in accordance with Korean government’s guideline for health and medical
data utilization. Methods
D P < 0.05 was considered statistically signifi-
cant. Ethical approval. This study protocol was reviewed and approved by the Institutional Review Board of
Severance Hospital (approval No. 4-2019-0383). As this was an observational study without intervention and the https://doi.org/10.1038/s41598-022-11657-z Scientific Reports | (2022) 12:7578 | www.nature.com/scientificreports/ BPD (n = 9470)
Non-BPD (n = 45,596)
P-value
Male
5176 (54.7)
26,321 (57.7)
< 0.001
Perinatal comorbidity
PDA, treated surgically
184 (1.9)
91 (0.2)
< 0.001
Intraventricular hemorrhage
528 (5.6)
287 (0.6)
< 0.001
Pulmonary hypertension
824 (8.7)
1266 (2.8)
< 0.001
Necrotizing enterocolitis
1018 (10.7)
941 (2.1)
< 0.001
Retinopathy of prematurity
7460 (78.8)
17,274 (37.9)
< 0.001
Neonatal sepsis
4849 (51.2)
11,261 (24.7)
< 0.001
Readmission for LRI within 2 years of birth
5102 (53.9)
17,273 (37.9)
< 0.001
Death within 2 years of birth
264 (2.8)
387 (0.8)
< 0.001 Table 1. Patient characteristics. Data are expressed as n (%). LRI lower respiratory illness, BPD
bronchopulmonary dysplasia, PDA patent ductus arteriosus. P-value was calculated using Welch’s two-sample
t test for continuous variables and Pearson’s Chi-square test with Yates’ continuity correction for categorical
variables. p
( )
p
y
bronchopulmonary dysplasia, PDA patent ductus arteriosus. P-value was calculated using Welch’s two-sample
t test for continuous variables and Pearson’s Chi-square test with Yates’ continuity correction for categorical
variables. Table 2. Patients readmitted within 2 years of birth because of lower respiratory illness. Data are expressed as
n (%), median (range)*, or median (interquartile range). The Mann–Whitney U test was used for non-normal
distributions in continuous variables. BPD bronchopulmonary dysplasia, NIV non-invasive ventilator, ICU
intensive care unit. BPD (n = 5102)
Non-BPD (n = 17,273)
P-value
Number of readmissions*
2 (1–40)
1 (1–29)
< 0.001
Hospital stay, days
13 (6–30)
8 (5–15)
< 0.001
Ventilator use
760 (14.9)
459 (2.7)
< 0.001
NIV use
201 (3.9)
82 (0.5)
< 0.001
Oxygen use
2094 (41.0)
2505 (14.5)
< 0.001
ICU admission
1030 (20.1)
760 (4.3)
< 0.001
Number of ICU admissions*
1 (1–6)
1 (1–8)
< 0.001
ICU hospital stay, days
34 (18–61)
14 (9–25)
< 0.001 Table 2. Patients readmitted within 2 years of birth because of lower respiratory illness. Data are expressed as
n (%), median (range)*, or median (interquartile range). The Mann–Whitney U test was used for non-normal
distributions in continuous variables. BPD bronchopulmonary dysplasia, NIV non-invasive ventilator, ICU
intensive care unit. Table 2. Table 1. Patient characteristics. Data are expressed as n (%). LRI lower respiratory illness, BPD Figure 1. Trend in the relative risk of bronchopulmonary dysplasia on total readmission (A) and ICU
admission (B) because of respiratory diseases. ICU intensive care unit. Table 3. Asthma patients categorized per BPD status. Data are expressed as n (%), median (interquartile
range), or median (range)*. a Between 36 and 48 months of age. b Between 60 and 72 months of age. The
percentage of patients with asthma at ages 3 and 5 was calculated using the total number of patients alive at
ages 3 and 5. BPD bronchopulmonary dysplasia. BPD (n = 5760)
Non-BPD (n = 27,369)
P-value
Asthma at age 3 (n = 16,467)
3217 (57.6)
13,250 (48.9)
< 0.001
Number of admitted patientsa
772 (24.0)
2289 (17.3)
< 0.001
Number of admissions per person*
1 (1–13)
1 (1–12)
0.157
Hospital days per person
7 (5–12)
6 (5–10)
0.003
Asthma at age 5 (n = 12,812)
2468 (44.3)
10,344 (38.2)
< 0.001
Admissions due to asthmab
369 (15.0)
1070 (10.3)
0.439
Number of admissions per person*
1 (1–12)
1 (1–11)
< 0.001
Hospital days per person
6 (4–10)
6 (5–9)
0.777 Table 3. Asthma patients categorized per BPD status. Data are expressed as n (%), median (interquartile
range), or median (range)*. a Between 36 and 48 months of age. b Between 60 and 72 months of age. The
percentage of patients with asthma at ages 3 and 5 was calculated using the total number of patients alive at
ages 3 and 5. BPD bronchopulmonary dysplasia. Table 3. Asthma patients categorized per BPD status. Data are expressed as n (%), median (interquartile
range), or median (range)*. a Between 36 and 48 months of age. b Between 60 and 72 months of age. The
percentage of patients with asthma at ages 3 and 5 was calculated using the total number of patients alive at
ages 3 and 5. BPD bronchopulmonary dysplasia. Respiratory morbidities in VLBW infants. Of the total population, 33,437 patients (60.7%) were
included in a subgroup analysis based on birth weight of < 1500 g or > 1500 g. BPD was diagnosed in 58.7%
and 7.2% of the < 1500 g and > 1500 g groups, respectively. Results BPD (n = 5760)
Non-BPD (n = 27,369)
P-val
Asthma at age 3 (n = 16,467)
3217 (57.6)
13,250 (48.9)
< 0.00
Number of admitted patientsa
772 (24.0)
2289 (17.3)
< 0.00
Number of admissions per person*
1 (1–13)
1 (1–12)
0.15
Hospital days per person
7 (5–12)
6 (5–10)
0.00
Asthma at age 5 (n = 12,812)
2468 (44.3)
10,344 (38.2)
< 0.00
d
d
h
b
(
)
(
) Results Respiratory morbidities/mortality within 2 years in BPD patients. From 2002 to 2015, 69,245
patients (0.95% of total live births in Korea) were diagnosed with RDS (P22.0). After applying the exclusion
criteria, 55,066 patients (79.5%) were finally included in the analysis (Supplementary Fig. S1), 9470 (17.2%) of
whom were diagnosed with BPD. Perinatal co-morbidities including surgically treated patent ductus arteriosus,
intraventricular hemorrhage, pulmonary hypertension, necrotizing enterocolitis, retinopathy of prematurity,
and neonatal sepsis were significantly higher in the BPD group than the non-BPD group (P < 0.001, Table 1). Rehospitalization for LRI within 2 years of birth occurred in 53.9% of BPD patients and 37.9% of non-BPD
patients (P < 0.001, Table 1). p
Among readmitted patients, the median number of readmissions within 2 years of birth was twice as high in
the BPD group than the non-BPD group (2 (1–40) vs. 1 (1–29), P < 0.001, Table 2). Patients in the BPD group
showed a significantly longer hospital stay and higher rates of mechanical ventilator, non-invasive ventilator, and
oxygen use than those in the non-BPD group (14.9% vs. 2.7%, 3.9% vs. 0.5%, and 41.0% vs. 14.5%, respectively,
P < 0.001, Table 2). Furthermore, compared with those in the non-BPD group, patients in the BPD group were
4.7 times more likely to require ICU care and stayed in the ICU 2.4 times longer (P < 0.001, Table 2).hi y
q
y
g
The relative risk (RR) of BPD on readmission because of LRI significantly and steadily increased from 2002
to 2015 (1.42, 95% confidence interval [CI], 1.39–1.45, Fig. 1A). The RR of BPD on ICU admission was much
higher than that on total readmission (6.53, 95% CI, 5.96–7.15, Fig. 1B). The RRs of both total readmission and
ICU admission showed an increasing trend between 2005 and 2006; the RR of ICU admission peaked in 2010
(8.60, 95% CI, 6.32–11.70, Fig. 1).hi g
Of the 55,066 patients, 651 (1.18%) died within 2 years. The mortality rate was significantly higher in the
BPD group than the non-BPD group (2.8% vs. 0.8%, P < 0.001, Table 1). Respiratory morbidity caused 42.4% and
25.3% of deaths in the BPD and non-BPD groups, respectively (P < 0.001, Supplementary Table S8). https://doi.org/10.1038/s41598-022-11657-z Scientific Reports | (2022) 12:7578 | cientificreports/ www.nature.com/scientificreports/ scientificreports/
Figure 1. Trend in the relative risk of bronchopulmonary dysplasia on total readmission (A) and ICU
admission (B) because of respiratory diseases. ICU intensive care unit. Discussionh This study analyzed the association between BPD and childhood respiratory morbidities in Korean children
with RDS born between 2002 and 2015. In the study population, 17.2% of children were diagnosed with BPD;
58.7% of the < 1500 g and 7.2% of the > 1500 g birth weight subgroups had BPD. The incidence and severity of
LRIs requiring readmission within 2 years of birth were significantly higher in the BPD group than the non-BPD
group. BPD increased the frequency of readmission, hospitalization stay, ICU admission rate and duration, and
overall ventilator and oxygen use in admitted patients. The RR of BPD on rehospitalization slightly decreased
after adjusting for birth weight; however, BPD was still significantly associated with rehospitalization in both
birth weight groups. Pediatric asthma prevalence and severity were also higher in the BPD group than the non-
BPD group at ages 3 and age 5, approximately 3 times higher than in the general population.h g
p
g
g
, pp
y
g
g
p p
The high incidence of early life LRIs in BPD patients means they are vulnerable to respiratory infections
and potential further decline of lung function because of LRI-related causes. BPD is characterized by disrupted
alveolar and vascular growth due to pulmonary inflammation, oxidative stress, and mechanical trauma to the
fragile immature lungs10. Most alveolarization occurs within the first 2 years of life, and pulmonary function
follows a predictable progression from birth through childhood until full maturation at age 22; therefore, any
adverse exposure before or during development has the potential to change the trajectory of lung development
and cause a loss of lung function with age10–13. Also, even late preterm children had decreased childhood lung
function compared with those delivered at term14.h p
The RR of BPD on readmission decreased from 2002 to 2005 but rapidly increased during 2005–2006, which
was further emphasized when looking at ICU admission (Fig. 1). This result can be partially explained by the
increase in preterm infant survival. In VLBW infants, the survival rate of infants born in Korea between 2005
and 2009 was 85.3%, up 14.5% from that of infants born between 2000 and 2004 (74.5%)15. When comparing
2000 and 2010, preterm births increased both in absolute number (23,914 vs. 27,304) and in the proportion of
total births (3.8% vs 5.8%), although the total number of births decreased by 35%16. Compared with the non-BPD group, the BPD group
had a significantly higher readmission frequency; more days in the hospital; and higher mechanical ventilator,
non-invasive ventilator, and oxygen use on readmission within 2 years in both the < 1500 g and > 1500 g birth
weight subgroups. The number of ICU admissions was not higher in patients with BPD in the > 1500 g group
(Supplementary Table S9). pp
y
Patients with BPD showed similar RRs for readmission because of LRI in both the < 1500 g (1.23, 95% CI
1.17–1.29, Supplementary Fig. S2) and > 1500 g groups (1.28, 95% CI 1.22–1.34). All patients with RDS born
between 2011 and 2015 had an RR for readmission of 1.36 (Supplementary Fig. S2). Asthma prevalence and asthma‑related morbidities in BPD. Patients born between 2002 and 2012
were included in the analysis. Of 33,129 children, asthma prevalence at ages 3 and 5 was 49.7% and 38.7%,
respectively. The proportion of patients diagnosed with asthma was significantly higher in the BPD group than
the non-BPD group at both ages 3 (57.6% vs. 48.9%, P < 0.001) and 5 (44.3% vs. 38.2%, P < 0.001). Total asthma
prevalence decreased at age 5 (Table 3). The number of hospital admissions for asthma and the duration of hos- https://doi.org/10.1038/s41598-022-11657-z Scientific Reports | (2022) 12:7578 | www.nature.com/scientificreports/ Figure 2. Relative risk of bronchopulmonary dysplasia on asthma diagnosis at ages 3 (A) and 5 (B). Figure 2. Relative risk of bronchopulmonary dysplasia on asthma diagnosis at ages 3 (A) and 5 (B). Figure 2. Relative risk of bronchopulmonary dysplasia on asthma diagnosis at ages 3 (A) and 5 (B). igure 2. Relative risk of bronchopulmonary dysplasia on asthma diagnosis at ages 3 (A) and 5 (B). pitalization among admitted patients were higher in the BPD group than in the non-BPD group (Table 3). The
RR of BPD on asthma diagnosis was 1.06–1.37 at age 3 and 1.05–1.23 at age 5 (Fig. 2). pitalization among admitted patients were higher in the BPD group than in the non-BPD group (Table 3). The
RR of BPD on asthma diagnosis was 1.06–1.37 at age 3 and 1.05–1.23 at age 5 (Fig. 2). www.nature.com/scientificreports/ Long-term
follow-up is necessary to investigate whether prematurity of BPD itself is a predominant risk factor for respira-
tory morbidities or if BPD is only a major synergistic factor. y
y
j
y
g
Previous studies analyzed BPD as a risk factor for respiratory morbidity or asthma in VLBW or extremely
preterm infants. Our study focused on a nationwide population with RDS requiring surfactant replacement. As
the diagnostic code in claims data depends on input by each physician, the accuracy of diagnostic code input
is critical. The diagnostic code for “RDS” must be accompanied by a pulmonary surfactant prescription and
registered with the rare incurable disease code V142, which provides financial benefits for RDS patients from
the national health insurance. Extraction of patient data using code V142 is more accurate and reliable than the
diagnostic code related to ‘prematurity’ which has not been regulated by obligation for prescription or redemp-
tions. We were able to compare the asthma prevalence in the RDS group with that in the general population using
the same operational diagnosis9. However, as this is large-scale real-world data, the possibility of prescribing
asthma medications for preventive purposes cannot be excluded in some BPD patients.h This study has some limitations, including those inherent in any retrospective study using claims data. Although a large number of participants in our study allowed us to investigate patients with RDS extensively,
we could not obtain all perinatal and environmental variables because of insufficient detailed medical records. Therefore, we were unable to distinguish the extent of immaturity and BPD on respiratory morbidity. BPD diag-
nosis in our study population was based on the input of a diagnostic code by physicians and was presumed to be
defined as “oxygen use for 28 days”. Subgroup analysis among VLBW infants was only possible in infants born
after 2011 when the Korean Classification of Disease was updated. Infants with transient tachypnea of newborn
(TTN) or pneumonia may have been incorrectly diagnosed as RDS and included in our study population. How-
ever, previous national multicenter studies reported that 93.5% and 87.9% of total RDS patients were < 37 weeks
and < 2500 g respectively, whereas patients with TTN or pneumonia constituted only minimal portion in preterm
or low birth weight infants33,34. www.nature.com/scientificreports/ investigation using a large-scale longitudinal cohort study containing detailed medical records is necessary to
clarify the predominant risk factors for this high prevalence of asthma in the RDS population. y
g
Interestingly, the prevalence of asthma was not affected by BPD when we limited the population to
only < 1500 g birth weight infants (data not shown); however, LRI-related readmission was influenced by BPD
in the < 1500 g birth weight subgroup. This finding is partially consistent with the results of Jackson et al.20 who
suggested asthma diagnosis in children born before 28 weeks gestation is predominantly associated with post-
NICU risk factors, especially low socioeconomic status, but not with neonatal complications, including BPD. Kim et al.21 reported that small for gestational age infants were associated with poor pulmonary function showing
obstructive patterns within BPD patients within the first year of life. Therefore, the influence of BPD on asthma
may be diminished when the population is limited to extremely preterm or VLBW infants because birth weight
and prematurity are relatively predominant risk factors for asthma. Moreover, because asthma development is
affected by multiple factors including genetic, prenatal, prematurity, birth weight, and postnatal environmental
factors22,23, the impact of BPD on asthma may be less than that on LRIs. We found asthma-related hospitalization
and the influence of BPD on asthma decreased at age 5 than at age 3, suggesting the influence of BPD decreases
as children age. However, asthma development in BPD patients can result from LRI-related hospitalizations and
their severity during the first 2 years of life. Previous studies have shown asthma is closely related to early life
respiratory syncytial virus infection, and viral prophylaxis reduced childhood asthma prevalence23–25. p
y y
y
p
p y
p
BPD diagnosis in early life can cause an early decline in adult lung function. Several longitudinal cohort stud-
ies revealed a decreased forced expiratory volume and decreased forced expiratory volume/forced vital capacity
ratio at school age in preterm-born children26,27. Decreased lung function in childhood has also been suggested
to be a risk factor for adult chronic obstructive pulmonary disorder28–30. BPD patients may persistently present
with obstructive lung disease into adulthood31,32. However, long-term outcomes of survivors with BPD who
were born before the current era of perinatal care may not be generalizable to more recent survivors. www.nature.com/scientificreports/ Therefore, we suggest that the overlapping or misdiagnosis of TTN or pneumonia
with RDS in our cohort has minimal effects on the conclusion we draw from the study. Conclusion By investigating the annual trends of decreased BPD mortality for over 10 years, we were able to explore the
association between BPD and respiratory morbidity from a macroscopic viewpoint. In addition, we revealed the
real burden on readmitted patients by focusing on the severity of the patients. y
g
y
Our study demonstrated that children with BPD required rehospitalization because of respiratory morbidi-
ties twice as frequently as children without BPD. The BPD population received approximately five times more
intensive care, assessed by ventilator use and ICU admission rate than the non-BPD population. The prevalence
of pediatric asthma at ages 3 and 5 were three times higher in BPD children than in the general population. Regular follow-up and care for patients with BPD are crucial, and a follow-up plan may be necessary to manage
their long-term health. Received: 18 October 2021; Accepted: 19 April 2022 Discussionh The proportion of BPD in
the RDS population increased to 23.1% in 2007, compared with 17.0% in 200216. Two epidemics of mycoplasma
pneumonia occurred, in 2006 and from 2010 to 201117, which might have affected BPD patients more severely. Rehospitalization rates in children with BPD during the first 2 years of life were similar to those reported in the
United States18,19. A recent study by Sol et al.9 showed that the average prevalence of asthma in all Korean children born
between 2002 and 2015 peaked at 18.4% at age 3 and decreased to 14.7% at age 5. Therefore, we can infer that the
prevalence of asthma is approximately 3 times higher in BPD patients than in the general population. Moreover,
non-BPD patients with RDS were diagnosed with asthma 2.5 times more than the general population. Further Scientific Reports | (2022) 12:7578 | https://doi.org/10.1038/s41598-022-11657-z www.nature.com/scientificreports/ Acknowledgementsh g
This study was supported by a Severance Hospital Research fund for Clinical excellence (SHRC) (C-2020–0014)
nd a grant (22213MFDS486) from Ministry of Food and Drug Safety in 2022. References References
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4. Choi, J. S., Bae, C. W., Jang, Y. S., Lee, N. H. & Hong, W. R. Author contributions J.E.S. and H.J. designed the study, collected data, carried out the initial analysis, interpretation, and drafted the
manuscript. J.H.H., J.P., and S.Y.K. contributed to administrative, technical support. Y.H.K., H.S.E., and S.M.L. reviewed and revised the manuscript. K.I.P. and M.H.S. contributed to the conceptualization and supervision
of the study. M.S.P. and K.W.K. conceptualized and designed the study, critically reviewed the manuscript for
important intellectual contents, obtained funding, coordinated and supervised the study. All authors approved
the final manuscript as submitted and agree to be accountable for all aspects of the work. https://doi.org/10.1038/s41598-022-11657-z Scientific Reports | (2022) 12:7578 | www.nature.com/scientificreports/ Competing interests
The authors declare no competing interests. Additional information
Supplementary Information The online version contains supplementary material available at https://doi.org/
10.1038/s41598-022-11657-z. Correspondence and requests for materials should be addressed to K.W.K. 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
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the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. © The Author(s) 2022, corrected publication 2022 Competing interests
The authors declare no competing interests. Additional information
Supplementary Information The online version contains supplementary material available at https://doi.org/
10.1038/s41598-022-11657-z. Correspondence and requests for materials should be addressed to K.W.K. 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
nstitutional affiliations. © The Author(s) 2022, corrected publication 2022 Author contributions 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
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Genomic deletion of CNGB3 is identical by descent in multiple canine breeds and causes achromatopsia
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RESEARCH ARTICLE Open Access Yeh et al. BMC Genetics 2013, 14:27
http://www.biomedcentral.com/1471-2156/14/27 Yeh et al. BMC Genetics 2013, 14:27
http://www.biomedcentral.com/1471-2156/14/27 Genomic deletion of CNGB3 is identical by
descent in multiple canine breeds and causes
achromatopsia Connie Y Yeh1,2†, Orly Goldstein3†, Anna V Kukekova3,4, Debbie Holley5, Amy M Knollinger6, Heather J Huson7,
Susan E Pearce-Kelling8, Gregory M Acland3 and András M Komáromy1,2* * Correspondence: komaromy@cvm.msu.edu
†Equal contributors
1Department of Clinical Studies, School of Veterinary Medicine, University of
Pennsylvania, Philadelphia, PA 19104, USA
2Department of Small Animal Clinical Sciences, College of Veterinary
Medicine, Michigan State University, East Lansing, MI 48824, USA
Full list of author information is available at the end of the article Determining the deletion breakpoints of the CNGB3
mutation in the Alaskan malamute (AM) breed and
establishing a diagnostic test The exact size of the genomic deletion on CFA29 that
includes the CNGB3 gene in cd-affected AMs has not yet
been defined. BAC clone analysis and FISH hybridization
suggested that the deletion should be between 150 kb and
1 Mb [13]. To identify the breakpoints of the deletion, we
sought to genotype an AM-derived cd-affected colony dog
on a fine scale. AM-colony dogs are cd-affected dogs from
a pedigree segregating the disease originated by cross-
breeding a purebred, cd-affected AM to a beagle-mix dog
(details about the colony have been described by Sidjanin
and colleagues [13]). Primers designed to amplify genomic
regions within the neighboring genes successfully amplified
fragments from an affected dog within the genes solute
carrier family 7 (cationic amino acid transporter, y + system)
member 13 (SLC7A13), WW domain containing E3 ubi-
quitin protein ligase 1 (WWP1), cyclic nucleotide binding
domain containing 1 (CNBD1), and matrix metallopeptidase
16 (MMP16) (Figure 1; primer pairs 1, 2, 41–43, and 44–46
in Table S1A in Additional file 1). Primers, evenly dis-
tributed between WWP1 and CNBD1 genes, amplified the
proximal (primer pairs 3–9) and distal (primer pairs 20–40)
regions and yet failed to amplify the region CFA29:
35,699,379-36,103,729 (primer pairs 10–19) in the cd-
affected dog (Table S1A in Additional file 1). Achromatopsia is naturally occurring in two canine
breeds, where the condition is also referred to as cone
degeneration (cd). In the Alaskan malamute (AM), it is
caused by a genomic deletion of the entire CNGB3 gene,
while in the German shorthaired pointer it results from a
missense mutation in exon 6 [13]. Both of these genetic
defects are functional null mutations, and the phenotypic
manifestations resemble those observed in human patients
[14]. The genomic deletion in cd-affected AMs that
includes the CNGB3 gene was not fully characterized. The length of the deletion and the inclusion of other
adjacent genes were not identified, which resulted in
an inability to identify carrier dogs [13]. The clinical signs of canine achromatopsia, predominantly
day-blindness, typically manifest by 8–12 weeks of age when
retinal development is completed in dogs [15-18]. Cones
develop normally but once they are no longer functional,
their inner and outer segments gradually deteriorate,
followed by a slow loss of cones throughout the animal’s
lifetime [16,19]. The loss of cone function can be confirmed
by electroretinography [14,15]. However, affected dogs
remain ophthalmoscopically normal. Background breeds. In the present study, we report in-depth the
identical phenotype and genotype of AM-achromatopsia in
a new, unrelated canine breed, the miniature Australian
shepherd (MAS). We also found the same cd-allele in a
Siberian husky and Alaskan sled dogs in a heterozygous
state. We identified the breakpoints and determined the
length of the genomic CNGB3-deletion to be 404,820 bp,
involving two other genes. All the cd-alleles found in the
different breeds were shown to be IBD, strongly suggesting
an affected founder effect. Congenital achromatopsia, also called rod monochromacy
and day-blindness, is a rare autosomal recessive condition
that results in complete loss of cone photoreceptor
function, while the rod photoreceptors remain intact
[1]. The disease is characterized by decreased visual acuity,
photophobia, nystagmus, and complete colorblindness [1]. Thus far, mutations in five genes have been identified to
cause achromatopsia; they encode key components of the
cone phototransduction cascade: the alpha (PDE6C)
and gamma (PDE6H) subunits of cone cyclic guanosine
monophosphate (cGMP) phosphodiesterase [2,3], the alpha
subunit of cone transducin (GNAT2) [4,5], as well as the
alpha (CNGA3) and beta (CNGB3) subunits of cone cyclic-
nucleotide gated channel [6-8]. In the majority of patients,
achromatopsia is a channelopathy and caused by mutations
in either the CNGA3 or CNGB3 gene, with CNGB3 being
affected most commonly [9-12]. Abstract BMC Genetics 2013, 14:27
http://www.biomedcentral.com/1471-2156/14/27 Page 2 of 12 Abstract Background: Achromatopsia is an autosomal recessive disease characterized by the loss of cone photoreceptor
function that results in day-blindness, total colorblindness, and decreased central visual acuity. The most common
causes for the disease are mutations in the CNGB3 gene, coding for the beta subunit of the cyclic nucleotide-gated
channels in cones. CNGB3-achromatopsia, or cone degeneration (cd), is also known to occur in two canine breeds,
the Alaskan malamute (AM) and the German shorthaired pointer. Results: Here we report an in-depth characterization of the achromatopsia phenotype in a new canine breed, the
miniature Australian shepherd (MAS). Genotyping revealed that the dog was homozygous for a complete genomic
deletion of the CNGB3 gene, as has been previously observed in the AM. Identical breakpoints on chromosome 29
were identified in both the affected AM and MAS with a resulting deletion of 404,820 bp. Pooled DNA samples of
unrelated purebred Australian shepherd, MAS, Siberian husky, Samoyed and Alaskan sled dogs were screened for
the presence of the affected allele; one Siberian husky and three Alaskan sled dogs were identified as carriers. The
affected chromosomes from the AM, MAS, and Siberian husky were genotyped for 147 SNPs in a 3.93 Mb interval
within the cd locus. An identical shared affected haplotype, 0.5 Mb long, was observed in all three breeds and
defined the minimal linkage disequilibrium (LD) across breeds. This supports the idea that the mutated allele was
identical by descent (IBD). Conclusion: We report the occurrence of CNGB3-achromatopsia in a new canine breed, the MAS. The
CNGB3-deletion allele previously described in the AM was also observed in a homozygous state in the affected
MAS, as well as in a heterozygous carrier state in a Siberian husky and Alaskan sled dogs. All affected alleles were
shown to be IBD, strongly suggesting an affected founder effect. Since the MAS is not known to be genetically
related to the AM, other breeds may potentially carry the same cd-allele and be affected by achromatopsia. Keywords: Achromatopsia, Alaskan malamute, Alaskan sled dog, Australian shepherd, Cone degeneration, CNGB3,
Day-blindness, Identical by descent, Siberian husky © 2013 Yeh 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. Yeh et al. BMC Genetics 2013, 14:27
http://www.biomedcentral.com/1471-2156/14/27 Yeh et al. Determining the deletion breakpoints of the CNGB3
mutation in the Alaskan malamute (AM) breed and
establishing a diagnostic test Once the breakpoints of the deletion were established, a
test was designed to genotype normal, carrier and affected
dogs by using primers flanking the deletion, which would
only amplify the affected allele, combined with primers
within the deleted sequence, which would only amplify the
normal allele (Figure 2A; see Methods for details). A subset
of 15 colony dogs segregating the disease was genotyped
(Figure 2B). Two affected dogs (dogs 1 and 4) were positive
for the mutated allele PCR (Figure 2B-B1) and negative for
the wildtype allele PCR (Figure 2B-B2). One normal dog
known to not carry the mutated allele (dog 15) was negative
for the mutated allele PCR and positive for the wildtype
allele PCR. Three obligated carriers (dogs 2, 3, 5 and 6)
were positive to both PCR reactions. Dogs 7–14 were all
phenotypically normal, and the genetic test identified dogs
7, 10 and 13 as carriers, and the rest as homozygous
wildtype. These primers were also used together in a
multiplex PCR (Figure 2-B3). We extended our screening
to include samples from ten purebred AMs we had in
our laboratory. Among these ten animals were one dog
diagnosed with day-blindness at 7 months of age and
its parents, one dog diagnosed with day-blindness, one dog
suspected of having progressive retinal atrophy (PRA), and
five dogs not known to exhibit day-blindness. The parents
of the affected dog were genotyped as carriers of the cd-
mutation and their offspring as homozygous affected. The
rest of the dogs were all genotyped as homozygous normal,
including one day-blind AM (data not shown). A complete ophthalmic examination, including slit lamp
biomicroscopy, indirect ophthalmoscopy, applanation
tonometry, and streak retinoscopy, was performed and
found to be within normal limits (Figure 3A). Systemically,
the dog appeared to be healthy as assessed by complete
physical examination, complete blood count, and chemistry
panel. As a mean for preliminary assessment of retinal dys-
function, chromatic pupillary light reflexes were evaluated
qualitatively by use of diffuse red (630 nm – stimulation of
long- and medium- wavelength absorbing cones) and blue
(480 nm – stimulation of melanopsin-containing intrin-
sically photosensitive retinal ganglion cells) lights of high
intensity (200 kcd/m2) [22-24]. The severely reduced
pupillary reflexes to the red light with normal pupillary
reflexes to the blue light were suggestive of lost cone but
normal inner retinal function (Figure 3B). Determining the deletion breakpoints of the CNGB3
mutation in the Alaskan malamute (AM) breed and
establishing a diagnostic test Fine mapping identified a 404,820 bp deletion at position 35,699,378-36,104,197 that
included the distal end of CPNE3-exon 1 and continued to include the rest of the gene, the complete CNGB3 gene, and the first four exons of
CNBD1, to end in the middle of intron 4. Numbered black lines represent exons. Figure is not drawn to scale. presentation of the cd locus and the CNGB3 deletion. The initial screening confirmed the presence of four genes within
7A13, WWP1, CNBD1, and MMP16. Fine mapping identified a 404,820 bp deletion at position 35,699,378-36,104,197 that
d of CPNE3-exon 1 and continued to include the rest of the gene, the complete CNGB3 gene, and the first four exons of
middle of intron 4. Numbered black lines represent exons. Figure is not drawn to scale. Figure 1 Schematic presentation of the cd locus and the CNGB3 deletion. The initial screening confirmed the presence of four genes within
the disease locus: SLC7A13, WWP1, CNBD1, and MMP16. Fine mapping identified a 404,820 bp deletion at position 35,699,378-36,104,197 that
included the distal end of CPNE3-exon 1 and continued to include the rest of the gene, the complete CNGB3 gene, and the first four exons of
CNBD1, to end in the middle of intron 4. Numbered black lines represent exons. Figure is not drawn to scale. 404,820 bp deletion (position 35,699,378-36,104,197). The deletion starts in the first coding exon of CPNE3
(Copine III) and includes the rest of the gene, the
complete CNGB3 gene, and exons 1–4 of the CNBD1
gene (Figure 1). 12 months of age for visual deficits in bright daylight. The authors were made aware of other day-blind dogs
related to the MAS in this study but were unable to obtain
more information or blood samples from the breeder. Visual deficits were first noted at 3-months of age. This
dog collided with objects in bright daylight outside but
his vision greatly improved under dim light conditions,
such as at night. The dog was unable to locate a ball while
playing fetch in daylight unless he heard it bounce nearby
or smelled it (Movie in Additional file 2). No other health
problems were reported by the owner. Determining the deletion breakpoints of the CNGB3
mutation in the Alaskan malamute (AM) breed and
establishing a diagnostic test To refine the breakpoints of the deletion, a forward
primer from the proximal end of the interval (“left end 7 F”
in pair 9, Table S1A in Additional file 1) was paired with
two reverse primers from the distal end (“right set 4 1R” in
pair 19 and “right set 4 1.5R” in pair 20, Table S1A in
Additional file 1). Both of these primer pair combinations
are more than 406 kb apart in a normal dog (CFA29:
35,698,350-36,104,507 and CFA29: 35,698,350-36,105,809)
and are expected to fail in a PCR reaction. Results confirm
this hypothesis: both primer pairs failed to amplify DNA
from a normal dog. However, in the cd-affected AM-colony
dog the first primer pair (left_end_7F/right_set4_1R)
amplified a 1,336 bp fragment, and the second primer pair
(left_end_7F/right_set4_1.5R) amplified a fragment larger
than 2,600 bp. Sequencing the shorter fragment revealed a The main formation of dog breeds took place in the
last 200 years. Some breeds have evolved from dogs with
unknown ancestry and have been maintained as closed
lines, while others were formed by cross-breeding of
existing breeds. The relationship among dog breeds at
the molecular level has been established [20,21]. It is not
surprising that closely related breeds often share diseases
caused by the same identical by descent (IBD) allele. It is
less expected that a disease could be caused by an IBD
mutation in not closely related breeds. Identification of
common disease mutations among breeds that are not
closely related indicates that large scale genetic screening
of unrelated breeds can provide unexpected information
about disease-causing alleles segregating in individual Yeh et al. BMC Genetics 2013, 14:27
http://www.biomedcentral.com/1471-2156/14/27 Yeh et al. BMC Genetics 2013, 14:27 Page 3 of 12 http://www.biomedcentral.com/1471-2156/14/27 ............. 1 2
17 18
404,820 bp deletion
(position 35,699,378-36,104,197)
CFA29
SLC7A13
CNGB3
Position
34,654,160-34,662,401
1 2
16 17
............... CPNE3
WWP1
Position
CPNE3
Position
35,699,270-35,731,014
CNGB3
Position
35,752,880-35,896,148
CNBD1
Position
36,034,290-36,380,294
MMP16
Position
36,921,131-37,055,570
35,507,176-35,623,260
............. 1 2 3 4 5
CNBD1
10 11
Figure 1 Schematic presentation of the cd locus and the CNGB3 deletion. The initial screening confirmed the presence of four genes within
the disease locus: SLC7A13, WWP1, CNBD1, and MMP16. Determining the deletion breakpoints of the CNGB3
mutation in the Alaskan malamute (AM) breed and
establishing a diagnostic test When using both primer pairs in a
multiplex reaction, only one band of 289 bp long is observed in affected dogs (B3, dogs number 1 and 4), two bands are observed in carrier
dogs (B3, dogs 2, 3, 5, 6, 7, 10, and 13) and only one band of 242 bp long is observed in the normal dogs (B3, dogs 8, 9, 11, 12, 14, and 15). Figure 2 cd-PCR based test. A. A schematic presentation of the test: primers flanking the deletion (D_A_3F/D_A_3R), combined with primers
within the deleted sequences (CNGB3_4F/CNGB3_4R) were designed to amplify an affected and a normal chromosome, respectively. Primers
flanking the deletion would not amplify a normal chromosome since they are more than 404 kb apart, but would give a product of 289 bp from
an affected chromosome. The primer pair within the deletion would only amplify a normal chromosome and result in a 242 bp fragment. Dashed line
represents the deleted region. B. cd-PCR based test results are observed in a colony pedigree genotyped for the deletion. A PCR product of 289 bp
molecular weight is observed when using primers flanking the deletion (D-A-3 F/3R) in affected dogs (B1, dogs number 1 and 4), and in carrier dogs
(B1, dogs number 2, 3, 5, 6, 7, 10, and 13). A PCR product is observed when using primers within the deleted sequence (CNGB3_4F/4R) in normal dogs
(B2, dogs number 8, 9, 11, 12, 14, and 15) and in carrier dogs (B2, dogs number 2, 3, 5, 6, 7, 10, and 13). When using both primer pairs in a
multiplex reaction, only one band of 289 bp long is observed in affected dogs (B3, dogs number 1 and 4), two bands are observed in carrier
dogs (B3, dogs 2, 3, 5, 6, 7, 10, and 13) and only one band of 242 bp long is observed in the normal dogs (B3, dogs 8, 9, 11, 12, 14, and 15). Sequencing of the positive product revealed that the animal
was homozygous for the complete genomic deletion of the
CNGB3 gene with the same breakpoints as in the cd-
affected AMs (Figure 4). the AM and MAS, showing identical breakpoints of the
deletion (Figure 4). No new mutated alleles were found in
the MAS group, and none were found in the Samoyed
group or the Australian shepherds. Determining the deletion breakpoints of the CNGB3
mutation in the Alaskan malamute (AM) breed and
establishing a diagnostic test Electroreti-
nography revealed an absence of cone-mediated function,
whereas the rods continue to function normally (Figure 3C). Combined with the other clinical findings these functional
abnormalities were most suggestive of achromatopsia. Genomic DNA was extracted from a whole blood sample
to determine if the dog was affected by a mutation in the
CNGB3 gene using the previously described multiplex PCR
test. The PCR results confirmed a deletion within the
same locus: amplification was positive while using the
primers specific to the mutated allele (D_A_3F/D_A_3R in
Figure 2A), and negative while using the primers specific to
the wildtype allele (CNGB3_4F/CNGB3_4R in Figure 2A). Phenotype and genotype characterization of
CNGB3-deletion-achromatopsia in a miniature Australian
shepherd (MAS) One affected, male-neutered MAS from a family of day-
blind dogs was initially presented at 5 months and then Yeh et al. BMC Genetics 2013, 14:27 Yeh et al. BMC Genetics 2013, 14:27
http://www.biomedcentral.com/1471-2156/14/27 Page 4 of 12 http://www.biomedcentral.com/1471-2156/14/27 Figure 2 cd-PCR based test. A. A schematic presentation of the test: primers flanking the deletion (D_A_3F/D_A_3R), combined with primers
within the deleted sequences (CNGB3_4F/CNGB3_4R) were designed to amplify an affected and a normal chromosome, respectively. Primers
flanking the deletion would not amplify a normal chromosome since they are more than 404 kb apart, but would give a product of 289 bp from
an affected chromosome. The primer pair within the deletion would only amplify a normal chromosome and result in a 242 bp fragment. Dashed line
represents the deleted region. B. cd-PCR based test results are observed in a colony pedigree genotyped for the deletion. A PCR product of 289 bp
molecular weight is observed when using primers flanking the deletion (D-A-3 F/3R) in affected dogs (B1, dogs number 1 and 4), and in carrier dogs
(B1, dogs number 2, 3, 5, 6, 7, 10, and 13). A PCR product is observed when using primers within the deleted sequence (CNGB3_4F/4R) in normal dogs
(B2, dogs number 8, 9, 11, 12, 14, and 15) and in carrier dogs (B2, dogs number 2, 3, 5, 6, 7, 10, and 13). Determining the deletion breakpoints of the CNGB3
mutation in the Alaskan malamute (AM) breed and
establishing a diagnostic test Allele frequencies in
each breed sample were estimated as 2% in the MAS,
0.877% in the Siberian huskies, and were undetectable in
the Samoyeds and Australian shepherds. A larger number
of sled dogs will be required to get a better estimation of
the mutated allele in that group of dogs. Screening for the mutated allele in other canine breeds g
The presence of the CNGB3-deletion mutation in a MAS,
a breed not known to be closely related to the AM [20],
suggested that other breeds, more closely related to the
AM, might carry the affected allele. We also wanted to
expand our screening in the MAS population in an
attempt to evaluate the frequency of the affected allele. For that, we collected DNA samples from dogs of five
different breeds and unrelated to each other for at least
three generations (no parents or grandparents in common):
MAS (49 dogs), Australian shepherd (118 dogs), Siberian
husky (57 dogs), Samoyed (60 dogs), and Alaskan sled dogs
(38 dogs). The screening was done on pooled samples
(see Methods for details). One Siberian husky and three
Alaskan sled dogs were identified as carrying the cd-
affected allele. All three sled dogs were from a subgroup of
distance runners and did share a common ancestor four
and five generations back. The Siberian husky and the three
sled dogs’ mutated alleles were sequenced and aligned to Establishing identical by descent (IBD) in the canine
breeds affected by CNGB3-deletion-achromatopsia and
determining the minimal linkage disequilibrium (LD) Establishing identical by descent (IBD) in the canine
breeds affected by CNGB3-deletion-achromatopsia and
determining the minimal linkage disequilibrium (LD) To further support the idea that the affected alleles
observed in the three different breeds are IBD, we
sought to genotype the DNA flanking the deletion, and
determine if all affected alleles share the same genetic
variations. Seven primer pairs were used to amplify a region
up to 5.5 kb upstream and up to 13.7 kb downstream
of the mutation (Table S1B in Additional file 1). The
genotypes were compared between a purebred, cd-affected
AM and three AMs not affected with CNGB3-deletion-
achromatopsia (one of the three unaffected AMs was an
obligated carrier, the parent of the affected dog). We also Yeh et al. BMC Genetics 2013, 14:27
http://www.biomedcentral.com/1471-2156/14/27 Page 5 of 12 Figure 3 Ocular fundus, chromatic pupillary light reflexes, and electroretinogram of a day-blind MAS. A. Compiled image of the normal
ocular fundus of the day-blind MAS. B. Chromatic pupillary light reflexes. i. Day-blind MAS: Normal pupillary constriction was observed with the
blue light stimulus (480 nm, 200 kcd/m2), whereas no pupil constriction was observed with the red light stimulus (630 nm, 200 kcd/m2) of the
same light intensity. ii. Normal canine: Complete pupillary constrictions were elicited with both bright red and blue light. C. Electroretinograms. Compared to a normal, age-matched, mixed-bred colony dog (ii) with normal cone-mediated ERG responses (ii, black arrows), the recordings of
the day-blind MAS (i) revealed normal rod- but absent cone-mediated retinal function. ure 3 Ocular fundus, chromatic pupillary light reflexes, and electroretinogram of a day-blind MAS. A. Compiled image of the normal
ar fundus of the day blind MAS B Chromatic pupillary light reflexes i Day blind MAS: Normal pupillary constriction was observed with the Ocular fundus, chromatic pupillary light reflexes, and electroretinogram of a day-blind MAS. A. Compiled imag Figure 3 Ocular fundus, chromatic pupillary light reflexes, and electroretinogram of a day-blind MAS. A. Compiled image of the normal
ocular fundus of the day-blind MAS. B. Chromatic pupillary light reflexes. i. Day-blind MAS: Normal pupillary constriction was observed with the
blue light stimulus (480 nm, 200 kcd/m2), whereas no pupil constriction was observed with the red light stimulus (630 nm, 200 kcd/m2) of the
same light intensity. ii. Normal canine: Complete pupillary constrictions were elicited with both bright red and blue light. C. Electroretinograms. Establishing identical by descent (IBD) in the canine
breeds affected by CNGB3-deletion-achromatopsia and
determining the minimal linkage disequilibrium (LD) Compared to a normal, age-matched, mixed-bred colony dog (ii) with normal cone-mediated ERG responses (ii, black arrows), the recordings of
the day-blind MAS (i) revealed normal rod- but absent cone-mediated retinal function. mutation were added (Table S1C in Additional file 1). One
hundred and thirteen additional polymorphisms were
identified, to total a 147 polymorphism haplotype in a
3.93 Mb interval (Table S3 in Additional file 1). The fine-
mapping was carried out on five dogs: one carrier AM and
its affected offspring, one affected AM-colony dog, one
affected MAS, and one carrier Siberian husky. A normal
boxer was also genotyped as a control reference. These
five dogs represented eight affected chromosomes from
three different breeds. The genotypes showed that the genotyped a cd-affected AM-colony dog, a purebred
affected and unaffected MAS, and a normal boxer. Haplotype analysis identified a shared haplotype be-
tween the cd-affected AM and the cd-affected MAS,
composed of 34 polymorphisms in a ~20-kb segment
(Table S2 in Additional file 1). This haplotype was not
observed in the normal MAS or the AMs that did not
carry the affected allele. To further determine how far the deletion-associated
haplotype expands, 32 more amplicons surrounding the Page 6 of 12 Yeh et al. BMC Genetics 2013, 14:27
http://www.biomedcentral.com/1471-2156/14/27 Figure 4 Alignment of the cd-mutation in four breeds. Alignment of the sequences obtained from cd-affected alleles of four different breeds:
AM, MAS, Siberian husky, and Alaskan sled dog. All four breeds had the same 404,820 bp deletion with identical breakpoints between the first
coding exon of CPNE3 and intron 4 of CNBD1. Figure 4 Alignment of the cd-mutation in four breeds. Alignment of the sequences obtained from cd-affected alleles of four different breeds:
AM, MAS, Siberian husky, and Alaskan sled dog. All four breeds had the same 404,820 bp deletion with identical breakpoints between the first
coding exon of CPNE3 and intron 4 of CNBD1. purebred cd-affected AM and its carrier parent have a
different haplotype from the AM-colony dog at the
proximal end (32,670,916-34,655,058), suggesting a shared
haplotype of 1.0–1.5 Mb (Table S3 in Additional file 1,
and Figure 5A and B). The cd deletion allele from the
purebred AMs and the cd-affected MAS shared the same
1.0–1.5 Mb haplotype (Figure 5B and C). Discussion Seddon and colleagues [27] found genetic heterogeneity of
day-blindness in AMs in Australia. CNGB3-achromatopsia is the most common form of
achromatopsia in humans [9,12]. In dogs, two different
CNGB3 mutations were identified that result in the
achromatopsia phenotype [13]. One is the D262N missense
mutation in German shorthaired pointers, while the other
is a genomic deletion of CNGB3 found in the AM [13]. Both of these mutations lead to the same disease phenotype
with complete loss of cone function [14]. In our study,
we found that affected AMs have a 404,820 bp deletion
containing three known genes, CPNE3, CNGB3, and
CNBD1. Since dogs with either the D262N missense
mutation or the genomic deletion of CNGB3 show very
similar disease phenotype, the loss of the CPNE3 and
CNBD1 genes does not appear to have phenotypic con-
sequences. CPNE3 is part of a family of proteins known
as the copines. They all share a similar structure and
interact with a range of cell signaling and cytoskeletal
proteins in response to increases in intracellular calcium
[25,26]. They are known to be responsible for calcium-
dependent phospholipid binding [25,26]. CNBD1 has
not been fully characterized. Future studies comparing
the two types of CNGB3 mutations may shed light on
the function and importance of CPNE3 and CNBD1 by
identifying subtle phenotypic differences. We also report the occurrence of achromatopsia in a
MAS based on the identical classical clinical phenotype
and genomic CNGB3 deletion that was reported in
the AM. Pooled-sample screening identified other arctic
breeds closely related to the AM carrying the affected allele:
one Siberian husky and three Alaskan sled dogs. We are
not aware of any reports about day-blindness in these arctic
breeds; however, the occurrence of achromatopsia would
not be surprising based on our findings. The presence of the same large genomic CNGB3 deletion
in several related and unrelated canine breeds suggests that
these mutated alleles are IBD. To further confirm this idea,
we expanded the locus genotyping to a 3.93 Mb interval. One hundred and forty seven SNPs were identified and
confirmed an identical shared affected haplotype across the
three breeds, a segment of 0.5–1.04 Mb in size. Comparing
haplotypes of large segments of DNA between unrelated
dogs gives the opportunity to observe historical recombin-
ation, instead of meiosis recombination within a specific
pedigree. Establishing identical by descent (IBD) in the canine
breeds affected by CNGB3-deletion-achromatopsia and
determining the minimal linkage disequilibrium (LD) The affected
chromosome carried by the Siberian husky had the same
proximal haplotype as the MAS but the distal end was dif-
ferent than both the AM and the MAS starting at position
36,106,350 (Figure 5D). This reduces the shared haplotype
across all breeds to 0.5 Mb. The two SNPs defining the
minimal LD across all three breeds were 34,655,058 and
36,106,350 (1.04 Mb of sequenced interval on the affected
chromosome). Within that interval, a 0.5-Mb segment at the proximal end was not genotyped (between 34,655,058
and 35,192,980; Figure 5, dashed frame). Therefore the
shared affected haplotype across all breeds is a minimum
of 0.5 Mb and a maximum of 1.04 Mb (Figure 5). The
shared haplotype is composed of 53 polymorphisms
(Table S3 in Additional file 1, red box). This shared
haplotype supports the idea that the mutated alleles in
the AM, Siberian husky and the MAS are IBD. Within the
0.5 Mb-interval, one microsatellite was identified, showing
different alleles between the affected chromosomes
(Table S3 in Additional file 1, polymorphisms number 77). This allelic difference most likely represents a mutation
rather a recombination event, due to high mutation
rate of microsatellites, and has not been included in
the haplotype analysis. Yeh et al. BMC Genetics 2013, 14:27
http://www.biomedcentral.com/1471-2156/14/27 Page 7 of 12 Page 7 of 12 http://www.biomedcentral.com/1471-2156/14/27 A. B. C. D. Figure 5 Schematic presentation of the shared haplotype across five dogs from three different breeds. Alignment of the affected
haplotype observed in five dogs carrying the cd-affected chromosome. Single nucleotide polymorphisms (SNPs) are represented by letters, and
their location is denoted in the header. The minimal shared haplotype is boxed in red (0.5 Mb) and the maximum shared haplotype is marked
with the dashed extended box (1.04 Mb). A. AM-derived colony dog affected with cd. B. Affected haplotype observed in a homozygous state in
a purebred AM affected with cd and in a heterozygous state in its parent. C. MAS affected with cd. D. Siberian husky carrying the cd-affected
chromosome. Only the affected chromosome is presented in the diagram. Distances from the mutation are represented in the bottom scale and
are drawn to scale. A. B. C. D. Figure 5 Schematic presentation of the shared haplotype across five dogs from three different breeds. Establishing identical by descent (IBD) in the canine
breeds affected by CNGB3-deletion-achromatopsia and
determining the minimal linkage disequilibrium (LD) Alignme
h
l t
b
d i
fi
d
i
th
d ff
t d h
Si
l
l
tid
l
hi
(SNP ) Figure 5 Schematic presentation of the shared haplotype across five dogs from three different breeds. Alignment of the affected
haplotype observed in five dogs carrying the cd-affected chromosome. Single nucleotide polymorphisms (SNPs) are represented by letters, and
their location is denoted in the header. The minimal shared haplotype is boxed in red (0.5 Mb) and the maximum shared haplotype is marked
with the dashed extended box (1.04 Mb). A. AM-derived colony dog affected with cd. B. Affected haplotype observed in a homozygous state in
a purebred AM affected with cd and in a heterozygous state in its parent. C. MAS affected with cd. D. Siberian husky carrying the cd-affected
chromosome. Only the affected chromosome is presented in the diagram. Distances from the mutation are represented in the bottom scale and
are drawn to scale Discussion This is a powerful tool when the dogs that are
chosen are the least related to each other within a breed, as
well as across different breeds. The shared affected haplo-
type observed in the purebred affected AM was reduced
from 3.53 Mb segment to 1.0–1.5 Mb when compared to
affected MAS, and then further reduced to 0.5–1.04 Mb
when compared to a third breed, the Siberian husky. One day-blind AM was genotyped normal for the
CNGB3-deletion mutation. We do not have pedigree infor-
mation or access to DNA samples from its close relatives;
therefore, with these limitations we can only suggest
heterogeneity for day-blindness in the AM breed, though
non-genetic basis for that particular dog is not excluded. Linkage disequilibrium (LD) mapping has become a
useful tool for genomic studies and has been previously
used in studies of inherited canine retinal diseases [28-30]. Page 8 of 12 Yeh et al. BMC Genetics 2013, 14:27
http://www.biomedcentral.com/1471-2156/14/27 Yeh et al. BMC Genetics 2013, 14:27
http://www.biomedcentral.com/1471-2156/14/27 As exemplified in the case study presented here, dogs
which share the same ancestral mutated chromosome,
also share the same haplotype within a region flanking the
mutation, a region that is in LD with the disease. This is
especially powerful when the same disease is observed in
more than one breed [28,31,32]. The results in this study
suggest that CNGB3 deletion is an ancestral mutation that
originated from a dog that served as a common founder. Although most of the dogs carrying the achromatopsia
mutation possess an arctic lineage, we have also found it
in the MAS whose distinct physical characteristic, func-
tional, and genetic background suggest a different breed
origin. The MAS breed was developed in the late 1960s as
smaller Australian shepherds were selectively bred in
order to achieve the desired size. Contrary to the name of
the breed, Australian shepherds were relatively recently
developed in the western United States in the 19th and
early 20th century. In contrast, the AM is thought to be
among the more ancient breeds [20]. During the time of
the Klondike Gold Rush in the 19th century, the AM
became valuable and was frequently crossbred with
other breeds, possibly including the Australian shepherd. Achromatopsia was first observed in an inbred strain of
the AM in the 1960s [15-18]. Conclusion We found genomic CNGB3 deletion in breeds not previ-
ously known to carry the mutation and showed that there
is a founder effect. Our findings suggest that this mutation
and the resulting day-blindness are likely present in other
canine breeds that have not yet been identified with this
disorder, such as the Siberian husky and other arctic breeds. We also reported the occurrence of CNGB3-deletion-
achromatopsia in a new canine breed, the MAS. Discussion gene MDR1: Several collie-related breeds and two sight
hounds, not expected to share collie ancestry, were found
to segregate the affected allele which was determined to
be IBD since it was conserved among these affected
breeds [35]. Another example is the mutation causing
progressive rod-cone degeneration (prcd) in over 20 dog
breeds representing all the breed groups defined by the
American Kennel Club (herding, hound, working, terrier,
toy, sporting and non-sporting as well as miscellaneous)
[28]. This apparent disparate association is similar to our
findings of the identical CNGB3 mutation in the MAS
and three arctic breeds. Day-blindness is a rather rare finding in canines with
only CNGB3-achromatopsia having been thoroughly
characterized. Based on eye certification data [36] and
our DNA testing results over the past 20 years, we suspect
that CNGB3-achromatopsia has become rare or even non-
existent in North American AMs, but it is still reported in
Australia [27,37]. Except for a transgenic CNGB3-knockout
mouse [38], the dogs discussed here represent the only
known animal model of CNGB3-achromatopsia, the
most common form of the disease in humans [9,12]. Naturally occurring achromatopsia based on mutations
in other genes have been described in Awassi sheep
(CNGA3) [39,40] and in mice (CNGA3, GNAT2 and
PDE6C) [41-43]. These animals provide valuable models
for translational research, including the development of
new therapies [14,41,44]. The Alaskan sled dogs are a population of dogs with a
northern breed ancestry and were developed through
the selection and breeding of several dog breeds based
on their athletic abilities. They are mixed breed dogs
comprised of several different lineages and can be separated
into two clusters, sprint and distance, based on their racing
style [33]. It was found that the AM and Siberian husky
contributed to enhanced endurance, the pointer and saluki
contributed to enhanced speed, and the Anatolian shepherd
contributed to work ethic [33]. The presence of both AM
and Siberian husky in their ancestry suggests that the
mutated cd-allele in these sled dogs could have been
contributed by either breed. While it is established that
the AM, Siberian husky, and Alaskan sled dog are
closely related and belong within the same ancestral
cluster [20,21,33], the relation of AM to MAS is less
clear. Therefore, based on breed history, it is difficult to
determine when a mixture between any of these breeds
occurred that introduced the mutation. Determining the deletion breakpoints and establishing a
diagnostic test This device
consists of a bright (200 kcd/m2) red (630 nm) and
blue (480 nm) LED light for the stimulation of canine
long- and medium-wavelength-absorbing (L/M) cones
and melanopsin-containing intrinsically photosensitive
retinal ganglion cells (ipRGCs), respectively [22]. Con-
striction of pupil was assessed during illumination with
each light for 10 seconds with a 30-second recovery
period between tests. and approved by the University of Pennsylvania IACUC. Primers were designed to amplify genomic fragments
within the predicted region where the deletion had taken
place, based on the CanFam 2 assembly (http://genome. ucsc.edu/cgi-bin/hgGateway; Table S1 in Additional file 1). Products were evaluated for presence/absence and size
by comparing the two samples. Targeted sequences were
initially chosen within the CNGB3 gene neighboring
sequences and subsequently narrowed down to pinpoint
the breakpoints. PCR products were sequenced using
the Applied Biosystems Automated 3730 DNA analyzer
(Applied Biosystems, Foster City, CA, USA), and analyzed
using Sequencher 4.2.2 software (Gene Codes Corporation,
Ann Arbor, MI, USA). After establishing the breakpoints, primers were designed
to identify cd-affected, cd-carrier and normal dogs by PCR,
amplifying the normal and mutated alleles in separated
reactions as well as in one multiplex PCR reaction. One
primer pair (CNGB3_4F: CGACTCTATCTCCTGTGG
CTCT, CNGB3_4R: ATTTGTCAGTTTCTGCTTCTCC),
which is located within the deleted sequence and therefore
is specific to the normal allele, would amplify a 242 bp
fragment from a normal chromosome. The second primer
pair (D_A_3F: CAAAGTCGGACCCTTTATGTG, D_A_3R:
GGCCAAATAGTAGTTCCTGAAA), which is located in
sequences flanking the deletion and therefore is specific
to the affected allele, would amplify a 289 bp fragment
only from an affected chromosome, since on a normal
chromosome these primers are more than 404 kb apart
(Figure 2). A carrier dog would present both products. PCR products were visualized on a 1.8% agarose gel
stained with ethidium bromide. Ten purebred AMs
were screened. Those included one dog diagnosed with
day-blindness and its parents, one PRA suspicious dog,
one dog with day-blindness, and five dogs not known
to have day-blindness. The DNA of one day-blind
MAS was tested for the presence of the CNGB3-deletion
mutation. AM-derived cd-affected and cd-carrier colony
dogs, as well as normals, were used as controls. PCR
products using D_A_3F/D_A_3R primers were se-
quenced and aligned for comparison, using SequencherW
4.2.2 Software. In order to perform ophthalmic examinations, the pupils
were dilated by pharmacologic mydriasis using 1%
tropicamide ophthalmic solution. Electroretinography Rod and cone photoreceptor mediated retinal function
was evaluated by electroretinography. Standard Ganzfeld
scotopic and photopic electroretinograms (ERGs) were
recorded from the purpose-bred colony dogs under general
anesthesia using previously described testing procedures
[14]. In the MAS described in this study, the pupils
were dilated with 1% tropicamide ophthalmic solution. ERGs were recorded under sedation with intravenous
acepromazine maleate (0.01 mg/kg) and butorphanol
tartrate (0.1 mg/kg). Two subdermal platinum needle
electrodes (Grass Technologies, Astro-Med, Inc., West
Warwick, RI, USA) were placed on the forehead
between the two eyes (reference) and over the occipital
protuberance (ground). The ocular surface was anes-
thetized with 0.5% proparacaine ophthalmic solution
before the placement of a Kooijman/Damhof ERG lens
(Acrivet, Henningsdorf, Germany). This lens combines
the corneal contact lens electrode for recording with a
white LED light source for retinal stimulation. The
responses were recorded by use of the RETIport ERG
system (Acrivet, Henningsdorf, Germany). Single rod
and mixed rod-cone responses were recorded after Determining the deletion breakpoints and establishing a
diagnostic test The anterior segments of
the dogs’ eyes were examined by slit-lamp biomicroscopy
(Kowa SL-14). Fundic examinations were performed with a
portable binocular indirect ophthalmoscope (Keeler All
Pupil II; Keeler Instruments, Broomall, PA, USA) and a
condensing lens (Pan Retinal 2.2D; Volk Optical, Mentor,
OH, USA). Refraction occurred by streak retinoscopy in
both the horizontal and vertical meridians using the hand
held Welch Allyn retinoscope and Luneau Skiascopy Rack
Set (Wilson Ophthalmic, Mustang, OK). Ocular surfaces
were anesthetized with 0.5% proparacaine ophthalmic
solution for measurement of the intraocular pressures
by use of an applanation tonometer (Tono-Pen XL;
Reichert, Depew, NY, USA). Determining the deletion breakpoints and establishing a
diagnostic test DNA was extracted from blood of a normal and an
AM-colony cd-affected dog using QIAmp DNA Blood
Mini Kit (Qiagen, Valencia, CA, USA), following manufac-
turer protocol. This research colony is maintained at
the Retinal Disease Studies Facility of the University of
Pennsylvania (Kennett Square, PA, USA) and supported
by the National Eye Institute, NIH (R01-EY006855)
and a Foundation Fighting Blindness (FFB) Center grant
(see review on the establishment of the colony by Sidjanin
and colleagues [13]). All procedures involving animals
were done in compliance with the ARVO Statement for
the Use of Animals in Ophthalmic and Vision Research There are similar reports of the founder effect in other
genetic diseases in dogs. Founder effect may be more
obvious in more closely related breeds. Examples include
the mutation in ADAMTS17, which causes primary lens
luxation in many breeds, most of which are terriers or
breeds with terrier co-ancestry [32], and a 7.8-kb deletion
in the non-homologous end-joining factor 1 (NHEJI1) that
is responsible for collie eye anomaly in several breeds,
most of which fall into a cluster of collie-like dogs [34]. Further example includes multidrug sensitivity, which is
caused by a mutation in the canine multidrug resistant Yeh et al. BMC Genetics 2013, 14:27
http://www.biomedcentral.com/1471-2156/14/27 Page 9 of 12 Yeh et al. BMC Genetics 2013, 14:27
http://www.biomedcentral.com/1471-2156/14/27 blue light in a dark room. The responses to white light
were elicited with a finoff transilluminator (Welch Allyn,
Skaneateles Falls, NY, USA) and a slit lamp biomicroscope
(Kowa SL-14; Kowa Co. Ltd., Tokyo, Japan). The Melan-
100 system (Biomed Vision Technologies, Ames, IA, USA)
was used as a source for the colored light. This device
consists of a bright (200 kcd/m2) red (630 nm) and
blue (480 nm) LED light for the stimulation of canine
long- and medium-wavelength-absorbing (L/M) cones
and melanopsin-containing intrinsically photosensitive
retinal ganglion cells (ipRGCs), respectively [22]. Con-
striction of pupil was assessed during illumination with
each light for 10 seconds with a 30-second recovery
period between tests. blue light in a dark room. The responses to white light
were elicited with a finoff transilluminator (Welch Allyn,
Skaneateles Falls, NY, USA) and a slit lamp biomicroscope
(Kowa SL-14; Kowa Co. Ltd., Tokyo, Japan). The Melan-
100 system (Biomed Vision Technologies, Ames, IA, USA)
was used as a source for the colored light. Additional files 20 minutes of dark adaptation by use of single flash
stimuli of 0.03 cd.s/m2 and 3 cd.s/m2, respectively. A
total of 20 responses were averaged each at intervals of 10
and 2 seconds, respectively. A 10 minute light adaptation
was completed with light from the Kooijman/Damhof ERG
lens (25 cd/m2). Subsequently, single cone and 28-Hz cone
flicker responses were recorded using flash stimuli of
3 cd.s/m2 intensity. Twenty traces were averaged for both
photopic responses at 2-second intervals. Additional file 1: Table S1. Primer names, sequences and locations. A. Primers used to establish the breaking points of the cd mutation and the
corresponding presence or absence of the PCR product in cd-affected
dog. In bold are the primers flanking the deletion used to identified the
sequence of the affected chromosome and identify the accurate
breaking point in the DNA. B. Primers used to establish the affected
haplotype linked to the mutation in a ~20 Kb interval. C. Primers used to
establish the minimum LD between the affected alleles in the AM, the
MAS and the Siberian husky in a 3.93 Mb interval. Table S2 Affected and
normal haplotypes in the cd-locus in AM and MAS. Abbreviations: del,
deletion; wt, wildtype; mut, CNGB3-deletion mutation. Table S3
Genotype results of five dogs to total eight cd-affected chromosomes
from three different breeds. Boxed in red is the minimal LD, 0.913-1.45 Mb
long and observed across all affected chromosomes. Highlighted in colors
are the informative SNPs with different colors to each allele. Abbreviations:
del, deletion; wt, wildtype; mut, CNGB3-deletion mutation. Clinical examination of dogs Day-blindness was diagnosed by behavioral vision testing
under photopic and scotopic light conditions. In colony
dogs, the visual performance under different light condi-
tions was evaluated by use of an obstacle-avoidance test as
previously described [45]. For the privately owned MAS
behavioral vision testing was performed by observing the
dog maneuver around objects and its ability to find toys
under different light conditions. The retinal function of
this day-blind MAS was first evaluated by assessment of
the pupillary light reflexes with diffuse white, red, and Yeh et al. BMC Genetics 2013, 14:27
http://www.biomedcentral.com/1471-2156/14/27 Page 10 of 12 Yeh et al. BMC Genetics 2013, 14:27
http://www.biomedcentral.com/1471-2156/14/27 Authors’ contributions CYY and AMK carried out all clinical examination and diagnostics, and wrote
the initial draft of the manuscript. OG carried out the molecular genetics
study and drafted part of the manuscript. AVK participated in deletion
characterization and edited the manuscript. DH, AK, and HJH collaborated in
phenotyping dogs and sample collection. SPK participated in the design and
coordination of the study and helped draft the manuscript. CYY, OG, AMK,
GMA conceived of the study and participated in its design and coordination. All authors read and approved the final manuscript. Establishing IBD status with the genomic CNGB3-deletion
in the cd-affected dogs and determining the minimal
linkage disequilibrium (LD) GMA and SPK have a financial interest in the development of genetic
testing/diagnostic test and own equity in a company (OptiGen, LLC, Ithaca,
NY, USA). The remaining authors have declared that no conflict of interest
exists. The affected haplotype surrounding the deletion point
was established by sequencing PCR amplicons using
seven primer pairs (Table S1B in Additional file 1). Eight
dogs were sequenced and compared to confirm IBD:
one mixed breed cd-affected AM-colony dog [13], one
purebred cd-affected AM, one purebred cd-carrier AM,
two purebred AMs not carrying the cd mutation, one
normal boxer, one normal MAS, and the day-blind
MAS affected by cd. Screening other breeds for the presence of the genomic
CNGB3-deletion Blood was collected from all the dogs and genomic
DNA extracted as described above. In addition to the
testing of the privately owned, day-blind MAS, the
following strategy was pursued to screen canine breeds
for the CNGB3-deletion mutation: DNA samples were
pooled for PCR reaction in the Australian shepherds
(118 dogs from 22 countries, in 12 pooled samples),
MAS (49 dogs from six countries, in five pooled samples),
Siberian huskies (57 dogs from 13 countries, in six pooled
samples), Samoyeds (60 dogs from seven countries, in six
pooled samples) and Alaskan sled dogs (38 dogs; 23 sprints
runners and 15 distance runners). Two pooled controls
were used as a proof of principle of the sensitivity of the
pooling strategy: one cd-affected dog pooled with nine
normal dogs, and one cd-carrier dog pooled with nine
normal dogs. Within each breed, dogs were chosen such
that there were no grandparents in common. Additional file 2: Movie showing the cd-affected MAS trying to
fetch a ball under day-light conditions. The dog could only find the
ball by smell, not by sight. Abbreviations ADAMTS17: A disintegrin and metalloproteinase with thrombospondin motif
17; AM: Alaskan malamute; cd: Cone degeneration; CFA: Canis familiaris
autosome; CNBD1: Cyclic nucleotide binding domain containing 1;
CNGA3: Alpha subunit of cone cyclic-nucleotide gated channel; CNGB3: Beta
subunits of cone cyclic-nucleotide gated channel; GNAT2: Alpha subunit of
cone transducin; IBD: Identical by descent; LD: Linkage disequilibrium;
MAS: Miniature Australian shepherd; MDR1: Multidrug resistance gene 1;
MMP16: matrix metallopeptidase 16; NHEJI1: Non-homologous end-joining
factor 1; PDE6C: Alpha subunit of cone cyclic guanosine monophosphate
(cGMP) phosphodiesterase; PDE6H: Gamma subunit of cone cyclic guanosine
monophosphate (cGMP) phosphodiesterase; PRA: Progressive retinal atrophy;
prcd: progressive rod-cone degeneration; SLC7A13: solute carrier family 7
(cationic amino acid transporter, y + system) member 13; WWP1: WW
domain containing E3 ubiquitin protein ligase 1. Acknowledgements and funding In order to determine the expansion of the cd-associated
haplotype with the genomic CNGB3-deletion, a set of
32 primer pairs (Table S1C in Additional file 1) was
designed to amplify regions within a 3.93-Mb interval
flanking the mutation (3.03 Mb distal to the mutation:
32,670,680 to mutation, and 0.5 Mb proximal to the
mutation: mutation to 36,605,630). Five dogs carrying
cd-affected alleles from three different breeds were
genotyped: one AM cd-carrier, one AM cd-affected,
one cd-affected AM-colony dog, one cd-affected MAS,
and one cd-carrier Siberian husky. A normal boxer was
sequenced to serve as a reference. This study was supported by NIH grants R01-EY019304, R01-EY006855,
P30-EY001583, T32-RR007063 and the Foundation Fighting Blindness (FFB). We thank the team (Nicole MacLaren and Justin Dees) at Eye Care for
Animals in Salt Lake City, UT (USA) for allowing us to use their facility. Furthermore, we thank the staff at the Retinal Disease Studies Facility
(University of Pennsylvania) for technical support, Lydia Melnyk
(University of Pennsylvania) for research coordination, Mary Leonard
(University of Pennsylvania) for illustrations, and all the dog owners and
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1 1Department of Clinical Studies, School of Veterinary Medicine, University of
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Cite this article as: Yeh et al.: Genomic deletion of CNGB3 is identical by
descent in multiple canine breeds and causes achromatopsia. BMC
Genetics 2013 14:27. Yeh et al. BMC Genetics 2013, 14:27
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HORROR HETERONORMATIVO
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Revista Diversidade & Educação
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1 Doutorando em Educação. Universidade Luterana do Brasil, Canoas, Rio Grande do Sul, Brasil. RESUMO O presente artigo objetiva analisar as representações de gênero e sexualidade produzidas
em They/Them (2022), longa-metragem do diretor estadunidense John Logan, assim
como as pedagogias do horror que emergem de sua produção. A partir do campo dos
Estudos Culturais, e através de recortes produzidos a partir da adoção de um tripé
metodológico, composto por etnografia em tela, análise cultural e metodologia visual
crítica, busca-se perceber e evidenciar o horror que se manifesta na heterogeneidade. O
artigo evidencia a potencialidade das produções cinematográficas de horror em refletir
acerca de questões incômodas e problemáticas contemporâneas. Em They/Them, a
manifestação do horror prescinde da figura monstruosa em si, presente em muitas
produções clássicas do gênero, apresentando-se através do discurso heteronormativo e
de suas consequências para com os sujeitos que transgridem e subvertem as normas. PALAVRAS-CHAVE: Gênero e sexualidade. Heteronormatividade. Representação. ALAVRAS-CHAVE: Gênero e sexualidade. Heteronormatividade. Representação. edagogias do horror. Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan
547 Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan
547 Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan
547 Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan
547 547 HORROR HETERONORMATIVO: REPRESENTAÇÕES DE GÊNERO E
SEXUALIDADE E PEDAGOGIAS DO HORROR NO FILME THEY/THEM (2022)
DE JOHN LOGAN HETERONORMATIVE HORROR: REPRESENTATIONS OF GENDER
AND SEXUALITY AND PEDAGOGIES OF HORROR IN THE FILM
THEY/THEM (2022) BY JOHN LOGAN Lucas Bitencourt Fortes1 ABSTRACT
hi
i l This article analyzes the representations of gender and sexuality produced in
They/Them (2022), a feature film by American director John Logan, as well as the
pedagogies of horror that emerge from its production. From the field of Cultural
Studies, and through clippings produced from the adoption of a methodological tripod,
composed of screen ethnography, cultural analysis and critical visual methodology, we
seek to perceive and highlight the horror that manifests itself in heterogeneity. The
article highlights the potential of horror film productions to reflect on uncomfortable
and problematic contemporary issues. In They/Them, the manifestation of horror
dispenses with the monstrous figure itself, present in many classic productions of the
genre, presenting itself through heteronormative discourse and its consequences for
subjects who transgress and subvert norms. j
g
KEYWORDS: Gender and sexuality. Heteronormativity. Representation. Horror
pedagogies. * * * 2 Sigla de Lésbicas, Gays, Bissexuais, Transexuais/Transgêneros/Travestis, Queer, Intersexual, Assexual,
Pansexual, etc. RESUMEN Este artículo tiene como objetivo analizar las representaciones de género y sexualidad
producidas en They/Them (2022), largometraje del director estadounidense John Logan,
así como las pedagogías del horror que se desprenden de su producción. Desde el Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853 Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 548 campo de los Estudios Culturales, ya través de extractos producidos a partir de la
adopción de un trípode metodológico, compuesto por etnografía de pantalla, análisis
cultural y metodología visual crítica, buscamos percibir y evidenciar el horror que se
manifiesta en la heterogeneidad. El artículo destaca el potencial de las producciones
cinematográficas de horror para reflexionar sobre temas contemporáneos incómodos y
problemáticos. En They/Them, la manifestación del horror prescinde de la propia figura
monstruosa, presente en muchas producciones clásicas del género, presentándose a
través del discurso heteronormativo y sus consecuencias para los sujetos que
transgreden y subvierten las normas. PALABRAS-CLAVE: Género y sexualidad. Heteronormatividad. Representación. Pedagogías del horror. Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 Introdução O presente artigo parte das provocações produzidas pelo presente dossiê,
sobretudo pensando o quanto determinados grupos, muitas vezes minoritários,
encontram-se vulneráveis, marginalizados e sujeitos as mais diferentes formas de
violência. Parte, ainda, do entendimento de que a mídia se constitui em uma potente
ferramenta de visibilização de problemáticas da contemporaneidade, oportunizando
outros olhares a respeito de temas e sujeitos ora silenciados. Com isso, o foco da discussão proposta recai sobre o lugar ocupado pela
população LGBTQIAP+2 na sociedade brasileira. Essa que vem ganhando cada vez
mais destaque em diversas esferas, sejam elas sociais, políticas e acadêmicas, embora
deva-se dizer ainda não o suficiente, em conta da dura e violenta realidade a qual é Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853 Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 549 submetida, e que pode ser confirmada a partir de dados e pesquisas recentes que
apontam para uma crescente violência contra essa população (OBSERVATÓRIO,
2022). Muito desta crescente violência pode ser atribuída à lógica que envolve a
heteronormatividade, que empurra a população LGBTQIAP+ à marginalização e
exclusão, enquanto aprova a heterossexualidade como norma e/ou padrão social
(SOUZA; SILVA; SANTOS, 2016). A partir da imposição desta raiz heteronormativa,
se passa a atribuir significados positivos às pessoas que aderem a tal norma, assim como
a seus símbolos e seus produtos culturais. Em contraposição, atribui-se significados
negativos ao que se relaciona às pessoas homossexuais, seus símbolos e produtos
culturais
(ANUÁRIO,
2022). Conforme
destacam
Pinho
e
Pulcino,
as
heterossexualidades, tidas como naturais: [...] constituem-se em uma matriz que conferirá sentido às diferenças
entre os gêneros. Da mesma forma, a reiteração dos papéis de gênero
garante o discurso das heterossexualidades. A esta ordem social
naturalizada, chamamos heteronormatividade. Sendo assim, a
sociedade
em
que
vivemos
pode
ser
classificada
como
heteronormativa. (2016, p. 673). [...] constituem-se em uma matriz que conferirá sentido às diferenças
entre os gêneros. Da mesma forma, a reiteração dos papéis de gênero
garante o discurso das heterossexualidades. A esta ordem social
naturalizada, chamamos heteronormatividade. Sendo assim, a
sociedade
em
que
vivemos
pode
ser
classificada
como
heteronormativa. (2016, p. 673). Neste estudo, compreende-se a mídia como meio ou espaço por onde uma
determinada mensagem é transmitida. 4 Entre os trabalhos de John Logan cabe destacar a criação da série de horror Penny Dreadful e
participação nos roteiros de Gladiador (2000), de Ridley Scott, O Aviador (2004), de Martin Scorsese, e
Sweeney Todd: O Barbeiro Demoníaco da Rua Fleet (2007), de Tim Burton. 3 No Brasil a produção manteve o nome original acrescentando o subtítulo “O Acampamento”.
4 Introdução Dentro desta concepção, têm-se o rádio, a
imprensa, a televisão, a música, os jornais, as revistas, o cinema, por exemplo, como
exemplos de mídias (KELLNER, 2001). Para o referido autor, o cinema pode ser
entendido como um meio a partir do qual representações são produzidas e pedagogias
emergem, indo além de uma definição que contemple unicamente seu teor estético,
artístico e/ou de entretenimento popular (FORTES, 2023). Assim, soma-se às provocações produzidas pelo dossiê e à compreensão em
torno da mídia, e mais propriamente do cinema, o interesse de pesquisa por
representações e pedagogias no cinema de horror. Com estas inspirações, debruçamo-
nos sobre a recente produção de horror They/Them3 (2022), do diretor e roteirista
estadunidense John Logan4, cuja produção é sua estreia como diretor. A história
acompanha um grupo de jovens que é enviado para um acampamento de terapia da E-ISSN: 2358-8853 Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 550 conversão5 chamado Whistler Camp, cuja missão é a de adaptar a sexualidade de
adolescentes LGBTQIAP+ aos padrões heterossexuais, contando ainda com o
surgimento da figura de um misterioso assassino mascarado. Trata-se de “um filme de
horror cujo tema é bastante polêmico e pontual, já que se trata de um acampamento que
promete corrigir a sexualidade não heteronormativa de seus detentos” (PEREIRA, 2023,
n.p.). Quando se pensa essa relação entre produções de horror e questões de gênero e
sexualidade, alguns filmes destacam-se, embora não necessariamente abordem a
temática de forma direta e evidente. Para estes filmes surge o termo Queer Horror, isto
é, produções de horror desenvolvidas por diretores e/ou produtores que se identificam
como queer6, e que, consequentemente, contribuem para representar seus medos e
ansiedades como indivíduos queer (ELLIOTT-SMITH, 2016). Destaca-se que o
conceito pode ser compreendido como fluído e abrangente, não sendo necessariamente
dirigido ou produzido por artistas queer, assim, o termo pode ser utilizado para definir
“produções que tratam abertamente de temas da comunidade ou que são intricadamente
codificadas. Produções destinadas ao público queer ou que são adotadas e até mesmo
posteriormente ressignificadas como seus símbolos” (DARKSIDE, 2022, n.p.). 6 Queer (em português: excêntrico, insólito, esquisito, bizarro) é uma palavra-ônibus proveniente do
inglês usada para designar pessoas que não seguem o modelo de heterossexualidade ou da binaridade de
gênero. 5 Também chamada de terapia de reorientação sexual ou terapia reparativa, compreende um conjunto de
métodos que visam eliminar a orientação sexual de um indivíduo que não condiz com a
heterossexualidade.
6 métodos que visam eliminar a orientação sexual de um indivíduo que não condiz com a
heterossexualidade.
6 Queer (em português: excêntrico, insólito, esquisito, bizarro) é uma palavra-ônibus proveniente do
inglês usada para designar pessoas que não seguem o modelo de heterossexualidade ou da binaridade de
gênero. Introdução Assim,
“ainda que não seja explicitada a intenção de alguns cineastas em abordar questões de
gênero e sexualidade de uma forma direta, a teoria queer possibilita que certos filmes
sejam analisados sob esse ponto de vista” (SOUZA, 2015, n.p.). Uma forma de
compreender o conceito é relacioná-lo a enredos “em que um personagem é LGBT e a
problemática tem a ver com a sexualidade (CETRONE, 2021). Embora haja filmes que possam ser considerados como de Queer Horror, cabe
destacar que a mera presença de um personagem LGBT, por exemplo, por si só não
qualifica um filme como pertencente ao gênero. É necessário que “a obra
potencialmente problematize a questão e não a trate como mero adereço” (STANCKI,
2019). De tal forma, muitas produções de horror podem servir de alegoria para expor a
condição a qual indivíduos que não se sujeitam a restrição e ao controle de uma
sociedade heteronormativa são expostos, mesmo que em muitas delas o uso de
estereótipos negativos seja evidente (BENSHOFF, 1997). Assim, partindo de um olhar 5 Também chamada de terapia de reorientação sexual ou terapia reparativa, compreende um conjunto de
métodos que visam eliminar a orientação sexual de um indivíduo que não condiz com a
heterossexualidade. Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853 Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 551 mais abrangente quanto às produções que podem encaixar-se na temática, têm-se alguns
clássicos do cinema que carregam em seus subtextos certas mensagens, como, por
exemplo, Nosferatu (1922), dirigido por Friedrich Wilhelm Murnau, e, ainda,
Frankenstein (1931) e A Noiva de Frankenstein (1935), ambos de James Whale, com
personagens que não são aceitos por serem considerados diferentes (DARKSIDE,
2022). Destaca-se que: Com o passar dos anos, diversos filmes continuaram representando
personagens queer, seja de forma implícita ou explícita. A lista é
longa e variada, com algumas representações mais positivas que
outras [...]. Nos anos 1970, o horror queer continuava em alta, beneficiando-se do
fim do código Hays e da censura em 1968. A trilogia Karnstein da
produtora britânica Hammer inspirou-se em Carmilla de Le Fanu para
produzir Atração Mortal (1970), Luxúria de Vampiros (1971) e As
Filhas de Drácula (1971). Os três filmes foram considerados „ousados‟
para a época por sua representação explícita da lesbianidade. 7 Sigla que denomina um conjunto de práticas consensuais envolvendo bondage e disciplina, dominação e
submissão, sadomasoquismo e outros tipos de comportamento sexual humano relacionados. Pat Mills (ESPIÑEIRA, 2022), que são bons exemplos de produções que podem, de
alguma forma, ser enquadradas dentro do Queer Horror ou que ao menos flertam com a
temática. Exemplificando algumas outras produções: Pat Mills (ESPIÑEIRA, 2022), que são bons exemplos de produções que podem, de
alguma forma, ser enquadradas dentro do Queer Horror ou que ao menos flertam com a
temática. Exemplificando algumas outras produções: Faca no Coração, filme de 2018 do diretor Yann Gonzalez, é
ambientado no mundo da pornografia gay e povoado por personagens
queer. A comédia de horror Freaky: No Corpo de Um Assassino
brinca com identidade de gênero ao fazer uma adolescente trocar de
corpo com um assassino em série. A francesa Julia Ducournau ganhou
a Palma de Ouro com Titane, um filme que questiona sexualidade,
corpo e humanidade, enquanto o último Pânico trouxe Jasmine Savoy
Brown como Mindy, a primeira personagem assumidamente gay da
franquia [...]. O recente Morte, Morte, Morte, da diretora Halina Reijn, traz no seu
centro a sexualidade fluida e o questionamento de rótulos da geração
Z. Já o fenômeno da Netflix, a trilogia Rua do Medo não só é
protagonizada por personagens queer e centrada no romance de duas
mulheres, como também questiona as expectativas do próprio público,
ao brincar com as convenções de representação de sexualidade no
cinema de horror (DARKSIDE, 2022, n.p.). Ao atentar o olhar para produções brasileiras, têm-se o curta-metragem J de
Jesus (2013), de Dennison Ramalho, segmento da antologia O ABC da Morte 2 (2013),
no qual o espectador acompanha o sequestro do filho de um político conservador, a
mando de seu próprio pai, para que então passe por uma sessão de exorcismo em função
de sua sexualidade (FORTES, 2022). Há comentários e reflexões interessantes no
longa-metragem As Boas Maneiras (2018), de Juliana Rojas e Marco Dutra, no qual,
apesar de não ser o foco da produção, aborda o relacionamento lésbico entre as
personagens Ana e Clara, produzindo uma série de simbologias e metáforas para pensar
o isolamento ao qual determinados indivíduos estão sujeitos em conta de sua orientação
sexual ou identidades de gênero (CETRONE, 2021). O recente Verão Fantasma (2022),
de Matheus Marchetti, cuja narrativa acompanha dois adolescentes que se apaixonam e
investigam o desaparecimento de uma criança (DARKSIDE, 2022). Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 Introdução p
p
p
p
ç
p
Em 1975, foi a vez do fenômeno The Rocky Horror Picture Show. Abordando temas como liberdade sexual, bissexualidade, androginia e
expressões de gênero, o musical criou uma comunidade de fãs e
ganhou um lugar cativo em nossos corações. O doutor Frank N. Furter, o cientista louco que na verdade é uma travesti do planeta
Transexual, tornou-se um símbolo da comunidade queer, convidando
todos a celebrarem e abraçarem suas identidades e sexualidades. A
mensagem era simples: „Não sonhe, SEJA!‟ (DARKSIDE, 2022, n.p.). Outras produções que podem ser destacadas são A Hora do Pesadelo 2: A
Vingança de Freddy (1985), de Jack Sholder, no qual o roteiro pode ser encarado como
uma tentativa de realizar um comentário social sobre a homossexualidade (CETRONE,
2021; SOUZA, 2015) e Hellraiser: Renascido do Inferno (1987), de Clive Barker, cujo
universo criado pelo diretor, que é assumidamente homossexual, têm como base a
estética e a prática BDSM7 (CETRONE, 2021). Destacam-se, também, filmes como
Raça das Trevas (1990), de Clive Barker, O Silêncio dos Inocentes (1991), de Jonathan
Demme, Entrevista com o Vampiro (1994), de Neil Jordan, Almas Gêmeas (1994), de
Peter Jackson, nos anos 90 (GODOY, 2020a), e Alta Tensão (2003), de Alexandre Aja,
Hellbent (2004), de Paul Etheredge, O Filho de Chucky (2004), de Don Mancini, Deixa
Ela Entrar (2008), de Tomas Alfredson, a partir dos anos 2000 (GODOY, 2020b). Mais
recentemente, Um Estranho no Lago (2013), de Alain Guiraudie, Lyle (2014), de
Stewart Thorndike, Espiral (2019), de Kurtis David Harder, e The Retreat (2021), de 7 Sigla que denomina um conjunto de práticas consensuais envolvendo bondage e disciplina, dominação e
submissão, sadomasoquismo e outros tipos de comportamento sexual humano relacionados. Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853 Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 552 Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853 Pat Mills (ESPIÑEIRA, 2022), que são bons exemplos de produções que podem, de
alguma forma, ser enquadradas dentro do Queer Horror ou que ao menos flertam com a
temática. Exemplificando algumas outras produções: Ainda a partir de
uma perspectiva ampla quanto a produções que podem enquadrar-se de alguma forma
ao Queer Horror, destacam-se os curtas-metragens Jonas Banhado em Sangue (2017),
de Mateus Bandeira, Você é Diferente (2017), de George Pedrosa, e O Mistério da
Carne (2018), de Rafaela Camelo, além dos longas-metragens Mate-me Por Favor
(2015), de Anita Rocha da Silveira, e Canto dos Ossos (2020), de Jorge Polo e Petrus de
Bairros (MARQUES, 2022). E-ISSN: 2358-8853 Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 553 A produção selecionada para fins de análise e discussão no presente texto, têm
claras inspirações em clássicos filmes Slasher8, como as franquias Sexta-Feira 13, com
a figura de Jason Voorhees, A Hora do Pesadelo, com a figura de Freddy Krueger,
Pânico, com a figura de Ghostface, e mais recentemente, Terrifier, com a figura de Art. Sobretudo, atenta-se para as similaridades de They/Them com Sexta-Feira 13, que
também se passa em um acampamento e apresenta a figura de um assassino mascarado. Cabe destacar a possível inspiração no documentário da Netflix chamado Pray Away
(2021), de Kristine Stolakis, que traz os relatos de ex-líderes e sobreviventes da
chamada terapia de conversão (WALTER, 2022). Atenta-se ainda para uma motivação
de cunho pessoal do diretor, conforme destacou em nota para a imprensa quando do
anúncio do filme: „They/Them’ é algo que está germinando dentro de mim durante toda a
minha vida. Eu amo filmes de terror desde quando me entendo por
gente, acho que porque os monstros representam „o outro‟. Como uma
criança gay, eu sentia muita afinidade com aqueles que eram
diferentes, fora do comum, proibidos. Eu quis fazer um filme que
celebre as identidades queers, com personagens que eu nunca vi
enquanto crescia. (FANTINEL, 2022, n.p.). A ideia central da produção, por si só, já proporciona bases sólidas para uma
produção de horror, contribuindo para reflexões e discussões importantes na
contemporaneidade. De fato, as produções de horror em si carregam o potencial de
representar e produzir pedagogias acerca dos mais diversos temas, incluindo-se aquelas
relacionadas a gênero e sexualidade (FORTES, 2022, 2023). 8 Subgênero de filmes de horror que quase sempre envolve assassinos psicopatas que matam
aleatoriamente. Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853
8 Subgênero de filmes de horror que quase sempre envolve assassinos psicopatas que matam
aleatoriamente. Pat Mills (ESPIÑEIRA, 2022), que são bons exemplos de produções que podem, de
alguma forma, ser enquadradas dentro do Queer Horror ou que ao menos flertam com a
temática. Exemplificando algumas outras produções: O crítico de cinema Diego
Ferraz, apesar de apontar aspectos que podem ser compreendidos como negativos no
tocante a construção e desenrolar da narrativa de They/Them, também aponta elementos
importantes, sobretudo considerando a discussão proposta neste artigo. Como salienta,
trata-se de: [...] uma obra que conversa com um público seleto e só funciona para
ele. Quem sofreu ou entende de maneira empática as questões
opressoras do preconceito sexual vai captar várias mensagens, mesmo
que muitas cheguem de maneira bem panfletária e didática, quase
como um telecurso. Por outro lado, um público que precisaria de fato
ouvir e se chocar com essa mensagem nunca será atingido, pelo modo
raso e frio que são tratadas coisas tão importantes. 8 Subgênero de filmes de horror que quase sempre envolve assassinos psicopatas que matam
aleatoriamente. Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853 Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 554 Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/The
(2022) de John Logan O que me deixa feliz é ver que talvez esse filme abra fronteiras pra
novas abordagens similares, talvez de maneiras mais inteligentes e
eficazes, mostrando que as narrativas evoluem e é possível sim ter
terror com todo tipo de personagens representados, nem que sejam
para morrer ao fugir de um assassino ao correr de costas nas florestas. (FERRAZ, 2022, n.p.). Com estas considerações introdutórias, buscou-se a contextualização do tema e
do artefato cultural sobre o qual versam as discussões empreendidas. Na continuidade,
apresenta-se o percurso teórico-metodológico, dando relevo a alguns conceitos que nos
servem como ferramentas analíticas. Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 Percurso teórico-metodológico e conceitos norteadores Implementamos nossa análise a partir do campo dos Estudos Culturais (EC) que
se fundamenta em uma compreensão ampla no tocante à cultura, compreendendo-a
como central na contemporaneidade, abrangendo todos os aspectos da vida social e,
portanto, interessado em todas as práticas sociais de significação (DU GAY et al, 1997;
HALL, 2016). A partir dos EC, o cinema é compreendido como um artefato cultural
que, além de ser produzido na cultura, abarca o potencial de afetá-la, considerando as
representações que são produzidas e as pedagogias que dele emergem (DUARTE, 2002;
FABRIS, 2008; GIROUX, 2013). Para fins metodológicos, faz-se uso de um tripé composto pela etnografia em
tela (BALESTRIN, 2011), com o intuito de produzir recortes da produções, atentando-
se para aspectos que não seriam perceptíveis se analisada a produção como um todo;
pela análise cultural (WILLIAMS, 2003), visando compreender os significados e
valores implícitos e explícitos que encontram-se presentes na cultura específica a partir
da qual a produção surge; pela metodologia visual crítica (ROSE, 2001) que implica
uma postura crítica em relação às imagens visuais as quais se analisa; e do produtor das
mesmas, considerando a subjetividade do pesquisador. Dentre os conceitos norteadores, a representação é compreendida como a
produção de sentido através da linguagem, ocorrendo a partir de signos e símbolos
(HALL, 2016). No tocante ao que se propõe, atenta-se para a linguagem
cinematográfica e as representações produzidas através de seu uso. Por pedagogia
cultural, entende-se as formas de ser e de compreender o mundo que emergem dos mais
diversos âmbitos, transcendendo os lugares educacionais tradicionais, sendo, neste E-ISSN: 2358-8853 Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 555 momento de expansão do que se entende como pedagogia, por exemplo, os museus,
anúncios publicitários, músicas, jogos
eletrônicos e, sobretudo, o cinema
(CAMOZZATO, 2012). Relacionando-se intimamente com o conceito e pedagogias culturais, têm-se as
pedagogias do horror - fruto da expansão da pedagogia, enquanto campo, bem como do
caráter educativo que se expande, como vontade de educar a todas as dimensões da vida
social. Percurso teórico-metodológico e conceitos norteadores Temos, portanto, pedagogias que emergem de produções cinematográficas
pertencentes ao gênero de horror, que, por sua vez, apresentaram determinadas
particularidades, como a aprendizagem a partir da figura monstruosa, a reflexão relativa
ao contexto em que a produção analisada surge, bem como as possíveis lições contidas
na exteriorização de medos, angústias e traumas dos personagens, podendo estes serem
aprendidos pelo espectador (FORTES, 2023). Relativo ao horror como gênero
cinematográfico, identificamos ser ele compreendido como um gênero que se relaciona
com os medos e ansiedades de uma sociedade, cujas representações produzidas
contribuem para reflexões acerca dos medos e preocupações nela vigentes. Além disso,
ele é marcado por aquilo que é reconhecido como aterrorizante, ao mesmo tempo em
que oportuniza uma combinação do que é familiar e inesperado ao espectador
(PHILIPS, 2005). Ao pensar gênero e sexualidade, aponta-se para construções sociais que ocorrem
através de aprendizagens e práticas, desenvolvidas por um conjunto de instâncias sociais
e culturais tais como a igreja, escola, família, entre outros, dentro de um processo
inacabado e contínuo. Ou seja, processos de subjetivação que incidem sobre os sujeitos
ao longo de toda a vida (LOURO, 2008). Cabe destacar que, embora se interrelacionem,
identidade sexual e de gênero se distinguem. Isso é, um sujeito masculino ou feminino
pode ser heterossexual, homossexual ou bissexual, por exemplo. Relacionado a estes
conceitos, têm-se a heteronormatividade, compreendida como a ordem social
naturalizada a partir da matriz heterossexual. Trata-se da presunção de que, para que os
corpos estejam coerentes eles devem ser estáveis, tanto na questão sexual quanto na de
gênero, fundamentando-se na relação masculino e feminino, assim como na prática da
heterossexualidade (BUTLER, 2003). Após este momento, sobre o percurso teórico-metodológico e os conceitos que
nortearão a pesquisa, passamos para a análise da produção, com vistas no horror
produzido a partir da heteronormatividade. Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853 Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan
5 Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 556 Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 Desmembrando o horror heteronormativo de They/Them Na parte inicial da produção, após o espectador presenciar o assassinato de uma
mulher que dirigia um carro à noite por uma estrada, embora sem entender as
motivações do que levariam a isto, vê-se um grupo de jovens que chegam em um ônibus
ao acampamento Whistler Camp, momento em que são recebidos por Owen Whistler
(interpretado por Kevin Bacon), o responsável pelo local, e a sua equipe. O nome do
acampamento e o sobrenome de Owen, assim como outros elementos ao longo da
produção, evidenciam que o local representa um negócio da família há muitos anos,
sendo Owen, na atualidade da trama, o responsável. Embora as falas de Owen soem em
um tom amigável, um tanto brincalhão, e de acolhimento, é nítido o discurso
heteronormativo, como quando diz “Eu não posso fazer vocês virarem héteros. Para
mim, tudo bem ser gay. Se vocês são felizes do jeito que são” (Figura 1). Estas falas
devem ser compreendidas a partir não unicamente do que é dito, mas dos possíveis
significados que o enunciado produz, em contextos diversos. Nesse sentido, quando diz
“Para mim, tudo bem ser gay”, outra pergunta poderia ser feita, como: Por qual razão
não estaria bem ser gay ou qual seria o problema em ser? FIGURA 1: Boas-vindas. Fonte: They/Them, 2022. FIGURA 1: Boas-vindas. Fonte: They/Them, 2022. Se em um primeiro momento Owen deixa claro que não há o interesse de mudar
nenhum daqueles jovens, posteriormente, tal sentido é deslocado através de um discurso E-ISSN: 2358-8853 Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 557 de base psicológica (ao estilo autoajuda), como por exemplo, no tocante à aceitação
perante a sociedade e, sobretudo, a aceitação deles mesmos. Falas como “imagino que
alguns de vocês estejam aqui porque, de alguma forma, não estão felizes” e “Talvez
vocês não se encaixem. As pessoas zombam de vocês. Talvez queiram encontrar um
novo tipo de paz” (Figura 2). Deve-se atentar a estas falas, quando Owen atribui aos
próprios jovens a inquietude ou busca por mudarem e encontrarem uma saída para sua
suposta infelicidade ou para a não aceitação por parte da sociedade. Desse modo, é
reforçada a heteronormatividade, deslocando-se para o sujeito um problema que estaria
na sociedade, que impõe uma norma sexual e posiciona as demais sexualidades como
desviantes. FIGURA 2: Discurso com bases heteronormativas. Fonte: They/Them, 2022. Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 Desmembrando o horror heteronormativo de They/Them FIGURA 2: Discurso com bases heteronormativas. Fonte: They/Them, 2022. Mesmo que possam soar como receptivas e compreensivas, as falas de Owen
carregam o que pode ser compreendido como violência simbólica, expressa através da
linguagem. Primeiramente deve-se compreender que “a linguagem é produtora de
normalizações e significados” (SEFFNER; FIGLIUZZI, 2011, p. 54). Com isso, afirma-
se que a violência se manifesta de diferentes formas, não unicamente em ações e casos
mais evidentes e habitualmente pensados, mas, por outro lado, deve-se considerar “uma
forma ainda mais fundamental de violência que pertence à linguagem enquanto tal, à
imposição de um certo universo de sentido” (ZIZEK, 2014, p. 17). Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853 Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 558 Julga-se pertinente destacar alguns pontos da discussão a respeito do surgimento
dos discursos de verdades acerca da sexualidade. Tais discursos surgem em momentos
histórico e sociais específicos, com finalidade de normatizar as práticas sexuais de
acordo com determinados padrões. Assim, muito do que se têm como verdade no
tocante ao sexo nada mais é do que uma construção feita de múltiplos discursos que
produzem supostas verdades (FOUCAULT, 2017a, 2017b). Tal compreensão é
importante para pensar o quanto a violência que emerge e é produzida a partir das falas
de Owen, possui suas próprias contradições. Pois, trata-se de um discurso construído e
tomado como verdade absoluta, embora, conforme Foucault, a verdade seja produzida a
partir de regimes discursivos que tornam certo enunciado verdadeiro, em contextos,
tempos e circunstâncias variáveis. Após o discurso de boas-vindas, da apresentação dos membros da equipe, e de
explicar como será o funcionamento do acampamento, Owen então aponta as cabanas
nas quais os recém-chegados ficarão, sendo o da sua direita o dos meninos e o da
esquerda o das meninas, estabelecendo, assim, uma norma a ser seguida. Contudo,
enquanto a maioria do grupo caminha em direção a uma das cabanas, uma pessoa fica
parada sem tomar uma decisão. Trata-se de Jordan (interpretado por Theo Germaine),
protagonista que é transsexual e pessoa não binária (Figura 3). FIGURA 3: Meninos e meninas. FIGURA 3: Meninos e meninas. FIGURA 3: Meninos e meninas. Fonte: They/Them, 2022. Fonte: They/Them, 2022. E-ISSN: 2358-8853 Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 559 A fala de Owen e a distinção entre uma cabana para os meninos e outra para as
meninas direciona os jovens a posicionarem-se quanto às suas identidades de gênero. Com isso, instala-se “um processo que, supostamente, deve seguir um determinado
rumo ou direção. Neste caso, a afirmativa mais do que uma descrição, pode ser
compreendida como uma definição ou decisão sobre um corpo” (LOURO, 2004, p. 15). Contudo, compreende-se que ao mesmo tempo que se impõe algo, também se
abre espaço para transgressões, subversões e resistências (LOURO, 2004). O simples
ato de Owen em definir uma cabana para meninos e uma cabana para meninas, além de
regular e delimitar as opções, ou mesmo estabelecer fronteiras e limites, também abre
espaço para que Jordan se manifeste. Esse momento da produção possibilita que
pensemos na problemática do que surge primeiro, se a regulação ou o gênero. Conforme
Butler “um gênero que preexiste a sua regulação, ou é o caso de que, sendo sujeito à
regulação, o sujeito generificado emerge, produzido a partir de e por meio dessa forma
particular de sujeição? Não é a sujeição o processo pelo qual a regulação produz
gênero?” (2014, p. 251). Ainda, conforme Butler [...] um discurso restritivo sobre gênero que insista no binarismo homem e
mulher como a maneira exclusiva de entender o campo do gênero atua no
sentido de efetuar uma operação reguladora de poder que naturaliza a
instância hegemônica e exclui a possibilidade de pensar sua disrupção. (2014,
p. 254). Na sequência da narrativa fílmica, a primeira atividade a qual o grupo de jovens
é submetido é uma roda de conversas, que pode ser vista também como uma espécie de
terapia em grupo. Além dos jovens, encontram-se neste momento o responsável pelo
acampamento, Owen, e sua esposa, Cora Whistler (interpretada por Carrie Preston), a
psicóloga do acampamento, que toma nota do que é dito pelos jovens (Figura 4). É
então que Owen dá início à dinâmica, questionando-os: “Quero começar com uma
pergunta simples. Por que vocês estão aqui?”. Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. FIGURA 3: Meninos e meninas. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853 Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 560 FIGURA 4: Terapia em grupo. Fonte: They/Them, 2022 FIGURA 4: Terapia em grupo. Fonte: They/Them, 2022 Observam-se dois tipos de posicionamento dos jovens durante a terapia em
grupo. Alguns mostram-se bem resolvidos no tocante a seu gênero e sexualidade,
embora toda violência, preconceito e pressão familiar que possam sofrer, estando ali
muito mais para fins de “agradar” seus familiares e, com isso, não serem “expulsos de
casa” (tal como afirma uma das jovens), ou ainda, para emanciparem-se legalmente de
seus pais. Alguns outros jovens não se mostram tranquilos quanto à sua sexualidade ou
gênero, e dizem ter procurado o acampamento para não serem vistos como uma
“aberração”, ou para “ser como todo mundo”, ou ainda, “ser invisível” ou simplesmente
“ser amada” (Figura 04). Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853 Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 561 FIGURA 4: Aceitação e negação. Fonte: They/Them, 2022 FIGURA 4: Aceitação e negação. FIGURA 4: Aceitação e negação. Fonte: They/Them, 2022 Fonte: They/Them, 2022 A negação manifestada pelos jovens evidencia o horror ao qual estão sendo
submetidos nos mais diversos âmbitos, como, por exemplo, no destaque feito a uma das
instâncias por eles mencionada: a própria família. Essa que juntamente escola, igreja,
instituições legais e médicas, são importantes para o processo constitutivo quando o
assunto é gênero e sexualidade (LOURO, 2008). Como salienta a autora: A construção dos gêneros e das sexualidades dá-se através de
inúmeras aprendizagens e práticas, insinua-se nas mais distintas
situações, é empreendida de modo explícito ou dissimulado por um
conjunto inesgotável de instâncias sociais e culturais. É um processo
minucioso, sutil, sempre inacabado. Família, escola, igreja,
instituições legais e médicas mantêm-se, por certo, como instâncias
importantes nesse processo constitutivo. Por muito tempo, suas
orientações e ensinamentos pareceram absolutos, quase soberanos. (LOURO, 2008 p. 18). Nesta direção, o filme remete ao conflito psíquico a que muitos indivíduos estão
sujeitos, entre o que as pessoas pensam que elas deveriam ser e como elas realmente são
e desejam viver as suas vidas. Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 das zonas de policiamento, tanto a obediência, quanto a transgressão e subversão da
ordem estão presentes. Uma das formas de transgredir ou subverter encontra-se
justamente na paródia, sob uma forma crítica (LOURO, 2004). Como salienta Louro: Quem subverte e desafia a fronteira apela, por vezes, para o exagero e
para a ironia, a fim de tornar evidente a arbitrariedade das divisões,
dos limites e das separações. Por isso, a paródia que arremeda os
„nativos‟ do „outro‟ lado, que embaralha seus códigos com os „desse
lado‟, que mistura e confunde as regras, que combina e distorce as
linguagens é tão perturbadora. Ela se compraz da ambigüidade, da
confusão, da mixagem. Para as fronteiras constantemente vigiadas dos gêneros e da
sexualidade, a crítica paródica pode ser profundamente subversiva. (2004, p. 20). Quem subverte e desafia a fronteira apela, por vezes, para o exagero e
para a ironia, a fim de tornar evidente a arbitrariedade das divisões,
dos limites e das separações. Por isso, a paródia que arremeda os
„nativos‟ do „outro‟ lado, que embaralha seus códigos com os „desse
lado‟, que mistura e confunde as regras, que combina e distorce as
linguagens é tão perturbadora. Ela se compraz da ambigüidade, da
confusão, da mixagem. Para as fronteiras constantemente vigiadas dos gêneros e da
sexualidade, a crítica paródica pode ser profundamente subversiva. (2004, p. 20). Em determinada cena, os jovens conhecem um pouco mais as atividades
propostas pelo acampamento, divididas entre atividades das meninas e atividades dos
meninos. As meninas se reúnem na cozinha para fazer tortas, que conforme a diretora de
atividades Sarah (interpretada por Hayley Griffith) explica: “Hoje vamos explorar
papéis tradicionais. Ao nos comportarmos de certo modo, reconhecermos e aceitarmos
certos comportamentos sociais, talvez venhamos a apreciar o valor emocional de
reforçar esses comportamentos e a ficar confortáveis e sentir que pertencemos a um
grupo. Então, meninas, vamos fazer uma torta”. Enquanto isso, os meninos, reunidos em uma área aberta com alvos a certa
distância, recebem espingardas, para que possam exercitar a prática de tiro. Conforme
Owen, que está acompanhado do diretor esportivo Zane (interpretado por Boone Platt):
“Duas coisas controlam este mundo. A Biologia e a História. Eu sei que não é bom
dizer isto hoje em dia, mas os homens evoluíram naturalmente para serem maiores e
mais fortes do que as mulheres. Há um motivo para isso. Nossos antepassados eram
caçadores. Eles tinham que perseguir as presas e subjugá-las. Era caçar ou passar
fome. Isso está no nosso DNA, senhores. Estamos destinados a ser assassinos. É nossa
obrigação biológica. E nenhuma quantidade de civilização, progresso, e humanismo
liberal pode alterar essa verdade genética. Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 FIGURA 3: Meninos e meninas. Por vezes, estes indivíduos têm uma sensação de
vergonha, questionamentos quanto ao seu próprio valor e, sobretudo, ódio de si mesmos
(ANTUNES, 2016). Isso ocorre em virtude do esforço “em mostrar continuidades e
homogeneidades em nossa vida sexual e de gênero, bem como em nossos ideais de
corpo” (SEFFNER; FIGLIUZZI, 2011, p. 52). A falta de apoio, seja por parte da Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853 Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 562 família, seja do meio social mais amplo em que vivem, e que se compreende através das
falas dos jovens, promovem a internalização do preconceito e da violência que sofrem
(ALBUQUERQUE et al, 2016). Embora não se trate de uma cena em que o horror heteronormativo se manifeste,
têm-se um outro importante momento em que uma forma de resistência ao que vem
sendo imposto se faz presente, novamente através da figura de Jordan. Em determinado
momento da narrativa fílmica, descobre-se que Alexandra (interpretada por Quei Tann)
é transsexual e que não havia informado isto à Owen e ao restante do acampamento,
algo afirmado como um fato grave, por Owen. Assim, ao descobrir, o diretor faz com
que, pela manhã, Alexandra troque de cabana, passando da cabana das meninas para a
cabana dos meninos. Após um discurso exaltado e ofensivo, Owen deixa a mensagem
“todos lá na frente. 10 min para a chamada. E, por favor, se vistam de maneira
adequada” (Figura 5) O que se sucede pode vir a ser uma resposta para a pergunta: O
que é vestir-se adequadamente? FIGURA 5: Ato de resistência. Fonte: They/Them, 2022 FIGURA 5: Ato de resistência. Fonte: They/Them, 2022 Em resposta, e solidariedade, ao que ocorreu, Jordan se apresenta para a
chamada com trajes tidos como femininos, um vestido florido e colorido. O sorriso
estampado na cara de Jordan pode ser compreendido como uma forma de subversão da
ordem proferida ou mesmo de enfrentamento à Owen. Cabe pensar que nas fronteiras E-ISSN: 2358-8853 Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 563 das zonas de policiamento, tanto a obediência, quanto a transgressão e subversão da
ordem estão presentes. Uma das formas de transgredir ou subverter encontra-se
justamente na paródia, sob uma forma crítica (LOURO, 2004). Como salienta Louro: Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 das zonas de policiamento, tanto a obediência, quanto a transgressão e subversão da
ordem estão presentes. Uma das formas de transgredir ou subverter encontra-se
justamente na paródia, sob uma forma crítica (LOURO, 2004). Como salienta Louro: Não podemos discutir com a ciência. E a
ciência nos diz que devemos passar esse DNA necessário para nossos descendentes,
através das mulheres. Engravidando as mulheres e tendo filhos. Isso é ciência. E é
História. Então, quem tem instinto assassino?” (Figura 6). Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853 Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan FIGURA 6: Saberes e habilidades específicas para cada um. Fonte: They/Them, 2022 FIGURA 6: Saberes e habilidades específicas para cada um. Fonte: They/Them, 2022 O que a referida cena possibilita que se pense é sobre a normalização da conduta
dos meninos e das meninas, isto é, a distinção que se faz dos saberes e habilidades
adequadas a cada um (LOURO, 1997). É muito claro, a partir do desenrolar da cena e
das falas que se fazem presentes, a designação de um lugar de docilidade, vinculado a
afazeres domésticos, para as meninas, enquanto aos homens ocorre uma associação para
a violência, como sinônimo de uma masculinidade ideal. Assim, no “campo do gênero e
da sexualidade, certas coisas são adequadas para meninos, mas não são para meninas, e
vice-versa” (SEFFNER; FIGLIUZZI, 2011, p. 48). Trata-se de uma formar de contribuir
para o processo de masculinização ou de feminilização com o qual se deva
comprometer e se identificar (LOURO, 2004). Nas cenas em destaque, os artefatos
culturais tomam um repertório naturalizado de posições de gênero e o fazem funcionar. Mas o próprio exagero das cenas que remetem aos lugares sociais femininos e
masculinos pode gerar no espectador certa resistência, operando, no sentido inverso
àquele que supostamente se propôs na construção da cena. Uma das cenas em que o horror se manifesta de forma extremamente incômoda
é durante a sessão de terapia individual de Jordan com a psicóloga Cora. Em uma
postura semelhante à de Owen, mantêm um diálogo inicial que busca, de certa forma,
acolher e compreender as dificuldades enfrentadas. Cora busca compreender como
Jordan se sente, ao mesmo tempo em que lhe tranquiliza, fazendo saber como deve estar
se sentindo (Figura 7). E-ISSN: 2358-8853 Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan FIGURA 7: Falso acolhimento. Fonte: They/Them, 2022 FIGURA 7: Falso acolhimento. Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 9 Considerada uma forma de tratamento psiquiátrico ou psicológico em que o paciente é exposto a
estímulos enquanto simultaneamente é sujeitado a alguma forma de desconforto. das zonas de policiamento, tanto a obediência, quanto a transgressão e subversão da
ordem estão presentes. Uma das formas de transgredir ou subverter encontra-se
justamente na paródia, sob uma forma crítica (LOURO, 2004). Como salienta Louro: Fonte: They/Them, 2022 A mobilização do sentido de decepção – ainda que apresentada de forma
interrogativa – enlaça o significado de homossexualidade ao do desvio. Na sequência da
narrativa, através de falas e olhares, a psicóloga vai aos poucos evidenciando ódio o
desprezo para com Jordan, destacando que é na verdade uma farsa, uma forma de
tornar-se especial. Contudo, ainda assim, nunca conhecerá o amor: “Não importa o que
você faça, nunca será bom o suficiente. Você tenta se tornar especial. Essa coisa que
você inventou é uma farsa. Eles nunca vão amar você. Ninguém vai” (Figura 8). Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853 Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan FIGURA 8: O ódio se manifesta. Fonte: They/Them, 2022 FIGURA 8: O ódio se manifesta. FIGURA 8: O ódio se manifesta. Fonte: They/Them, 2022 A violência dessas palavras ultrapassa a tela e afeta o espectador. O fato de
Jordan receber passivamente todo o discurso de ódio que se manifesta na fala da
psicóloga, intensifica o teor de desconforto produzido na cena. Pode-se conceber este
momento como uma manifestação e exemplo de violência simbólica (ZIZEK, 2014),
embora seja importante frisar que a recepção e a produção de significados nunca é linear
e fixa, podendo esses significados ser subvertidos, problematizados ou recusados. Também se trata de um primeiro exemplo, de outros que são perceptíveis ao longo da
produção, de como sujeitos considerados transgressores, ou que subvertem as categorias
estabelecidas e impostas, são percebidos como incompressíveis ou doentes (LOURO,
2004). A violência transcorre de outras formas, conforme o desenrolar da narrativa. Em
um dos escritórios do acampamento, Jordan depara-se com fotos que estavam guardadas
em uma gaveta, elas mostram jovens com diversas marcas em seus corpos, indícios de
terem sofrido violência física. Pelo aspecto de algumas fotos, mais envelhecidas e em
preto e branco, até outras com aspecto de novas e coloridas, há o indicativo de que há
uma linha de continuidade, relativa à moralização pela violência, que ocorre no
acampamento. O olhar de Jordan demonstra um evidente espanto frente ao que é visto
(Figura 9). E-ISSN: 2358-8853 Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. das zonas de policiamento, tanto a obediência, quanto a transgressão e subversão da
ordem estão presentes. Uma das formas de transgredir ou subverter encontra-se
justamente na paródia, sob uma forma crítica (LOURO, 2004). Como salienta Louro: Doi: 10.14295/de.v11i1.15401 Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan
5 (2022) de John Logan (2022) de John Logan (2022) de John Logan FIGURA 9: Violência subjetiva. Fonte: They/Them, 2022 FIGURA 9: Violência subjetiva. FIGURA 9: Violência subjetiva. Fonte: They/Them, 2022 A partir disso, a produção apresenta um outro tipo de violência, essa a mais
visível e de fácil percepção. Trata-se da violência subjetiva, diretamente visível e que
pode emergir, por exemplo, de “agentes sociais, indivíduos maléficos, aparelhos
repressivos disciplinados e multidões fanáticas: a violência subjetiva é tão somente a
mais visível das três” (ZIZEK, 2014, p. 25). Concebe-se, que tal violência subjetiva vai
emergir ao longo do filme justamente a partir das raízes criadas pela violência simbólica
produzida a partir do discurso heteronormativo. Entende-se que, embora alguns setores
sociais possam manifestar uma crescente no tocante à aceitação do que difere da norma,
outros setores podem posicionar-se e manifestar o contrário, o que pode vir a culminar
em atos de extrema agressão e de violência física (LOURO, 2008). A violência subjetiva se concretizará na terapia de aversão9 a qual Stuart
(interpretado por Cooper Koch) é submetido. Após ser seduzido e enganado por outro
jovem do acampamento, Stuart é amordaçado e amarrado em uma cadeira de frente a
uma tela, por Owen e outros membros do acampamento. O lugar é uma cabana mais
distante das cabanas centrais do acampamento, fazendo com que Stuart encontre-se
absolutamente sozinho. A naturalidade com que Owen lida com o que está por vir é
chocante, percebendo como algo normal e necessário. Como ele mesmo destaca, Stuart
está em uma situação até mesmo confortável, pois no passado tudo seria pior: “Na Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853 Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 568 época do meu avô, você estaria numa mesa de lobotomia. Era assim que tratávamos
pessoas com a sua doença”. Em seguida, imagens são mostradas à Stuart,
primeiramente de mulheres e depois de homens, a cada vez que um homem surge na
tela, Stuart é submetido a uma descarga elétrica que está colocada em seu peito. Por
algum tempo, Stuart e os espectadores são submetidos a uma sessão de violência e
horror (Figura 10). FIGURA 10: Terapia de aversão. Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 das zonas de policiamento, tanto a obediência, quanto a transgressão e subversão da
ordem estão presentes. Uma das formas de transgredir ou subverter encontra-se
justamente na paródia, sob uma forma crítica (LOURO, 2004). Como salienta Louro: Fonte: They/Them, 2022 FIGURA 10: Terapia de aversão. Fonte: They/Them, 2022 Conforme destacado anteriormente, atribui-se aos sujeitos que ultrapassam os
limites estabelecidos marcadores como o da “patologia” (LOURO, 2004). Nos termos
empregados pelo personagem Owen, “pessoas com a sua doença”, evidenciam o vínculo
entre homossexualidade e patologia. Historicamente, conforme o conceito de instinto
vai tornando-se central, isto a partir da metade do século XIX, “qualquer desvio de seu
curso „normal‟, isto é, o direcionamento heterossexual, passa a ser objeto de
diagnóstico” (GARCIA; MATTOS, 2019, p. 53). Assim, na percepção da não
continuidade e homogeneidade no tocante ao gênero e à sexualidade, muitos indivíduos
negam “desvios” ou “desejos estranhos” que possam manifestar-se. No limite disto,
nega-se “o direto de existência a outros” (SEFFNER; FIGLIUZZI, 2011, p. 52). Ou
seja, qualquer manifestação “contrária aos padrões heteronormativos pode vir a ser alvo
de violência física, sexual e/ou psicológica (ALBUQUERQUE et al, 2016, p. 101). Referente à prática ao qual Stuart é submetido, ela parte da percepção de que a suposta Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853 Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 569 patologia que o acomete é passível de reversão, sendo ela entendida como resultante de
uma falha no ambiente ao qual o sujeito se encontraria inserido (GARCIA; MATTOS,
2019). Embora não se tenha dissertado a respeito até o presente momento, cabe
debruçar-se sobre a figura monstruosa presente na produção. Ao desenrolar da narrativa,
o espectador se depara com a figura de um assassino que vai deixando corpos
ensanguentados pelo acampamento, até que finalmente ele tem sua identidade revelada. Em confronto com Owen, que se encontra no chão, com a figura mascarada apontando-
lhe uma faca, o assassino revela sua verdadeira face, trata-se da enfermeira Molly
(interpretada por Anna Chlumsky), que há pouco tempo trabalhava no acampamento
(Figura 11). FIGURA 11: Revelando a figura monstruosa. Fonte: They/Them, 2022 FIGURA 11: Revelando a figura monstruosa. Fonte: They/Them, 2022 Sem compreender o que ocorre, Owen questiona a razão daquilo. É então
revelado, por Molly, de que sua presença ali e os assassinatos são decorrentes de um
desejo de vingança. Seu nome verdadeiro é Angie Phelps, que anos atrás, ainda muito
jovem, esteve no acampamento sendo submetida a todo tipo de horror. Como salienta
em sua fala: “Angie Phelps. Você lembra dela? das zonas de policiamento, tanto a obediência, quanto a transgressão e subversão da
ordem estão presentes. Uma das formas de transgredir ou subverter encontra-se
justamente na paródia, sob uma forma crítica (LOURO, 2004). Como salienta Louro: Ela era uma boa menina na época. Antes de tudo isto, de você colocá-la naquela cadeira e queimar tudo que ela tinha de
bom” (Figura 12). As palavras de Molly, ou de Angie, revelam que possivelmente ela Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853 Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 570 passou pelo mesmo tratamento que a pouco Stuart havia sido submetido, a terapia de
aversão. FIGURA 12: O ódio produz monstros. Fonte: They/Them, 2022 FIGURA 12: O ódio produz monstros. Fonte: They/Them, 2022 Alguns autores vão compreender que a figura monstruosa é um elemento
necessário para produções de horror (CARROLL, 1999), contudo, deve-se expandir a
compreensão em torno desta figura, a fim de não limitar o gênero de horror. Assim, a
figura do monstro pode estar presente em uma produção do gênero sendo um ser
incompreensível, que rompe com o que concebe como normal na narrativa, ou ainda,
como uma ameaça natural. Têm-se, assim, monstros que vão desde zumbis, vampiros,
alienígenas, demônios, fantasmas, mas também, animais excessivamente agressivos,
assassinos em série e psicopatas (PUPPO, 2012). Com essa compreensão mais
abrangente, torna-se possível compreender a figura de Molly, ou Angie, como
pertencente ao grupo de figuras monstruosas que se encontram nas produções do gênero
de horror. Contudo, sua compreensão deve ir um pouco além, buscando visualizar o que
sua presença na produção suscita. Conforme vai se evidenciando ao passar de suas falas, percebe-se o quanto tudo
que Molly viveu no acampamento lhe causou sérias consequências e lhe fez um mal,
aparentemente irreversível. Como diz em referência a si mesma: “Quando Angie saiu
daqui, só tinha tentativas de suicídio, a solidão, o ódio de si mesma, os remédios, os
médicos e a raiva, tanta raiva...” (Figura 13). Tal percepção sobre a sua pessoa, Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853 Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 571 contribui para pensar e problematizar a construção da figura monstruosa nas produções
cinematográficas de horror. FIGURA 13: Problematizando a figura monstruosa. Fonte: They/Them, 2022 FIGURA 13: Problematizando a figura monstruosa. das zonas de policiamento, tanto a obediência, quanto a transgressão e subversão da
ordem estão presentes. Uma das formas de transgredir ou subverter encontra-se
justamente na paródia, sob uma forma crítica (LOURO, 2004). Como salienta Louro: Fonte: They/Them, 2022 Fonte: They/Them, 2022 Primeiramente deve-se compreender que o monstro em questão, essa figura
violenta e vingativa que mata os membros do acampamento, é fruto do que se pode
chamar de metamorfose, em decorrência da plasticidade destrutiva, explosiva, inerente
ao ser humano. Tal conceito têm fundamento no pensamento da autora Catherine
Malabou, ao compreender que, através de graves traumatismos ou acidentes, o caminho
de um sujeito então se bifurca e produz um novo ser, que coabita com o antigo e toma,
então seu lugar. Trata-se de uma “forma nascida do acidente, nascida por acidente, uma
espécie de acidente. Uma estranha raça. Um monstro cuja aparição nenhuma anomalia
genética permite explicar” (MALABOU, 2014, p. 9). Conforme Malabou específica em
seu trabalho: Fui testemunha de transformações desse tipo, mesmo se não
deformavam os rostos, mesmo se procediam menos diretamente de
acidentes reconhecidos como tais. Menos espetaculares, menos
brutais, nem por isso deixavam de ter o poder de começar um fim, de
deslocar o sentido de uma vida. Em certo casal que não conseguia se
recuperar de uma infidelidade. Numa mulher de alta sociedade cujo
filho rompeu com tudo brutalmente, deixou sua família para morar
ilegalmente no norte da França. Num colega que foi viver no Texas
achando que seria feliz lá. Em muitas pessoas, no centro da França, Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853
Fui testemunha de transformações desse tipo, mesmo se não
deformavam os rostos, mesmo se procediam menos diretamente de
acidentes reconhecidos como tais. Menos espetaculares, menos
brutais, nem por isso deixavam de ter o poder de começar um fim, de
deslocar o sentido de uma vida. Em certo casal que não conseguia se
recuperar de uma infidelidade. Numa mulher de alta sociedade cujo
filho rompeu com tudo brutalmente, deixou sua família para morar
ilegalmente no norte da França. Num colega que foi viver no Texas
achando que seria feliz lá. Em muitas pessoas, no centro da França, vista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-88 Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. das zonas de policiamento, tanto a obediência, quanto a transgressão e subversão da
ordem estão presentes. Uma das formas de transgredir ou subverter encontra-se
justamente na paródia, sob uma forma crítica (LOURO, 2004). Como salienta Louro: Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853 Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 572 Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan onde morei muito tempo, que perderam seu trabalho quando estavam
na faixa dos cinquenta anos durante a crise de 1985, em professores de
zonas difíceis, em doentes de Alzheimer. O que era impressionante em
todos esses casos era que a metamorfose operada, por explicável que
fosse quanto as suas causas (desemprego, problemas relacionais,
doenças), era absolutamente surpreendente quanto a seus efeitos, e se
tornava portanto incompreensível, deslocando a posteriori a
causalidade, rompendo os laços etiológicos. Essas pessoas tinham
subitamente se tornado estrangeiras para si mesmas pelo fato de não
poderem fugir. Não é, ou apenas, que elas estivessem quebradas,
oprimidas pela mágoa ou pelo infortúnio, não, elas tinham se tornado
pessoas novas, outras, reengendradas, pertencentes a uma espécie
diferente. Como se tivessem sofrido, de fato, um acidente. (MALABOU, 2014, p. 18). Há, assim, esse choque destrutivo ao qual Molly foi submetida, quando mais
jovem, às práticas corretivas postas em operação no acampamento. De tal forma, Molly,
de uma boa menina, torna-se uma assassina. Deve-se, todavia, ir além de um
pensamento simplista de bem ou mal, pois a figura monstruosa a qual Molly representa
está inserida, e emerge, a partir de uma complexa matriz de relações existentes. Isto
significa pensar que o monstro nasce em “encruzilhadas metafóricas, como a
corporificação de um certo momento cultural – de uma época, de um sentimento e de
um lugar [...]. O corpo monstruoso é pura cultura” (COHEN, 2000, p. 26, 27). Para
entender a figura monstruosa representada por Molly, deve-se considerar seu contexto
de emergência. Isso é, deve-se pensar, por um lado, na violência a que foi submetida,
como forma de ação monstruosa operando sobre si. Neste sentido para supostamente
corrigi-la e, por outro lado, na constituição da figura do monstro, que deseja aniquilar e
não corrigir. Cohen salienta: O monstro é a diferença feita de carne; ele mora no nosso meio. Em
sua função como Outro dialético ou suplemento que funciona como
terceiro termo, o monstro é uma incorporação do Fora, do Além – de
todos aqueles locais que são retoricamente colocados como distantes
e distintos, mas que se originam no Dentro. Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 das zonas de policiamento, tanto a obediência, quanto a transgressão e subversão da
ordem estão presentes. Uma das formas de transgredir ou subverter encontra-se
justamente na paródia, sob uma forma crítica (LOURO, 2004). Como salienta Louro: Qualquer tipo de
alteridade pode ser inscrito através (construído através) do corpo
monstruoso, mas, em sua maior parte, a diferença monstruosa tende a
ser cultural, política, racial, econômica, sexual. (COHEN, 2000, p. 32). O monstro é a diferença feita de carne; ele mora no nosso meio. Em
sua função como Outro dialético ou suplemento que funciona como
terceiro termo, o monstro é uma incorporação do Fora, do Além – de
todos aqueles locais que são retoricamente colocados como distantes
e distintos, mas que se originam no Dentro. Qualquer tipo de
alteridade pode ser inscrito através (construído através) do corpo
monstruoso, mas, em sua maior parte, a diferença monstruosa tende a
ser cultural, política, racial, econômica, sexual. (COHEN, 2000, p. 32). Uma das lições que a produção cultural constitui é a ideia de que verdades
únicas podem gerar figuras monstruosas através de suas imposições. Do mesmo modo,
estas figuras monstruosas podem contribuir para refletir e debater acerca da diferença e
da violência (FORTES, 2023). O monstro, dentro do que propõe a produção, pode ser Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISS E-ISSN: 2358-8853 Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 573 concebido como o que não está no seu lugar, aquele que não pode ser, o irrecuperável,
que nasce na transgressão de fronteiras e limites estabelecidos. Dentro das fronteiras de
gênero ou de sexualidade, estes sujeitos são vistos como diferentes e desviantes
(LOURO, 2004), e, em uma mesma lógica, esse sujeito pode vir a ser transformado em
um monstro, em conta do novo que se impõe (COHEN, 2000). O que deve ser tomado
em questão é que sua transformação em um monstro não se limita a uma compreensão,
como salientado anteriormente, entre bem e mal, ou bom e ruim. A figura do monstro,
por si só, resiste “a qualquer classificação construída com base em uma hierarquia ou
em uma oposição meramente binária, exigindo, em vez disso, um „sistema‟ que permita
a polifonia, a reação mista (diferença na mesmidade, repulsão na atração) e a resistência
à integração” (COHEN, 2000, p. 31). Deve-se, sim, tomar a figura monstruosa como resultado de algo maior e mais
complexo. das zonas de policiamento, tanto a obediência, quanto a transgressão e subversão da
ordem estão presentes. Uma das formas de transgredir ou subverter encontra-se
justamente na paródia, sob uma forma crítica (LOURO, 2004). Como salienta Louro: A figura de Molly pode ser compreendida como uma manifestação de
resistência frente a heteronormatividade, uma espécie de resistência e subversão às
normas regulatórias (LOURO, 2004), mesmo que com o uso de violência extrema. Ela
corporifica um tipo de reação movida pelo sentimento de vingança. Mas ela pode
também encarnar a possibilidade de fazer cessar a violência que, no limite, pode ser
experimentada pelo espectador. O filme revela um horror pouco presente nas telas de
produções cinematográficas do gênero, além de produzir uma subversão daquilo que se
marca, desde o início da trama, como sendo a figura monstruosa, e que por si só,
contribui para uma série de reflexões e problemáticas. Considerações Finais O percurso da análise proposta não se resume a analisar a estética da produção
They/Them, isto é, não houve o intuito de analisar o filme e dizer simplesmente se ele é
bom ou ruim. Pelo contrário, o objetivo foi o de analisar as representações de gênero e
sexualidade produzidas na referida produção, e quais pedagogias objetivamente dela
emergem. Pode-se observar que há uma variedade de representações no tocante a
diversidade de gênero e sexual, contudo, e o mais importante, percebe-se o quanto estas
representações estão alinhadas à imposição da heteronormatividade, estando em
constante regulação por ela. A “virada” acontece quando a violência faz emergir o
monstro – este que está fora de controle e emprega o assassinato como forma de Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853 Horror heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan 574 vingança. O cenário é típico de uma produção de horror, com um claro teor de
violência, desconforto e medo frente a tudo ao que os jovens presentes no acampamento
são submetidos. Estão eles sujeitos a diversos tipos de violência, que os afetam das mais
diferentes formas, causando, conforme pode-se perceber pelo desfecho do filme,
consequências irreparáveis. A narrativa a qual o espectador é exposto não se difere
muito dos constantes casos vistos em noticiários, nos quais a população LGBTQIAP+ é
submetida diariamente diante do horror fruto da heteronormatividade. Compreende-se, assim, a produção mais do que mero entretenimento, também
como um meio a partir do qual uma mensagem é produzida e pedagogias emergem. Algo que caminha ao direcionamento da proposta do dossiê, de compreender o espaço
educacional, e assim o cinema, como uma forma de enfrentamento às múltiplas
violências. Assim, a violência e o horror presentes na produção podem ser
compreendidas não apenas como meras formas de continuidade, mas de denúncia e
resistência, e sobretudo, como meio de fazer com que se reflita sobre problemáticas e
grupos que por muito tempo foram silenciados. Algumas lições, ou pedagogias, emanam do horror exposto na produção. Uma
delas, trata da imposição de verdades únicas, ou a imposição da heteronormatividade
que produz monstros, ou seja, o entendimento de que há seres desviantes, indivíduos
que fogem à regra e que devem ser corrigidos. Problematizando um pouco mais essa
lição, atenta-se ao fato de que a imposição da heteronormatividade confunde as
fronteiras estabelecidas. Considerações Finais É possível indagar: quem, de fato, é o monstro? Por fim, e além do exposto até então, deve-se conceber a potencialidade das
produções do gênero, que vão além do que o senso comum pode conceber, servindo
como um meio pelo qual uma série de problemáticas, das mais diversas, podem ser
trazidas à reflexão, como no presente caso, o horror da heteronormatividade. Referências ALBUQUERQUE, Grayce Alencar; PARENTE, Jeanderson Soares; BELÉM, Jameson
Moreira; GARCIA, Cintia de Lima. Violência psicológica em lésbicas, gays, bissexuais,
travestis e transexuais no interior do Ceará, Brasil. Saúde Debate. Rio de Janeiro, v. 40,
n. 109, p. 100-111, Abr./Jun. 2016. ANTUNES, Pedro Paulo Sammarco. Homofobia internalizada: o preconceito do
homossexual contra si mesmo. Tese (Doutorado). Programa de Estudos Pós-graduados
em Psicologia Social, Pontifícia Universidade Católica de São Paulo, 2016. Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853 575 Horror Heteronormativo: representações de gênero e sexualidade e pedagogias do horror no filme They/Them
(2022) de John Logan ANUÁRIO. Anuário Brasileiro de Segurança Pública 2022. Publicado em: julho de
2022. Disponível em:
<https://forumseguranca.org.br/wp-content/uploads/2022/06/anuario-2022.pdf?v=4>. Acesso em: 15 de abril de 2023. BALESTRIN, Patrícia Abel. O corpo rifado. Tese (Doutorado). Programa de Pós-
Graduação em Educação, Faculdade de Educação, Universidade Federal do Rio Grande
do Sul, Porto Alegre, 2011. BENSHOFF, Harry M. Monsters in the Closet: homosexuality and the horror fim. Manchester: Manchester University Press, 1997. BUTLER, Judith. Regulações de Gênero. In: Cadernos Pagu, n. 42, p. 249-274 jan./jun. 2014. BUTLER, Judith. Problemas de gênero: feminismo e subversão de identidade. Rio de
Janeiro: Civilização Brasileira, 2003. CAMOZZATO, Viviane Castro. Da pedagogia às pedagogias: formas, ênfases e
transformações. Tese (Doutorado) – Universidade Federal do Rio Grande do Sul,
Faculdade de Educação, Programa de Pós-Graduação em Educação, Porto Alegre, 2012. CARROLL, Noel. Filosofia do horror ou paradoxos do coração. Campinas: Papirus,
1999. CETRONE, Camila. 7 filmes de terror LGBTQIA+ para assistir nesse Halloween. Queer IG. Publicado em: 31 de outubro de 2021. Disponível em:
<https://queer.ig.com.br/2021-10-31/filmes-de-terror-lgbt-halloween.html>. Acesso em:
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p
<https://queer.ig.com.br/2021-10-31/filmes-de-terror-lgbt-halloween.html>. Acesso em
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da. (org.). Pedagogias dos monstros: os prazeres e os perigos da confusão de fronteiras. Belo Horizonte: Autêntica, 2000. p. 23-60. DARKSIDE. Você sabe o que é queer horror? Uma breve história do terror queer. Dark
Blog. Publicado em: 12 de dezembro de 2022. Disponível em:
<https://darkside.blog.br/voce-sabe-o-que-e-queer-horror/>. Acesso em: 15 de abril de
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(2022) de John Logan ESPIÑEIRA, Juan. Fora do armário: as novas representatividades do horror queer no
cinema. Monografia (Graduação). Curso de Comunicação Social da Faculdade de
Comunicação da Universidade de Brasília. Brasília, 2022. ESPIÑEIRA, Juan. Fora do armário: as novas representatividades do horror queer no
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19 de março de 2023. WILLIAMS, Raymond. La larga revolución. Buenos Aires: Nueva Visión, 2003. ZIZEK, Slavoj. Violência: seis reflexões laterais. São Paulo: Boitempo, 2014. Recebido em abril de 2023. Aprovado em julho de 2023. Revista Diversidade e Educação, v. 11, n. 1, p. 547-578, 2023. Doi: 10.14295/de.v11i1.15401 E-ISSN: 2358-8853
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A randomised trial and economic evaluation of the effect of response mode on response rate, response bias, and item non-response in a survey of doctors
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Abstract Background: Surveys of doctors are an important data collection method in health services research. Ways to
improve response rates, minimise survey response bias and item non-response, within a given budget, have not
previously been addressed in the same study. The aim of this paper is to compare the effects and costs of three
different modes of survey administration in a national survey of doctors. Methods: A stratified random sample of 4.9% (2,702/54,160) of doctors undertaking clinical practice was drawn
from a national directory of all doctors in Australia. Stratification was by four doctor types: general practitioners,
specialists, specialists-in-training, and hospital non-specialists, and by six rural/remote categories. A three-arm
parallel trial design with equal randomisation across arms was used. Doctors were randomly allocated to: online
questionnaire (902); simultaneous mixed mode (a paper questionnaire and login details sent together) (900); or,
sequential mixed mode (online followed by a paper questionnaire with the reminder) (900). Analysis was by
intention to treat, as within each primary mode, doctors could choose either paper or online. Primary outcome
measures were response rate, survey response bias, item non-response, and cost. Results: The online mode had a response rate 12.95%, followed by the simultaneous mixed mode with 19.7%, and
the sequential mixed mode with 20.7%. After adjusting for observed differences between the groups, the online
mode had a 7 percentage point lower response rate compared to the simultaneous mixed mode, and a 7.7
percentage point lower response rate compared to sequential mixed mode. The difference in response rate between
the sequential and simultaneous modes was not statistically significant. Both mixed modes showed evidence of
response bias, whilst the characteristics of online respondents were similar to the population. However, the online
mode had a higher rate of item non-response compared to both mixed modes. The total cost of the online survey
was 38% lower than simultaneous mixed mode and 22% lower than sequential mixed mode. The cost of the
sequential mixed mode was 14% lower than simultaneous mixed mode. Compared to the online mode, the
sequential mixed mode was the most cost-effective, although exhibiting some evidence of response bias. Conclusions: Decisions on which survey mode to use depend on response rates, response bias, item non-
response and costs. Scott et al. BMC Medical Research Methodology 2011, 11:126
http://www.biomedcentral.com/1471-2288/11/126 Scott et al. BMC Medical Research Methodology 2011, 11:126
http://www.biomedcentral.com/1471-2288/11/126 A randomised trial and economic evaluation of
the effect of response mode on response rate,
response bias, and item non-response in a survey
of doctors A randomised trial and economic evaluation of
the effect of response mode on response rate,
response bias, and item non-response in a survey
of doctors Anthony Scott1, Sung-Hee Jeon1, Catherine M Joyce2*, John S Humphreys3, Guyonne Kalb1, Julia Witt4 and
Anne Leahy1 * Correspondence: catherine.joyce@monash.edu
2Department of Epidemiology and Preventive Medicine School of Public
Health and Preventive Medicine Monash University, Alfred Hospital
Melbourne 3004, Australia
Full list of author information is available at the end of the article © 2011 Scott et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons
Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in
any medium, provided the original work is properly cited. RESEARCH ARTICLE Open Access Background Surveys of medical practitioners can provide important
policy-relevant data and information that is often not
captured by administrative data or registration data-
bases. There is some suggestion that response rates for
surveys of medical practitioners may be falling, with
important implications for statistical inference, and for
the extent to which results can be generalised and used
to inform policy [1-3]. There is growing evidence in the literature about the
most effective interventions to increase response rates in
general population and doctor surveys. Interventions to
improve response rates include incentive-based approaches
(e.g. money, gifts, lottery and prize draws), design-based
approaches (e.g. survey length, follow-up, content) and
mode of administration (e.g. paper, internet, interview). Three key factors that influence doctors’ decisions to com-
plete a survey are the opportunity cost of their time; their
trust that the results will be used appropriately; and the
perceived relevance of the survey [4]. Different modes of administration may also influence
survey response bias (whether those responding are repre-
sentative of the population) and item non-response (the
extent to which all questions have been completed) as well
as overall survey response rates. Response rates are fre-
quently regarded as sentinel indicators of methodological
quality in general, and representativeness in particular
[15]. Although response rates are often used as a ‘conven-
tional proxy’ for response bias, there is in fact no necessary
relationship between response rate and response bias
[16-19]. Despite this, less than half (44%) of published
surveys of doctors discuss response bias, and only 18%
provided some analysis of it [20]. Item non-response
is also an issue, with respondents less likely to answer sen-
sitive questions and some skipping whole sections,
depending on how the survey has been designed and
administered [21]. High item non-response was found in a
web survey, compared to a face-to-face survey, of univer-
sity students [22], whilst health professionals who were
younger, male, and worked in hospitals were more likely
to complete a web survey than a mailed survey [23]. Although the literature about factors influencing
response rates is growing, there are three important gaps
that this paper aims to address: i) a lack of evidence on the
use of mixed mode survey designs; ii) a lack of evidence
examining response bias and item non-response, in addi-
tion to response rate, and iii) a lack of evidence on the
cost-effectiveness of different strategies. Abstract The sequential mixed mode appears to be the most cost-effective mode of survey
administration for surveys of the population of doctors, if one is prepared to accept a degree of response bias. Online surveys are not yet suitable to be used exclusively for surveys of the doctor population. * Correspondence: catherine.joyce@monash.edu
2Department of Epidemiology and Preventive Medicine School of Public
Health and Preventive Medicine Monash University, Alfred Hospital
Melbourne 3004, Australia
Full list of author information is available at the end of the article Scott et al. BMC Medical Research Methodology 2011, 11:126
http://www.biomedcentral.com/1471-2288/11/126 Scott et al. BMC Medical Research Methodology 2011, 11:126
http://www.biomedcentral.com/1471-2288/11/126 Page 2 of 12 survey, whilst older respondents are more likely to
respond to a mailed survey. Accounting for doctors’ pre-
ferences about which survey mode to complete may be
important. For example, in a survey of doctors in the
United States, paper surveys were preferred to email
surveys when they were given the choice [9], and family
physicians preferred mail surveys compared to surgeons
[10]. The ability of doctors to choose their preferred
mode of response to fit with their busy schedules is
likely to be important [4,11]. Evidence from non-doctor
populations suggests that offering a choice of mode
does not increase response rates, but that the sequen-
cing or switching of modes (e.g. paper followed by
online) may matter [12-14]. A paper examining this for
US physicians showed that mail first, followed by a web
survey, had a higher response rate than web followed by
mail [8]. Methods A randomised trial was conducted as part of the third
and final pilot survey for Wave 1 of the Medicine in
Australia: Balancing Employment and Life (MABEL)
longitudinal cohort/panel study of the dynamics of
the medical labour market in Australia, focusing on
workforce participation and its determinants among
Australian doctors [32]. The first wave of data collection,
establishing the baseline cohort for the study, was under-
taken in 2008. The questionnaire included eight sections: job satisfac-
tion, attitudes to work and intentions to quit or change
hours worked; a discrete choice experiment (DCE) exam-
ining preferences and trade-offs for different types of jobs;
characteristics of work setting (public/private, hospital,
private practice); workload (hours worked, on-call arrange-
ments, number of patients seen, fees charged); finances
(income, income sources, superannuation); geographic
location; demographics (including specialty, qualifications,
residency); and family circumstances (partner and chil-
dren). There were four versions of the survey, each differ-
ing slightly in order to tailor them to the type of doctor:
GPs, specialists, specialists-in-training, and hospital non-
specialists. Although survey length also matters for
response rates, the context of the survey and research
questions being tested required a long questionnaire, to
ensure that sufficient data were collected to adequately
test study hypotheses [32]. The length ranged from 58
questions in an eight-page booklet (for specialists-in-train-
ing), to 87 questions in a 13-page booklet (for specialists). In all modes, doctors in remote and rural areas (defined
using the Rural, Remote and Metropolitan Area (RRMA)
classification to doctors in RRMA 6 (Remote centre with
population > 5,000) and RRMA7 (Other remote centre
with population < 5,000)), mainly GPs, were given a che-
que for $100 that was enclosed with the invite letter to
recognise both their importance from a policy perspective,
and the significant time pressures on these doctors. The
purpose was to draw meaningful inferences about recruit-
ment and retention in rural and remote areas. Pre-paid
monetary incentives, not conditional on response, have
been shown to double response rates [25]. The survey
described in this paper was also the main pilot survey for
the main wave of MABEL, so it was important to pilot the
administration of these incentives. However, they did not
influence the outcome of this trial as randomisation
ensured approximately equal numbers of cheques going
out in each arm of the trial. Scott et al. BMC Medical Research Methodology 2011, 11:126
http://www.biomedcentral.com/1471-2288/11/126 Page 3 of 12 4). the costs of the sequential mixed mode will be
lower than the simultaneous mixed mode. 4). the costs of the sequential mixed mode will be
lower than the simultaneous mixed mode. effect of a lottery for GPs in Canada and found a 6.4%
increase in the response rate at a cost of $CAD16 per
additional returned survey [28]. Bjertnaes et al examined
the effects and costs of the number of reminders in a sur-
vey of Norwegian physicians, and found that costs per
response increased dramatically with telephone follow up
[29]. Erdogan and Baker (2002) examined costs and effects
of different methods of follow-up in a sample of advertis-
ing agency executives, but compared average costs and
effect rather than incremental costs and effect [30]. A
study that compared the costs of a mail and email survey
in a group of academics found the email survey’s costs
were lower but that mail had a 12% higher response rate
[31]. h
f h
d
d
d
d
l effect of a lottery for GPs in Canada and found a 6.4%
increase in the response rate at a cost of $CAD16 per
additional returned survey [28]. Bjertnaes et al examined
the effects and costs of the number of reminders in a sur-
vey of Norwegian physicians, and found that costs per
response increased dramatically with telephone follow up
[29]. Erdogan and Baker (2002) examined costs and effects
of different methods of follow-up in a sample of advertis-
ing agency executives, but compared average costs and
effect rather than incremental costs and effect [30]. A
study that compared the costs of a mail and email survey
in a group of academics found the email survey’s costs
were lower but that mail had a 12% higher response rate
[31]. Background The use of online and web-based surveys is growing,
including those where email is the method of contact. Web-based surveys may seem attractive as there are no
printing or data-entry costs, but response bias may be an
issue, particularly if older respondents are less likely to
respond, and a lack of trust in the security of transmitting
information over the internet may reduce response rates
and increase item non-response [2]. For doctors, emailed
surveys have resulted in lower response rates than mailed
surveys [4]. This is also reflected in the use of email in
non-doctor populations, where meta analyses have found
that web-based surveys, mostly using email contact, have a
10-11% lower response rate compared to other modes
[5,6]. This is despite the fact that email surveys that
include a weblink reduce the number of steps (and time)
to complete a survey. However, evidence also shows that
email contact can be impersonal and reduce response
rates [7]. For doctors, there is an issue of whether the
email will reach the respondent or be initially read by
administrative staff who may not forward such emails to
respondents, though this may also be an issue if mailed
surveys are posted to their work address. There is also a lack of rigorous evidence on the cost-
effectiveness of the many different approaches to improve
response rates and reduce bias [24]. Email and web
surveys may seem cheaper than mailed surveys, and the
effects on costs for mixed mode surveys are less clear. Researchers often have limited resources and adoption of
all possible measures to increase response rates is usually
not possible due to cost constraints and ethical considera-
tions, especially when the study population or sample is
widely dispersed. For these reasons, researchers must
make choices as to which method leads to the largest
increase in response rate (or other outcome) for each
dollar spent. For example, up-front financial incentives
may be the most effective, but are also costly compared
with other approaches [7,25-27]. Baron et al examined the Furthermore, the use of different types of mixed mode
surveys for doctors has not yet been investigated thor-
oughly [4,8]. This is important if, for example, younger
respondents are more likely to respond to an online Scott et al. BMC Medical Research Methodology 2011, 11:126
http://www.biomedcentral.com/1471-2288/11/126 Sequential
mixed mode Mailed personal
invitation letter with:
* login details
* option to request paper
copy Mailed personal
invitation letter with:
* login details
* option to request
paper copy Mailed personal
invitation letter with:
* paper copy & reply
paid envelope
* option to complete
online * option to request
paper copy * option to request
paper copy Figure 1 Description of mode of initial contact and follow up contact for the three arms of the trial. Directory, which includes all doctors in all States and
Territories of Australia and formed our sampling frame. This national database is used extensively for mailing pur-
poses (e.g. the Medical Journal of Australia). The Directory
is updated regularly using a number of sources. AMPCo
receives 58,000 updates to doctors’ details per year,
through biannual telephone surveys, and checks medical
registration board lists, Australian Medical Association
membership lists and Medical Journal of Australia sub-
scription lists to maintain accuracy. The directory contains
a number of key characteristics that can be used for check-
ing the representativeness of the sample and to adjust for
any response bias in sample weighting. These characteris-
tics include age, gender, location, and job description (used
to group doctors into the four types). to the main web page (http://www.mabel.org.au), where
they clicked on the ‘Login’ link, which directed them to a
login page where they entered their username and pass-
word. They were then directed to the first page of the
survey. Respondents could save their responses and log-
out, and then login again to complete the survey, and
they could skip questions. Once logged in, the padlock
icon was visible, indicating that the website was secure. The primary outcomes of interest in the trial were
response rates, survey response bias with respect to age,
gender, doctor type and geographic location, and item-
response (the percentage of completed items). A three-arm
parallel trial design was used with equal randomisation
across arms. The sample size for the trial was calculated to
detect a difference of 5% in the response rate at the 95%
level of statistical significance, and with a power of 80%. This indicated that a sample of 900 doctors in each
arm of the trial would be required, 2,700 doctors in total. Methods BMC Medical Research Methodology 2011, 11:126
http://www.biomedcentral.com/1471-2288/11/126 Online
mode
Mailed personal
invitation letter with:
* login details
* option to request paper
copy
As above
Sequential
mixed mode
Mailed personal
invitation letter with:
* login details
* option to request
paper copy
Mailed personal
invitation letter with:
* paper copy & reply
paid envelope
* option to complete
online
Simultaneous
mixed mode
Mailed personal
invitation letter with:
* paper copy & reply
paid envelope
* option to complete
online
Mailed personal
invitation letter with:
* login details
* option to request paper
copy
Figure 1 Description of mode of initial contact and follow up contact for the three arms of the trial. Online
mode
Mailed personal
invitation letter with:
* login details
* option to request paper
copy
As above
Sequential
mixed mode
Mailed personal
invitation letter with:
* login details
* option to request
paper copy
Mailed personal
invitation letter with:
* paper copy & reply
paid envelope
* option to complete
online
Simultaneous
mixed mode
Mailed personal
invitation letter with:
* paper copy & reply
paid envelope
* option to complete
online
Mailed personal
invitation letter with:
* login details
* option to request paper
copy
Figure 1 Description of mode of initial contact and follow up contact for the three arms of the trial. Methods The aim of this study is to conduct a randomised trial
and economic evaluation of an online survey compared to
two types of mixed mode. Our choice of modes reflects
the importance to doctors of being able to choose which
mode to fill out, and the importance of a personalised
mailed letter sent to their preferred mailing address (rather
than their work address) as the main mode of contact
rather than email. In all three modes, our method of con-
tact was by mailed personalised letter. Three response
modes were compared (Figure 1): (i) Online mode: a
mailed personal invitation letter asked doctors to logon to
a secure website to fill out an online version of the ques-
tionnaire. Respondents could request a paper copy by
phone/fax/email or they could print out a paper question-
naire after they logged on to the website. They were sent a
reminder letter around three weeks later that again
included login details. (ii) Sequential mixed mode: as
above, but a paper questionnaire and reply-paid envelope
was included with the reminder letter three weeks later;
and (iii) Simultaneous mixed mode: a paper questionnaire
and reply-paid envelope was sent out with the invitation
letter, which also contained login details and so respon-
dents could alternatively choose to fill out the survey
online if they wished. A reminder letter was sent three
weeks later with login details only and no paper survey. Primary outcome measures were response rate, survey
response bias and item response. An economic evaluation
comparing the costs of each mode of administration was
also conducted by applying the results from the trial to the
expected costs of the full main wave survey. Our hypotheses are that: 1). online mode will result in a lower response rate
and higher item non-response, compared with the
two mixed modes; 1). online mode will result in a lower response rate
and higher item non-response, compared with the
two mixed modes; 2). sequential mixed mode will have a higher
response rate than simultaneous mixed mode; 3). the costs of the online mode will be lower than
the two mixed modes; and The process of logging in and completing the survey
online was kept as simple as possible. Users were directed Page 4 of 12 Scott et al. BMC Medical Research Methodology 2011, 11:126
http://www.biomedcentral.com/1471-2288/11/126 Scott et al. Results Responses were received between March and October
2008. The characteristics of doctors in the three groups
for the study sample are shown in Table 1. Although there
are some small differences of up to three percentage
points, the three groups are broadly similar in terms of
key characteristics. The comparison of response rates
across modes is shown in Table 2. Response rates were
between 6 and 7 percentage points higher for the two
mixed modes, compared to online (Table 2). Table 3
shows response rates by mode and doctor type. Specialists
had the highest overall response rates and GPs the lowest. Response rates for simultaneous and sequential mixed
modes were between 2 and 6 percentage points higher for
GPs, and between 10 and 15 percentage points higher for
specialists. For hospital non-specialists, the response rate
for simultaneous mixed mode was four percentage points
higher than online, but four percentage points lower than
sequential mixed mode. For specialists in training, the
simultaneous mixed mode had the lowest response rate,
with the sequential and online modes producing similar
results. Analysis included comparisons of response rates; esti-
mation of means and proportions of respondents by age,
gender, doctor type, and geographic location compared
to the doctor population; logistic regression of response
bias; and comparisons of the proportion of missing values
(item non-response). The statistical significance of the
differences between the response rates of the three
response modes was analysed using a probit model with
response (0/1) as the dependent variable and two dummy
variables for response mode, with online as the reference
category. The difference between the sequential and
simultaneous modes was tested using the restriction that
their coefficients be equal. Although respondents were
randomly allocated across modes, it is still important to
test whether any specific/particular respondent charac-
teristics influenced the response rate. The probit model
therefore included age, gender, doctor type and geo-
graphic location. Survey response bias was examined
using a multinomial logit model of respondents (= 1) and
the total population of doctors (= 0), with age, gender,
geographic location and doctor type as independent vari-
ables. For item non-response, a comparison of the pro-
portion of completed items was supplemented using
generalised linear models that controlled for differences
due to age, gender, geographic location and doctor type
[33]. Sequential
mixed mode This represented just under 5% (2700/54,160 = 0.04985) of
all doctors undertaking clinical practice on the Australian
Medical Publishing Company’s (AMPCo) Medical A 4.9% stratified random sample of doctors was there-
fore taken, with stratification by four doctor types (gen-
eral practitioners (GPs), specialists, doctors enrolled in a
specialist training program, and non-specialist hospital
doctors (including interns and salaried medical officers)),
and six rural/remoteness categories (Rural, Remote and Page 5 of 12 Scott et al. BMC Medical Research Methodology 2011, 11:126
http://www.biomedcentral.com/1471-2288/11/126 Metropolitan Area (RRMA) classification). This pro-
duced a list of 2,702 doctors. Doctors in this sample
were then randomly allocated to a response mode by AS
using random numbers generated in STATA. The
AMPCo unique identifiers for each of the three groups
were sent to AMPCo who conducted the mailing of
invitation letters, and survey materials were mailed in
late February 2008. Survey invitation letters indicated
the University of Melbourne and Monash University as
responsible for the survey. AMPCo also provided indivi-
dual-level data on the population of doctors so we could
examine response bias. Doctors were aware of which
mode they had been allocated to on receipt of the invi-
tation letter. The survey manager (AL) recorded
responses and organised data entry and was blinded to
group allocation. SH analysed the data and was not
blinded to group allocation. Analysis was by ‘intention
to treat’. the paper and web survey, and time liaising with AMPCo
and the printers. These costs were therefore not included
in the comparison of costs between modes. The expected
costs for the main wave 1 survey were estimated based
on sending out a survey to all doctors on the AMPCo
database (n = 54,168) and using the response rates from
the randomised trial to estimate the number of respon-
dents. Data on the three primary outcome measures are
presented alongside data on costs. Results Analysis of geographic location was based on the
Australian Standard Geographic Classification (AGSC)
Accessibility and Remoteness Index for Australia (ARIA)
[34]. The difference in response rates across modes was sta-
tistically significant (Table 4). The table reports the mar-
ginal effects of each response mode compared with the
online response, and can be interpreted as percentages. Controlling for other factors, the simultaneous mixed
mode had a response rate 7 percentage points higher
than online, and the sequential mixed mode was 7.7 per-
centage points higher than online. The effect of sequen-
tial mixed mode was not significantly different from
simultaneous mixed mode (c2 = 0.16, p = 0.69). Specia-
lists were 16 and 13 percentage points more likely to
respond to the simultaneous and sequential mixed
modes respectively, than to the online mode. Differences
for other types of doctor were not statistically significant. The probit model also controls for differences in age,
gender, doctor type and geographic area on response
rate. Overall, females were less likely to respond, and the
specialists’ response rate was 5.3 percentage points higher
than GPs. GPs in outer regional and very remote areas
were more likely to respond than those in major cities;
this was partly due to a $100 financial incentive provided
to doctors in outer regional and very remote areas. The economic evaluation compared the costs of con-
sumables (rental of AMPCo list, printing of surveys, let-
ters, fax forms, further information fliers and reply-paid
envelopes, mail-house processing costs, postage and data
entry) across each mode of survey administration. The
costs of researcher and staff time were the same for each
mode, as each mode required the development of both Scott et al. Results BMC Medical Research Methodology 2011, 11:126
http://www.biomedcentral.com/1471-2288/11/126 Page 6 of 12 Table 1 Group characteristics of full sample
Simultaneous mixed
Sequential mixed
Online
Total
N (%)
900
N (%)
900
N (%)
902
N (%)
2,702
Doctor type
GPs
334 (37.1)
388 (43.1)
369 (40.9)
1,091 (40.3)
Specialists
333 (37.0)
318 (35.3)
317 (35.1)
968 (35.8)
Hospital non-specialists
161 (17.9)
140 (15.6)
142 (15.7)
443 (16.4)
Specialist in training
72 (8.0)
54 (6.0)
74 (8.2)
200 (7.4)
Geographic location1
Major city
739 (82.1)
711 (79)
745 (82.6)
2,195 (81.2)
Inner regional
116 (12.9)
140 (15.6)
110 (12.2)
366 (13.6)
Outer regional
42 (4.7)
40 (4.4)
43 (4.8)
125 (4.6)
Remote
1 (0.1)
5 (0.6)
2 (0.2)
8 (0.3)
Very remote
2 (0.2)
4 (0.4)
2 (0.2)
8 (0.3)
Age Group
< = 30
65 (7.2)
64 (7.1)
58 (6.4)
187 (6.9)
30-39
164 (18.2)
150 (16.7)
157 (17.4)
471 (17.4)
40-49
191 (21.2)
200 (22.2)
225 (24.9)
616 (22.8)
50-59
210 (23.3)
212 (23.6)
205 (22.7)
627 (23.2)
60-69
103 (11.4)
123 (13.7)
100 (11.1)
326 (12.1)
70 < =
41 (4.6)
47 (5.2)
44 (4.9)
132 (4.9)
missing
126 (14.0)
104 (11.6)
113 (12.5)
343 (12.7)
Gender
Female
280 (31.1)
308 (34.2)
289 (32.0)
877 (32.4)
Male
620 (68.9)
590 (65.6)
613 (68.0)
1,823 (67.5)
1. Australian Standard Geographical Classification (ASGC) classification Remoteness Areas [34]. Table 1 Group characteristics of full sample 1. Australian Standard Geographical Classification (ASGC) classification Remoteness Areas [34]. the population of all doctors in Australia. This was under-
taken using a multinomial logit model with four outcomes:
simultaneous, sequential, online and population. Table 6
shows the odds ratios for those comparisons and factors
that were statistically significant at the 95% level. For
example, both mixed modes showed evidence of response
bias, whilst the characteristics of online respondents were
the same as the population. Those who filled out the
simultaneous mixed mode were twice as likely to be spe-
cialists when compared to the population, whilst those Doctors allocated to each mode were given the oppor-
tunity to complete the survey online or on paper. Table 5
shows that of those allocated to the simultaneous mixed
mode, 21% chose to complete the survey online, whilst of
those in the online group only 3% requested and filled
out a paper survey. Results Doctors allocated to the sequential
mixed mode group were more likely to fill out a paper
survey (62%) than an online one (38%). Response bias was examined for each mode by compar-
ing the characteristics of respondents to each mode with Table 2 Response rates by mode of administration
All doctors
Simultaneous mixed
Sequential mixed
Online
a) Total
2,702
900
900
902
b) Useable responses (with at least one question answered)
476
175
185
116
c) Refusal (i.e. paper copy returned blank, declined)
11
5
4
2
d) No contact (return to sender)
58
18
15
25
e) No responses
2,133
690
690
753
f) Not eligible (i.e. retired, no longer in clinical practice)
24
12
6
6
Response rate (b/(a-f))
17.77%
19.71%
20.69%
12.95%
Contact rate ((b+c+e))/(a-f))
97.83%
97.97%
98.32%
97.21% Table 2 Response rates by mode of administration Scott et al. BMC Medical Research Methodology 2011, 11:126
http://www.biomedcentral.com/1471-2288/11/126 Scott et al. BMC Medical Research Methodology 2011, 11:126
http://www.biomedcentral.com/1471-2288/11/126 Page 7 of 12 Page 7 of 12 Table 3 Response rates by mode of administration and
doctor type1 (in %)
Simultaneous
mixed
Sequential
mixed
Online Total
GPs
16.01
19.22
13.62
16.34
Specialist
26.23
22.86
11.18
20.17
Hospital non-
specialists
16.77
20.71
12.68
16.70
Specialist in
training
13.89
18.52
17.57
16.50
1. Response rate for those eligible to respond. Table 3 Response rates by mode of administration and
doctor type1 (in %) filling out the sequential mixed mode were more likely to
be older and more likely to be in a non-metropolitan area
when compared to the population. The results also show
that specialists were 2.4 times more likely to complete the
simultaneous mixed mode than the online, and that those
aged over 60 and in inner regional areas were more likely
to complete the sequential mixed mode than the online
mode. filling out the sequential mixed mode were more likely to
be older and more likely to be in a non-metropolitan area
when compared to the population. The results also show
that specialists were 2.4 times more likely to complete the
simultaneous mixed mode than the online, and that those
aged over 60 and in inner regional areas were more likely
to complete the sequential mixed mode than the online
mode. rginal effects for discrete change of dummy variable from 0 to 1; * P < 0.05, ** P < 0.01, *** P < 0.001; standard errors are in parenth Results The simultaneous mixed mode was more likely to have a
higher percentage of items completed than the online in
the ‘About You’ and ‘Family’ sections. mode were significantly more likely to complete all ques-
tions in the ‘Family’ section compared to those in the
online mode (Table 8). The costs of each mode were estimated for the first
wave of the survey, which was to be sent out to the
population of doctors in Australia (Table 9). The online
mode has the lowest total cost, followed by the sequen-
tial mixed mode, with simultaneous mixed mode having
the highest cost. The total cost of the simultaneous
mixed mode is 38% higher than online, and 21% higher
than sequential mixed mode. The sequential mixed
mode total costs are 14% higher than the online mode. The main sources of cost differences between modes are
related to handling and postage of the mail-out, printing
of surveys, and data entry for paper copies. Table 9 shows incremental cost-effectiveness ratios
with respect to changes in response rate and number of
responses. Comparing sequential and simultaneous
mixed modes to online, sequential mixed mode was the
most cost-effective relative to online. Costs were $6.07
per additional response, and $AUS3, 290 per 1%
increase in the response rate, compared to online. Although the main outcomes were similar for the two
mixed modes, the sequential mode was cheaper due to
lower printing, mailing and data entry costs. Using the
sequential mixed mode resulted in total costs which
were 21% lower than for the simultaneous mode, with
no detrimental impact on response rate, survey response
bias, or item non-response. Although the percentage of questions completed overall
was 91.4%, only 2.9% of respondents completed every
question, and this was lowest for simultaneous mixed
mode (1.1%), followed by sequential mixed mode (2.2%),
and was highest for online mode (6.9%) (Table 7). These
differences were statistically significant (second half of
Table 8), with odds ratios of 0.13 for paper mode and 0.23
for mixed mode compared to online. The proportion of
respondents completing all questions was similar across
the modes for each section. Those using simultaneous Results The order of the sec-
tions in the survey is reflected in these tables, with the job
satisfaction section coming first. Note that the online sur-
vey allowed respondents to skip questions, as would be
the case in the paper survey. Overall, the online mode
shows the lowest average percentage of items completed,
with almost 89% of questions answered compared to
around 92% for each of the other modes. This is the case
for all sub-sections of the survey, with the section on
finances, which includes income questions, having the
lowest average percentage of items completed of 80%. This difference is statistically significant, as shown in the
first half of Table 8, with odds ratios of 1.48 for paper and
1.53 for mixed mode compared to online. Table 8 also
shows statistically significant differences for some sections
of the survey. The sequential mixed mode was more likely
to have a higher percentage of items completed than the
online for the sections on DCE, workload, and location. The simultaneous mixed mode was more likely to have a
higher percentage of items completed than the online in
the ‘About You’ and ‘Family’ sections. i.e. whether the percentage of items completed = 100%
(Table 7). If a question was ‘not applicable’, this was
counted as a completed question. The order of the sec-
tions in the survey is reflected in these tables, with the job
satisfaction section coming first. Note that the online sur-
vey allowed respondents to skip questions, as would be
the case in the paper survey. Overall, the online mode
shows the lowest average percentage of items completed,
with almost 89% of questions answered compared to
around 92% for each of the other modes. This is the case
for all sub-sections of the survey, with the section on
finances, which includes income questions, having the
lowest average percentage of items completed of 80%. This difference is statistically significant, as shown in the
first half of Table 8, with odds ratios of 1.48 for paper and
1.53 for mixed mode compared to online. Table 8 also
shows statistically significant differences for some sections
of the survey. The sequential mixed mode was more likely
to have a higher percentage of items completed than the
online for the sections on DCE, workload, and location. Results Item non-response was examined by calculating the
average percentage of items completed, and the percen-
tage of respondents who completed all relevant questions, Table 4 The effect of mode on response rates (probit regression model)
All doctors
GPs
Specialists
Hospital non-specialists
Specialists in training
Marginal effects (standard error)
Simultaneous mixed
0.070***
0.028
0.160***
0.034
-0.030
(0.020)
(0.030)
(0.036)
(0.046)
(0.060)
Sequential mixed
0.077***
0.053
0.133***
0.072
0.013
(0.020)
(0.028)
(0.037)
(0.049)
(0.065)
< age30
0.074
0.086
-
0.276
0.108
(0.046)
(0.156)
-
(0.160)
(0.166)
age30-39
0.037
-0.008
0.029
0.229
0.198*
(0.027)
(0.040)
(0.048)
(0.163)
(0.085)
age50-59
0.054*
0.039
0.058
0.418
0.009
(0.023)
(0.031)
(0.036)
(0.245)
(0.144)
age60-69
0.002
0.020
-0.018
-
-
(0.026)
(0.038)
(0.038)
> = age70
-0.028
-0.063
0.005
-
-
(0.035)
(0.042)
(0.058)
Age missing
-0.037
-0.034
-0.080*
0.208
0.127
(0.025)
(0.036)
(0.039)
(0.190)
(0.125)
Female
-0.043**
-0.029
-0.066
-0.048
-0.080
(0.017)
(0.024)
(0.036)
(0.037)
(0.056)
Specialist
0.053**
-
-
-
-
(0.018)
Hospital non-specialist
-0.013
-
-
-
-
(0.027)
Specialist in training
0.009
-
-
-
-
(0.032)
Inner Regional
0.025
0.024
0.053
-0.050
0.140
(0.023)
(0.030)
(0.045)
(0.054)
(0.105)
Outer Regional
0.051
0.119*
-0.056
-
-
(0.040)
(0.052)
(0.064)
Remote
0.231
0.354
-
-
-
(0.182)
(0.249)
Very Remote
0.517**
0.542**
-
0.459
-
(0.163)
(0.185)
(0.315)
N
2702
1091
966
430
196
Log likelihood
-1255
-469
-461
-188
-84
c2 (df)
59.7*** (16)
28.3** (13)
37.4*** (10)
12.6 (9)
11.3 (8)
Pseudo R2
0.03
0.03
0.04
0.04
0.05
Marginal effects for discrete change of dummy variable from 0 to 1; * P < 0.05, ** P < 0.01, *** P < 0.001; standard errors are in parentheses. Table 4 The effect of mode on response rates (probit regression model) Scott et al. BMC Medical Research Methodology 2011, 11:126
http://www.biomedcentral.com/1471-2288/11/126 Scott et al. BMC Medical Research Methodology 2011, 11:126
http://www.biomedcentral.com/1471-2288/11/126 Page 8 of 12 Table 5 Actual mode of response by allocated survey mode
Group allocation
Simultaneous mixed
Sequential mixed
Online
Total
Paper returned (%)
78.86
61.62
3.45
53.78
Online completed (%)
21.14
38.38
96.55
46.22
Total number of surveys
175
185
116
476 Table 5 Actual mode of response by allocated survey mode i.e. whether the percentage of items completed = 100%
(Table 7). If a question was ‘not applicable’, this was
counted as a completed question. Discussion This study has compared response rates, survey response
bias, item non-response, and costs across three modes of Table 6 Response bias for each mode (Odds ratios and 95% CI)1
age50-59
age60-69
Specialist
Inner Regional
Outer/
remote
Simultaneous mixed compared to Population
2.00
(1.39, 2.87)
Sequential mixed compared to Population
1.79
(1.16, 2.75)
1.67
(1.01, 2.78)
1.49
(1.00, 2.22)
1.73
(1.01, 2.97)
Simultaneous mixed compared to online
2.42
(1.38, 4.26)
Sequential mixed compared to online
3.22
(1.26, 8.22)
2.13
(1.02, 4.44)
1. Results from multinomial logit model. Only statistically significant results (P < 0.05) are reported. Full model results available from authors Table 6 Response bias for each mode (Odds ratios and 95% CI)1 1. Results from multinomial logit model. Only statistically significant results (P < 0.05) are reported. Full model results available from authors Scott et al. BMC Medical Research Methodology 2011, 11:126
http://www.biomedcentral.com/1471-2288/11/126 Page 9 of 12 Table 7 Item response by mode and questionnaire section (%)
Simultaneous mixed
Sequential mixed
Online
Total
Average
Percentage of
items
completed
Percentage
with 100%
completed
items
Average
Percentage of
items
completed
Percentage
with 100%
completed
items
Average
Percentage of
items
completed
Percentage
with 100%
completed
items
Average
Percentage of
items
completed
Percentage
with 100%
completed
items
Job
Satisfaction
99.5
89.7
99.4
88.6
98.5
90.5
99.2
89.5
DCE
94.9
90.3
98.4
96.2
94.8
91.4
96.2
92.9
Work
Places
84.6
21.7
86.8
23.2
83.0
22.4
85.1
22.5
Workload
90.3
35.4
91.5
36.8
85.8
44.0
89.7
38.0
Finances
85.8
44.0
85.7
41.1
80.2
44.8
84.4
43.1
Location
92.2
46.9
93.0
50.8
88.6
51.7
91.7
49.6
About You
95.3
80.0
92.8
71.9
88.1
70.7
92.5
74.6
Family
97.9
94.9
96.6
91.4
93.6
85.3
96.4
91.2
Total
92.0
1.1
92.5
2.2
88.5
6.9
91.4
2.9
1. Percentage of items completed:
n
qi
t ∗100
n; the mean of the percentage of completed questions per respondent i, where q is the number of
completed questions, t is the total number of questions, and n is the total number of respondents. Table 7 Item response by mode and questionnaire section (%)
Simultaneous mixed
Sequential mixed Table 7 Item response by mode and questionnaire section (%) conducting a doctor survey. Mailing a letter inviting
respondents to complete the questionnaire online, fol-
lowed by a mailed reminder letter and paper copy of the
survey, was the most cost-effective mode of administra-
tion. completed all questions (= 1). Logistic regression model controlling for age, gender, doctor type and rurality * P < 0.05, ** P < 0.01, Discussion BMC Medical Research Methodology 2011, 11:126
http://www.biomedcentral.com/1471-2288/11/126 Table 9 Effect of mode on survey costs (2008 prices, in $AU) Table 9 Effect of mode on survey costs (2008 prices, in $AU) Table 9 Effect of mode on survey costs (2008 prices, in $AU)
Simultaneous mixed
Sequential mixed
Online
Total costs
AMPCo rental of list
$15,830
$15,830
$15,830
Monetary incentives
$60,000
$60,000
$60,000
Web survey costs
$4,000
$4,000
$4,000
AMPCO handling and postage
$97,157
$72,024
$65,361
Printing of letters, further info, fax sheet, envelopes
$17,981
$18,470
$18,458
Printing of surveys
$21,284
$19,794
$10,995
Data entry
$33,684
$16,630
$6,636
Total
$249,936
$206,748
$181,280
Incremental cost effectiveness ratios (compared to online mode)
Response rate
19.71%
20.69%
12.95%
Estimated number of responses
10,677
11,208
7,015
Change in response rate compared to online
6.76%
7.74%
-
Change in number of responses compared to online
3,662
4,193
-
Change in total cost compared to online
$68,656
$25,468
-
Additional cost per 1% increase in response rate1
$10,156
$3,290
-
Additional cost per additional response2
$18.75
$6.07
-
Notes: 1. Δcost/Δ response rate; 2. Δcost/Δ number of responses. Additional cost per additional response2 Notes: 1. Δcost/Δ response rate; 2. Δcost/Δ number of responses. respondents to find a website and login using their user-
name and password provided in the letter. Once at the
website, they had to go to a login page, enter their details,
and were then directed to the beginning of the survey. Though this takes time compared to an email survey with
an embedded website link, it does provide a more secure
process that may have increased the confidence of respon-
dents in the security of the website. We find no support for the hypothesis that offering a
simultaneous choice of modes results in lower response
rates than a sequenced choice of mode. Literature from
non-doctor populations suggests that sequencing may
be better than simultaneous choice [12,13]. Though
there is a small difference in response rates for both
mixed modes, this is not statistically significant. Lower response rates in the online mode arguably reflect
the population being surveyed, their familiarity with and
trust in the internet, and reliability of access to the inter-
net, especially in remote regions of Australia. Most doctors
choose to fill out a paper questionnaire, possibly suggest-
ing that they are less comfortable with doing a survey
online or have issues with sending confidential informa-
tion over the internet. Discussion Although online modes were less costly, due to
lower printing and data entry costs, and did not exhibit
evidence of increased response bias, the response rates
and item completion rates were lower than for the sequential and simultaneous mixed modes. The online
mode had lower item completion rates in the sections on
the DCE, workload, and personal and family characteris-
tics. Although the sequential mode is the most cost-effec-
tive with respect to response rates, whether this is chosen
would depend on the weight given to the existence of
response bias when compared to the population of
doctors. Table 8 Item non-response by mode (Odds ratio, 95% CI)
Job
Satisfaction
DCE
Work
Places
Workload
Finances
Location
About
You
Family
Total
Average Percentage of items
completed1
Simultaneous mixed (compared to
online)
2.85
1.10
1.14
1.52
1.48
1.46
2.67**
3.08**
1.48*
[0.86,9.42]
[0.42,2.88]
[0.83,1.55]
[0.92,2.53]
[0.94,2.33] [0.98,2.18]
[1.42,5.00]
[1.32,7.20] [1.03,2.14]
Sequential mixed (compared to
online)
2.53
3.83*
1.31
1.70*
1.41
1.55*
1.68
1.87
1.53*
[0.81,7.91]
[1.14,12.95]
[0.97,1.76]
[1.05,2.76]
[0.90,2.20] [1.02,2.37]
[0.96,2.94]
[0.87,4.03] [1.09,2.17]
N
476
476
476
476
476
476
476
476
476. Log likelihood
-18.397
-63.804
-149.636
-129.201
-169.354
-106.841
-105.201
-63.197
-107.395
Whether 100% of items were
completed2
Simultaneous mixed (compared to
online)
0.95
0.96
0.95
0.67
0.98
0.77
1.75
3.25**
0.13*
[0.42,2.11]
[0.42,2.19]
[0.53,1.72]
[0.40,1.11]
[0.60,1.59] [0.48,1.24]
[0.98,3.12]
[1.38,7.65] [0.02,0.67]
Sequential mixed (compared to
online)
0.82
2.64
0.99
0.76
0.84
0.85
1.10
1.86
0.23*
[0.37,1.81]
[0.97,7.21]
[0.55,1.78]
[0.46,1.26]
[0.51,1.38] [0.53,1.36]
[0.64,1.87]
[0.90,3.82] [0.07,0.78]
N
476
476
459
476
476
476
476
476
459
Log likelihood
-156.70
-112.68
-237.51
0.67
-310.12
-320.57
-253.63
-134.05
-51.28
1. Mean proportion of questions completed. A generalised linear model controlling for age, gender, doctor type and rurality. 2. Whether a respondent completed all questions (= 1). Logistic regression model controlling for age, gender, doctor type and rurality * P < 0.05, ** P < 0.01,
*** P < 0.001 Table 8 Item non-response by mode (Odds ratio, 95% CI) Page 10 of 12 Scott et al. BMC Medical Research Methodology 2011, 11:126
http://www.biomedcentral.com/1471-2288/11/126 Scott et al. Discussion This is reflected in a higher rate of
item non-response for most sections of the survey, espe-
cially for the more personal questions. This finding
occurred despite assurances about confidentiality and the
fact that information was being sent over a secure internet
connection. Doctors may also prefer the ‘portability’ of a
paper-copy which they can fill out at the office, at home
or whilst travelling. Online modes are also becoming more
portable (i.e. not confined to the desktop PC) with the use
of laptops, touch screen tablets and other mobile devices,
so the preference for a paper copy may erode over time. A
key issue in relation to survey response is the need to
minimise the opportunity cost of survey completion for
respondents. The need for internet access and the time it
takes to logon needs to be balanced against filling out a
paper survey that needs to be posted. A potential reason
for the lower online response rate was the need by Response rates in all three arms could be regarded as
low, an increasing issue for surveys of doctors [1-3]. It is
noteworthy that our comparative analysis with the popu-
lation of Australian doctors showed that the mode with
the lowest response rate (online) was the most represen-
tative, confirming the point noted in the introduction,
that response rate and response bias are separate issues
and should both be explicitly analysed to ensure appro-
priate interpretation. Our study used a diverse sample of doctors with
respect to age, specialty and geographic location, increas-
ing the generalisability of the results. Although the trial
was not designed for sub-group analysis, specialists in
training allocated to the online mode had a higher
response rate (17.5%) than those allocated to the simulta-
neous mixed mode (13.89%), and a similar response rate
to those in the sequential mixed mode (18.52%). For
those conducting surveys of younger doctors and doctors
in training, who are more likely to be familiar with and
trusting of the internet, online surveys may be a more
desirable option, though item non-response may be an
issue. However, specialists had the highest response rate
for the simultaneous version (26.2% compared with Page 11 of 12 Page 11 of 12 Page 11 of 12 Scott et al. BMC Medical Research Methodology 2011, 11:126
http://www.biomedcentral.com/1471-2288/11/126 this paper are those of the authors alone. Authors’ contributions AS, CJ, GK, JH, JW, SJ jointly conceived of this work. All authors participated
in designing and developing the study instruments and procedures. AS
drafted the paper, and SJ maintained the dataset and conducted the
statistical analysis. All authors assisted with re-drafting sections of the paper
and interpreting results. AL organised the administration of the survey and
data entry. All authors approved the final version of the manuscript. AS is
the guarantor. Our results are in line with other research showing that
lower response rates are likely to result from online sur-
veys than mailed surveys [5,6]. Other studies have com-
pared mail and online mixed modes in non-doctor
samples [12,13]. However, these studies have not exam-
ined costs. There are many different types of response
mode, and different combinations of mixed modes, that
can potentially be used in surveys of doctors. Further
research is required in a number of areas. First, compari-
sons are needed of modes that offer choice compared to
those that do not [14]. Second, all comparisons need to
include an examination of the changes in costs. This is
mentioned frequently in the literature as a motivation for
using online and mixed modes, but there is hardly any evi-
dence of the differences in costs. Competing interests
ll
h
h All authors have completed the Unified Competing Interest form at http://
www.icmje.org/coi_disclosure.pdf (available on request from the
corresponding author) and declare that none of the authors have financial
or non-financial interests that may be relevant to the submitted work. Received: 11 October 2010 Accepted: 5 September 2011
Published: 5 September 2011 Author details
1 1Melbourne Institute of Applied Economic and Social Research, Faculty of
Business and Economics The University of Melbourne Level 7, Alan Gilbert
Building, 161 Barry Street, Carlton, VIC 3053, Australia. 2Department of
Epidemiology and Preventive Medicine School of Public Health and
Preventive Medicine Monash University, Alfred Hospital Melbourne 3004,
Australia. 3Monash University School of Rural Health PO Box 666 Bendigo
Central VIC 3552, Australia. 4Department of Economics 501 Fletcher Argue
Building University of Manitoba, Winnipeg, MB R3T 5V5 Canada. Discussion We thank the doctors who gave
their valuable time to participate in MABEL, and the other members of the
MABEL team for data cleaning and comments on drafts of this paper:
Terence Cheng, Daniel Kuehnle, Matthew McGrail, Michelle McIsaac, Stefanie
Schurer, Durga Shrestha and Peter Sivey. The study was approved by the
University of Melbourne Faculty of Economics and Commerce Human Ethics
Advisory Group (Ref. 0709559) and the Monash University Standing
Committee on Ethics in Research Involving Humans (Ref. CF07/1102 -
2007000291). De-identified data from MABEL are available from http://www. mabel.org.au. 22.9% for mixed) and the lowest response for the online
mode (11.2%). The routine use of exclusively online sur-
veys for the population of doctors may therefore be some
time off, at least until the current older cohorts have
been replaced by younger cohorts. The unit costs of printing and survey administration are
likely to vary across geographic locations and companies,
though they are not likely to vary across modes within
geographic locations, and so should not influence our
findings. Printing costs vary greatly with volume, such that
for the pilot online mode the unit cost per printed ques-
tionnaire (for those requesting a paper survey) was
$AUD5.90. However, the unit cost of printing 54,169
paper questionnaires (for the ensuing main wave survey)
was $AUD0.32. The relationship between unit costs and
volume printed is not linear. The costs of establishing the
online survey will also vary across settings, although there
are now many low cost survey packages available that
cover most needs, some of which can be re-programmed
if necessary. Committee on Ethics in Research Involving Humans (Ref. CF07/1102
2007000291). De-identified data from MABEL are available from http://www. mabel.org.au. References 1. Barclay S, Todd C, Finlay I, Grande G, Wyatt P: Not another questionnaire! Maximising the response rate, predicting non-response and assessing
non-response bias in postal questionnaire studies of GPs. Family Practice
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non-response bias in postal questionnaire studies of GPs. Family Practice
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survey of medical practitioners. Australian & New Zealand Journal of Public
Health 2008, 32:288-289. 3. Grava-Gubins I, Scott S: Effects of various methodologic strategies Survey
response rates among Canadian physicians and physicians-in-training. Canadian Family Physician 2008, 54:1424-1430. Conclusion
d Our study is the first, in the context of a large national
survey of doctors, to include an economic evaluation
alongside a randomised trial using standardised methods. Of the alternatives compared in our study, the sequential
mixed mode had the lowest cost per response compared
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and take full advantage of:
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• Immediate publication on acceptance
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• Research which is freely available for redistribution
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Education 2002, 70:179-192. Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
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Submit your manuscript at
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and take full advantage of: Submit your next manuscript to BioMed Central
and take full advantage of: 32. Pre-publication history The pre-publication history for this paper can be accessed here:
http://www.biomedcentral.com/1471-2288/11/126/prepub The pre-publication history for this paper can be accessed here
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mode surveys using mail and e-mail/Web. American Journal of Evaluation
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F
di
id d f
N i g
g
Funding was provided from a National Health and Medical Research Council
Health Services Research Grant (454799) and the Commonwealth
Department of Health and Ageing. None of the funders had a role in the
data collection, analysis, interpretation or writing of this paper. The views in 10. Parsons JA, Warnecke RB, Czaja RF, Barnsley J, Kaluzny A: Factors associated
with response rates in a national survey of primary care physicians. Evaluation Review 1994, 18:756-766. 10. Parsons JA, Warnecke RB, Czaja RF, Barnsley J, Kaluzny A: Factors associated
with response rates in a national survey of primary care physicians. Evaluation Review 1994, 18:756-766. Page 12 of 12 Scott et al. BMC Medical Research Methodology 2011, 11:126
http://www.biomedcentral.com/1471-2288/11/126 Scott et al. BMC Medical Research Methodology 2011, 11:126
http://www.biomedcentral.com/1471-2288/11/126 Page 12 of 12 Pre-publication history
The pre-publication history for this paper can be accessed here:
http://www.biomedcentral.com/1471-2288/11/126/prepub
doi:10.1186/1471-2288-11-126
Cite this article as: Scott et al.: A randomised trial and economic
evaluation of the effect of response mode on response rate, response
bias, and item non-response in a survey of doctors. BMC Medical
Research Methodology 2011 11:126. 11. McMahon SR, Iwamoto M, Massoudi MS, Yusuf HR, Stevenson JM, David F,
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longitudinal survey - Protocol and baseline data for a prospective
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Services Research 2010, 10:50. 33. Papke LE, Wooldridge JM: Econometric Methods for fractional response
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applied econometrics 1996, 11:619-632. 34. Australian Bureau of Statistics: ASGC remoteness classification: purpose and
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https://europepmc.org/articles/pmc6124191?pdf=render
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English
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Insulin‐Stimulated Bone Blood Flow and Bone Biomechanical Properties Are Compromised in Obese, Type 2 Diabetic OLETF Rats
|
JBMR plus
| 2,017
|
cc-by
| 8,781
|
ABSTRACT ABSTRACT
Type 2 diabetes (T2D) increases skeletal fragility and fracture risk; however, the underlying mechanisms remain to be identified. Impaired bone vascular function, in particular insulin-stimulated vasodilation and blood flow is a potential, yet unexplored
mechanism. The purpose of this study was to determine the effects of T2D on femoral biomechanical properties, trabecular
microarchitecture, and insulin-stimulated bone vasodilation by comparison of hyperphagic Otsuka Long-Evans Tokushima Fatty
(OLETF) rats with normoglycemic control OLETF rats. Four-week old, male OLETF rats were randomized to two groups: type 2
diabetes (O-T2D) or normoglycemic control (O-CON). O-T2D were allowed ad libitum access to a rodent chow diet and O-CON
underwent moderate caloric restriction (30% restriction relative to intake of O-T2D) to maintain normal body weight (BW) and
glycemia until 40 weeks of age. Hyperphagic O-T2D rats had significantly greater BW, body fat, and blood glucose than O-CON. Total
cross-sectional area (Tt.Ar), cortical area (Ct.Ar), Ct.Ar/Tt.Ar, and polar moment of inertia of the mid-diaphyseal femur adjusted for BW
were greater in O-T2D rats versus O-CON. Whole-bone biomechanical properties of the femur assessed by torsional loading to failure
did not differ between O-T2D and O-CON, but tissue-level strength and stiffness adjusted for BW were reduced in O-T2D relative to
O-CON. Micro–computed tomography (mCT) of the distal epiphysis showed that O-T2D rats had reduced percent bone volume,
trabecular number, and connectivity density, and greater trabecular spacing compared with O-CON. Basal tibial blood flow assessed
by microsphere infusion was similar in O-T2D and O-CON, but the blood flow response to insulin stimulation in both the proximal
epiphysis and diaphyseal marrow was lesser in O-T2D compared to O-CON. In summary, impaired insulin-stimulated bone blood
flow is associated with deleterious changes in bone trabecular microarchitecture and cortical biomechanical properties in T2D,
suggesting that vascular dysfunction might play a causal role in diabetic bone fragility. © 2017 The Authors. JBMR Plus is published by
Wiley Periodicals, Inc. on behalf of the American Society for Bone and Mineral Research. KEY WORDS: ANALYSIS/QUANITIFICATION OF BONE; BONE QCT/mCT; ANALYSIS/QUANITIFICATION OF BONE; DXA; ANIMAL MODELS; GENETIC
ANIMAL MODEL; ORTHOPAEDICS; BIOMECHANICS; DISEASES AND DISORDERS OF/RELATED TO BONE; OTHER Insulin-Stimulated Bone Blood Flow and Bone
Biomechanical Properties Are Compromised in Obese,
Type 2 Diabetic OLETF Rats Rebecca K Dirkes, Laura C Ortinau, R Scott Rector,
T Dylan Olver, and Pamela S Hinton
1Department of Nutrition and Exercise Physiology, University of Missouri–Columbia, Columbia, MO, USA
2Division of Gastroenterology and Hepatology, Department of Medicine, University of Missouri–Columbia, Columbia, MO, USA
3Research Service, Harry S Truman Memorial VA Hospital, Columbia, MO, USA
4Department of Biomedical Sciences, University of Missouri–Columbia, Columbia, MO, USA ORIGINAL ARTICLE 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.
Received in original form March 24, 2017; revised form May 8, 2017; accepted May 10, 2017. Accepted manuscript online May 12, 2017.
Address correspondence to: Pamela S Hinton, PhD, 204 Gwynn Hall, Columbia, MO 65211, USA. E-mail: HintonP@missouri.edu
JBMR® Plus (WOA), Vol. 1, No. 2, October 2017, pp 116–126
DOI: 10.1002/jbm4.10007
© 2017 The Authors. JBMR Plus Published by Wiley Periodicals, Inc. on behalf of the American Society for Bone and Mineral Research Cortical geometry and trabecular microarchitecture Animals used for assessment of cortical geometry, trabecular
microarchitecture, and biomechanical properties were anesthe-
tized and euthanized as described in Animal Protocol and
Experimental Design. Blood and hind limbs were removed and
femurs were cleaned of all soft tissue, wrapped in PBS-soaked
gauze, and stored at 80°C for subsequent analysis. Right
femurs were scanned using mCT (SIEMENS Inveon Micro-CT
scanner; Siemens, Knoxville, TN, USA) at the Biomolecular
Imaging Center (Harry S. Truman Memorial VA Hospital,
Columbia, MO, USA) in accordance with the guidelines
established
by
Bouxsein
and
colleagues.(30)
Scans
were
performed at a 31.6-mm3 voxel size, with a peak X-ray potential
of 80 kVp and 600 mA. Cortical bone was analyzed at the
midpoint of the diaphysis, which was determined using the
midpoint between the base of the third trochanter and the distal
epiphysis. A 1-mm (500-mm in each direction from the midpoint)
region of the diaphysis was used for analysis. A 1-mm region of
the distal epiphysis was used for analysis, beginning 1 mm
below the end of the distal growth plate. Uniform regions of
interest and global thresholds for segmentation were used for
each sample. Scans were analyzed using BoneJ software,(31) a
subset of ImageJ (NIH, Bethesda, MD, USA; https://imagej.nih. gov/ij/). Trabecular number was calculated from trabecular
spacing and thickness (Tb.N ¼ 1/[Tb.Th þ Tb.S]).(32) Introduction In
particular, the hemodynamic response to insulin is impaired in
T2D.(16) This impaired hemodynamic response to insulin has been
observed in numerous tissues, including intestine,(16) brain,(16)
nerve,(17) and muscle,(18,19) but, to our knowledge, has not been
investigated in bone. In the vascular endothelium, insulin activation
of the pI3/Akt pathway(20) promotes vasodilation mediated by
endothelial-nitric oxide synthase (eNOS) and reduces synthesis of
deleteriousadhesionmolecules(eg,vascularcelladhesionmolecule
1 [VCAM-1]). Thus, the selective insulin resistance of the vascular
endothelium that occurs in T2D(21–23) promotes vasoconstriction,
adhesion, inflammation, and oxidative stress, which lead to
cardiovascular disease, neuropathy, retinopathy, and nephropathy. Thus, the present study investigated the effects of T2D on
insulin-stimulated bone blood flow and biomechanical proper-
ties by comparison of hyperphagic, diabetic Otsuka Long-Evans
Tokushima Fatty (OLETF; model of hyperphagia-induced obesity
resulting in insulin resistance and T2D(24)) rats (O-T2D) with
normoglycemic, normal weight, control OLETF rats (O-CON). We
hypothesized that relative to normoglycemic O-CON rats, O-T2D
rats would have reduced insulin-mediated bone blood flow and
deteriorated trabecular microarchitecture, cortical geometry,
and biomechanical properties. Vascular dysfunction is a characteristic feature of T2D. In
particular, the hemodynamic response to insulin is impaired in
T2D.(16) This impaired hemodynamic response to insulin has been
observed in numerous tissues, including intestine,(16) brain,(16)
nerve,(17) and muscle,(18,19) but, to our knowledge, has not been
investigated in bone. In the vascular endothelium, insulin activation
of the pI3/Akt pathway(20) promotes vasodilation mediated by
endothelial-nitric oxide synthase (eNOS) and reduces synthesis of
deleteriousadhesionmolecules(eg,vascularcelladhesionmolecule
1 [VCAM-1]). Thus, the selective insulin resistance of the vascular
endothelium that occurs in T2D(21–23) promotes vasoconstriction,
adhesion, inflammation, and oxidative stress, which lead to
cardiovascular disease, neuropathy, retinopathy, and nephropathy. Introduction dysfunction and impaired bone blood flow.(4) Given the essential
role of bone blood flow in the maintenance of healthy bone(5)
and the established causal role of reduced blood flow in the
pathophysiology of other T2D complications,(6,7) impaired bone
vascular function in T2D warrants further investigation. T T
he marked and sustained global increase in the prevalence
and incidence of type 2 diabetes (T2D) in recent decades is
so alarming that some have described this health crisis as a
“diabetes pandemic.”(1) The health and economic costs of
diabetes are enormous, due largely to the vascular complica-
tions of T2D, which result in cardiovascular disease, neuropathy,
retinopathy, and nephropathy.(1) A recently recognized compli-
cation of T2D is increased fracture risk.(2) Currently, many
potential biomechanical and cellular mechanisms for diabetic
bone fragility are under investigation.(3) However, one mecha-
nism that remains largely unexplored to date, is bone vascular The skeleton accounts for 10% to 15% of resting cardiac
output(5) and bone blood flow is essential for nutrient delivery,
mineral homeostasis, and maintenance of interstitial fluid flow,
which is needed for mechanotransduction.(8) Bone blood flow is
also a primary mechanism by which bone resorption and
formation are coupled during remodeling.(9) Human and animal
data show that bone loss is associated with reduced bone blood
flow.(10,11) Cross-sectional and prospective, longitudinal studies 116 experimental period. At 40 weeks of age, following an overnight
fast, animals were anesthetized with 0.1 mg/kg ketamine,
underwent a dual-energy X-ray absorptiometry scan and a
euglycemic hyperinsulinemic clamp, during which tibial blood
flow was measured by microsphere infusion. Following the
euglycemic hyperinsulinemic clamp,animals wereeuthanizedvia
cervical dislocation and exsanguination, and blood and tissues
collected (see details for each set of animals used for geometry/
biomechanical properties vs. those used for blood flow). The
animal protocol was approved by the IACUC at the University of
Missouri, and was conducted in compliance with the guiding
principles in the Guide for Care and Use of Laboratory Animals.(29) support a positive association between bone blood flow and bone
mass.(12,13) Likewise, both bone blood flow and bone mass decline
with age andafter menopause.(14) Femoralblood flow is reduced in
Zucker diabetic fatty rats with long-term diabetes in association
with reduced endothelium-dependent vasodilation and femoral
cancellous and cortical bone mineral density (BMD).(15) Vascular dysfunction is a characteristic feature of T2D. Animal protocol and experimental design We used a longitudinal, parallel study design to test the hypothesis
that OLETF-T2D rats would have reduced insulin-stimulated bone
blood flow and deteriorated trabecular microarchitecture, cortical
geometry, and biomechanical properties. The hyperphagic OLETF
rat progressively accumulates excess body fat, which leads to
insulin resistance and eventually hyperglycemia and T2D after
skeletal maturity.(25) This accurately parallels what occurs in
humans who are overweight during adolescence and develop
metabolic complications in adulthood.(26) One set of animals (n ¼ 8 per group) was used to evaluate
bone blood flow by microsphere infusion and another (n ¼ 8 per
group) was used to evaluate trabecular microarchitecture,
cortical geometry, and biomechanical properties. Two sets of
animals were used because of the interference of the micro-
spheres with analysis of the micro–computed tomography (mCT)
scans. Four-week old, male, OLETF rats were supplied by Otsuka
Pharmaceutical (Tokushima, Japan). Upon arrival, rats were
divided into two groups: ad libitum fed (O-T2D) or 30%
calorically restricted (O-CON) until 40 weeks of age. We have
previously shown that 30% caloric restriction prevents obesity
and the development of T2D in hyperphagic OLETF rats,(27) and
that O-CON are protected against the detrimental skeletal
effects of T2D.(28) Animals were housed individually in a
temperature-controlled (21°C) room with a 6:00am–6:00pm
light and 6:00pm–06:00am dark cycle maintained throughout
the duration of the experiment. All animals were provided
standard rodent chow (Formulab 5008; Purina Mills, St. Louis,
MO, USA) in clean cages at the beginning of the week. Body
mass and food intake were measured weekly throughout the Materials and Methods Animal protocol and experimental design Metabolic outcomes Body mass and food intake were measured weekly throughout
the experimental period. Fasting blood samples were taken prior
to euthanasia, and serum glucose (Sigma, St. Louis, MO, USA)
and insulin (Linco Research, St. Charles, MO, USA) levels were
measured using commercially available kits, as described.(27)
Whole-body composition and BMD were measured using a
Hologic QDR-1000/w DXA scanner calibrated for rats and small
animals (Hologic, Bedford, MA, USA; software version 3.6). Isolated femurs were scanned on the same machine (Hologic,
Bedford, MA, USA; software version 3.6) for bone-specific BMD. Thus, the present study investigated the effects of T2D on
insulin-stimulated bone blood flow and biomechanical proper-
ties by comparison of hyperphagic, diabetic Otsuka Long-Evans
Tokushima Fatty (OLETF; model of hyperphagia-induced obesity
resulting in insulin resistance and T2D(24)) rats (O-T2D) with
normoglycemic, normal weight, control OLETF rats (O-CON). We
hypothesized that relative to normoglycemic O-CON rats, O-T2D
rats would have reduced insulin-mediated bone blood flow and
deteriorated trabecular microarchitecture, cortical geometry,
and biomechanical properties. Statistics Independent sample t tests were used to determine differences
between O-T2D and O-CON for body mass, fasting insulin, and
glucose concentrations. Body-size–dependent bone outcomes
(ie, BMD, trabecular microarchitecture, cortical geometry, and
biomechanical properties) were adjusted for differences in body
size using one-way analysis of covariance (ANCOVA), with final
body weight as the covariate.(39) The effects of insulin-stimulated
blood flow were determined using a two-factor (INSULIN: pre-
insulin infusion and post-insulin infusion; and GROUP: O-T2D and
O-CON) repeated measures ANOVA (RMANOVA). A GROUP
INSULIN interaction with p < 0.15 was considered statistically
significant to avoid incorrectly concluding that a nonsignificant
test for interaction (ie, p > 0.05) implies a lack of any interaction;
and post hoc t tests (pre-insulin infusion versus post-insulin
infusion within group and O-T2D versus O-CON within pre-insulin
infusion and post-insulin infusion) were used to locate the
interaction. One-tailed t tests were used because our hypotheses
were directional and p 0.05 was considered statistically
significant. Insulin-stimulated changes in blood flow and vascular
conductance are conventionally reported as percent change. Therefore, percent change in blood flow and vascular conduc-
tance were also calculated; and group differences in percent
changes were evaluated using the Mann-Whitney U test. This
secondary statistical analysis was used to corroborate the results
of the two-factor RMANOVA. Data are means SD or adjusted
means SE for ANCOVA results (ie, means adjusted for body
weight covariate). All statistics were performed using SPSS 23
software (IBM, Armonk, NY, USA). The radioactive microsphere technique is the gold standard
method for the measurement of regional blood flow.(34)
Microspheres are infused into the systemic circulation and
become trapped in the tissue of interest during their first pass
through the circulation. Consequently, the number of micro-
spheres trapped in the tissue is proportional to tissue blood flow. A nonradioactive alternative is the use of stable isotopic tracers
that can be assayed by neutron activation.(35) Neutrons
penetrate the tissue sample and activate the stable isotope to
render it temporarily radioactive, which permits quantification
using high-resolution radiation counting equipment to gener-
ate counts per minute (CPM). Cortical bone biomechanical properties Whole-bone and tissue-level biomechanical properties of the
right femur were assessed using torsional loading to failure, as
described.(25) Briefly, the proximal and distal ends of the right
femur were affixed in cement to a steel holder, with crossbars at
each end. The distal crossbar was fixed, while the proximal
crossbar was rotated around its long axis at a speed of 10 mm/s
with a 100-kg load cell. The machine’s software (Stable Micro
Systems, Surrey, UK) measured cable force (F) and applied
torque (T). The load-displacement curve from this analysis is 117 INSULIN-STIMULATED BONE BLOOD FLOW/BIOMECHANICS IN OBESE, T2D OLETF RATS
117 117 JBMR® Plus (WOA) flow
(mL 100g1 min1) ¼ (0.6
mL min1 CPM1
RBS)
(CPMtissue [tissue weight]1) 100, where RBS is the reference
blood sample. Adequate mixing of microspheres was assured by
comparing bloodflow intheright andleft kidneys.Two animalsin
the O-T2D group were excluded from the analysis due to
insufficient and/or nonuniform perfusion. MAP was used to
calculate the measures of vascular conductance (VC; the quotient
of bone blood flow and MAP [flow/MAP]) and vascular resistance
(VR; the quotient of MAP and bone blood flow [MAP/flow]). analogous with the torque-twist curve, which, along with
geometrical data from the analysis of the mCT scans, was used to
calculate: maximal torque at fracture (Tmax), torsional stiffness
(Ks), shear modulus of elasticity (G), and ultimate tensile
strength, or maximal shear stress (Su), as described.(25) Statistics The assumptions of the
microsphere infusion technique are satisfied when the tech-
nique is applied to determination of bone blood flow.(36,37) In
addition, the method is reproducible and physiologic changes in
bone blood flow are detectable.(38) In the present study, basal
and insulin-stimulated bone blood flow were measured by
infusion of two distinct microspheres (15 mM diameter) each
labeled with a different stable isotope before and after the
euglycemic hyperinsulinemic clamp (153samarium and 198gold,
respectively; BioPal, Inc. Worcester, MA, USA). To measure basal
and insulin-stimulated blood flow, one reference blood sample
was taken at baseline (153samarium microspheres), and another
was taken after the 60-min euglycemic, hyperinsulinemic clamp
(198gold microspheres). The reference blood sample withdrawal
began at a rate of 0.6 mL min1 and was followed (10 s later)
by infusion of a well-mixed suspension of the respective
microspheres and a saline flush (performed over 20 s). Insulin-stimulated bone blood flow Animals used for the assessment of tibial blood flow were
anesthetized and then underwent a 60-min euglycemic, hyper-
insulinemic clamp as described.(33) Briefly, a catheter (polyeth-
ylene-50 tubing) was inserted into the right jugular vein to
facilitate constant insulin (10 mU kg min1; 0.400 mIU mL1;
Novolin R, Novonordisk, Plainsboro, NJ) and variable glucose (0.4
g mL1; EMD Millipore, Darmstadt, Germany) infusions. The
glucose infusion rate was adjusted to maintain euglycemia,
which was determined by measurement of blood glucose every
5 min for the first 20 min and every 10 min thereafter. A second
catheter was inserted into the carotid artery and advanced to
the aorta for microsphere infusion. A third catheter was inserted
into the caudal artery for withdrawal of the microsphere
reference sample and for monitoring mean arterial blood
pressure (MAP) by connection of the catheter to a pressure
transducer (PX272; Edwards Lifesciences, Irvine, CA, USA). Results O-T2D animals had significantly greater body mass (p ¼ 0.004)
and body fat percentage (p ¼ 0.001) than O-CON (Table 1). As
expected, O-T2D animals had significantly greater blood glucose
compared to O-CON; however, the two groups had similar insulin
concentrations. It
is
well-established
that,
at
40
weeks,
O-T2D are hypoinsulinemic due to b-cell insufficiency,(40–43)
whereas O-CON had reduced insulin levels due to energy
restriction.(28) In the subset of animals that underwent the
hyperinsulinemic, euglycemic clamp, O-T2D had reduced whole-
body insulin sensitivity compared to O-CON, as shown by the
lower glucose infusion rate (GIR) required to maintain euglycemia
(O-T2D ¼ 9 3 mg kg1 min1; O-CON ¼ 23 3 mg kg1
min1; p ¼ 0.001). O-T2D animals had significantly higher total
body areal BMD than O-CON animals (p ¼ 0.008); there was no
group difference in total femoral BMD (p ¼ 0.565). Following the euglycemic, hyperinsulinemic clamp, animals
were euthanized as described in Animal Protocol and Experimen-
tal Design above, and tibias and kidneys were collected. Tibias
were separated into four regions (ie, proximal epiphysis,
diaphysis, distal epiphysis, and diaphyseal marrow) for blood
flow measures, because regional differences in tibial blood flow
have been reported.(15,36) Individual regions of tibias and kidneys
were weighed forblood flow calculations. Microsphere content in
blood and tissues was measured by neutron activation as counts
per minute (CPM) by the microsphere manufacturer (BioPal, Inc. Worcester, MA, USA). Blood flow was calculated as follows: Blood Cortical geometry and trabecular microarchitecture Cortical geometry differed between O-T2D and O-CON animals
(Fig. 1A–F). O-T2D tended to have greater Tt.Ar (O-T2D: 118
DIRKES ET AL. JBMR Plus (WOA) Table 1. Body Composition, Metabolic Markers, and Bone
Mineral Density in O-CON and O-T2D at 40 Weeks of Age
O-CON
O-T2D
Metabolic outcomesa
Body mass (g)
552 39
614 91
Body fat (%)
18.4 3.1
25.9 9.5
Blood glucose (mM)
11.8 0.6
58.3 18
Insulin (pM)
127.54 33.26
85.55 21.02
Areal bone mineral densityb
Total body (g/cm2)
0.192 0.002
0.203 0.002
Femur (g/cm2)
0.303 0.005
0.308 0.005
aData are means SD; O-CON (n ¼ 8) and O-T2D (n ¼ 8). bData are means SE adjusted for final body weight as a covariate in
the ANCOVA; O-CON (n ¼ 8) and O-T2D (n ¼ 8). Significantly different than O-CON. Table 1. Body Composition, Metabolic Markers, and Bone
Mineral Density in O-CON and O-T2D at 40 Weeks of Age p ¼ 0.003; Fig. 1E),polarmoment ofinertia (O-T2D:29.801 1.511
versus O-CON: 20.335 1.801, p ¼ 0.003; Fig. 1F), and Ct.Ar/Tt.Ar
(O-T2D: 28.209 0.640 versus O-CON: 31.646 0.745, p ¼ 0.006;
Fig. 1D). There were no differences in Ma.Ar (O-T2D: 3.852 0.097
versus O-CON: 3.938 0.113; Fig. 1C). O-T2D animals had
significantly lower BV/TV (O-T2D: 0.232 0.016 versus O-CON:
0.287 0.012, p ¼ 0.039; Fig.2D).Tb.Thwas similarinbothgroups
(O-T2D: 0.196 0.010 versus O-CON: 0.200 0.008, Fig. 2A);
however, Tb.Sp was significantly increased (O-T2D: 0.568 0.012
versus O-CON: 0.420 0.010, p ¼ 0.001; Fig. 2B) and Tb.N was
significantly decreased (O-T2D: 1.313 0.048 versus O-CON:
1.614 0.037, p ¼ 0.004; Fig. 2C) in O-T2D animals compared to
O-CON. Conn.D was significantly reduced (O-T2D: 9.256 1.653
versusO-CON: 15.498 1.276, p ¼ 0.031;Fig.2E) inO-T2D animals
relative to O-CON. Cortical bone biomechanical properties Data are means SE adjusted for body weight; indicates differences between groups (p < 0.05). All groups ar Fig. 2. Trabecular measurements of the femur: trabecular thickness (A); trabecular spacing (B); trabecular number (C); trabecular bone volume to total
volume (D); connectivity density (E). Data are means SE adjusted for body weight; indicates differences between groups (p < 0.05). All groups are
40-week-old OLETF rats: O-T2D (n ¼ 8) were allowed ad libitum access to a rodent chow diet and O-CON (n ¼ 6) underwent moderate caloric restriction
(30% restriction relative to intake of O-T2D) to maintain normal body weight and glycemia. blood flow in O-CON (post hoc paired t test within O-CON
p ¼ 0.049), but not in O-T2D. In the diaphyseal marrow, insulin-
stimulated blood flow was lower in O-T2D compared to O-CON
(p ¼ 0.016; Fig. 4D). Percent changes in tibial blood flow in
response to insulin (Fig. 5A) were consistent with the results of
the two-factor RMANOVA. O-CON exhibited a greater increase in
blood flow in the proximal epiphysis (p ¼ 0.046), distal epiphysis
(p ¼ 0.050), and diaphyseal marrow (p ¼ 0.153) compared to
O-T2D. and
strength
(ultimate
tensile
strength,
Su)
were
both
significantly decreased in O-T2D relative to O-CON (O-T2D:
100.138 13.114 versus O-CON: 1985.974 15.635, p ¼ 0.003
and O-T2D: 14.339 1.304 versus O-CON: 20.364 1.555,
p ¼ 0.017, respectively; Fig. 3C, D). Cortical bone biomechanical properties O-T2D and O-CON did not differ in whole-bone strength
(maximal torque at fracture, Tmax, O-T2D: 168.970 16.277
versus O-CON: 182.645 19.405) or torsional stiffness (K, O-T2D:
280.725 20.503 versus O-CON: 293.146 24.443) (Fig. 3A, B). However, tissue-level stiffness (shear modulus of elasticity, G) 13.688 0.347 versus O-CON: 12.489 0.404, p ¼ 0.051; Fig. 1A). Ct.Ar was significantly increased in O-T2D animals (O-T2D:
9.814 0.263 versus O-CON: 8.379 0.307, p ¼ 0.005; Fig. 1B), as
was Ct.Th (O-T2D: 0.978 0.021 versus O-CON: 0.849 0.025, g. 1. Cortical measurements of the femur: total area (A); cortical area (B); marrow area (C); cortical-to-total area (D); cortical thickness (E); polar moment
f inertia (F). Data are means SE adjusted for body weight; indicates differences between groups (p < 0.05). All groups are 40-week-old OLETF rats:
-T2D (n ¼ 8) were allowed ad libitum access to a rodent chow diet and O-CON (n ¼ 6) underwent moderate caloric restriction (30% restriction relative to
take of O-T2D) to maintain normal body weight and glycemia. Fig. 1. Cortical measurements of the femur: total area (A); cortical area (B); marrow area (C); cortical-to-total area (D); cortical thickness (E); polar moment
of inertia (F). Data are means SE adjusted for body weight; indicates differences between groups (p < 0.05). All groups are 40-week-old OLETF rats:
O-T2D (n ¼ 8) were allowed ad libitum access to a rodent chow diet and O-CON (n ¼ 6) underwent moderate caloric restriction (30% restriction relative to
intake of O-T2D) to maintain normal body weight and glycemia. INSULIN-STIMULATED BONE BLOOD FLOW/BIOMECHANICS IN OBESE, T2D OLETF RATS
119 JBMR® Plus (WOA) Fig. 2. Trabecular measurements of the femur: trabecular thickness (A); trabecular spacing (B); trabecular number (C); trabecular bone volume to total
volume (D); connectivity density (E). Data are means SE adjusted for body weight; indicates differences between groups (p < 0.05). All groups are
40-week-old OLETF rats: O-T2D (n ¼ 8) were allowed ad libitum access to a rodent chow diet and O-CON (n ¼ 6) underwent moderate caloric restriction
(30% restriction relative to intake of O-T2D) to maintain normal body weight and glycemia. Fig. 2. Trabecular measurements of the femur: trabecular thickness (A); trabecular spacing (B); trabecular number (C); trabecular bone volume to tota
volume (D); connectivity density (E). Insulin-stimulated bone blood flow We observed regional differences in bone blood flow: diaphyseal
marrow hadthehighest blood flow,followed by the proximaland
distal epiphyses (Fig. 4A, C; Table 2); blood flow was lowest in the
diaphysis (Fig. 4B; Table 2). These regional differences are
consistent with thosepreviouslyreported innormal(38,44) and T2D
animals.(15) Basal blood flow (Fig. 4A–D), VC and VR (Table 2) did
not differ between O-T2D and O-CON. Changes in blood flow in response to insulin and group
differences to the insulin response could be due to changes in
MAP and/or VC. There were significant group main effects for
MAP (Table 2), such that MAP was greater in O-CON compared to
O-T2D (O-T2D: 76.2 2.7 mmHg; O-CON: 90.4 2.3 mmHg;
main effects p ¼ 0.002). There was also a significant main effect
for insulin stimulation, such that MAP was reduced after insulin
stimulation (basal: 92.0 2.5 mmHg; insulin: 74.6 3.4 mmHg;
main effect p ¼ 0.003). The GROUP-by-INSULIN interaction was
not significant. Likewise, there was no significant group
difference in percent change in MAP after insulin stimulation. However, the percent increases in VC in the proximal and distal
epiphyses were greater in O-CON than O-T2D (p ¼ 0.06 and
p ¼ 0.05, respectively; Fig. 5B). Thus, greater insulin-stimulated
increases in VC in O-CON likely accounted for augmented blood
flow relative to O-T2D. However, O-T2D and O-CON showed differential blood flow
responses to insulin stimulation in the proximal and distal
epiphyses; ie, there were significant interactions in the two-
factor RMANOVA (GROUP INSULIN interaction p values were
0.032 and 0.124, respectively; Fig. 4A, C; Table 2). In support of
our hypothesis, in O-T2D blood flow in the proximal epiphysis
decreased after insulin-stimulation (post hoc paired t test within
O-T2D p ¼ 0.032), such that blood flow after insulin infusion was
significantly lower in O-T2D compared to O-CON (post hoc t test
p ¼ 0.038). In the distal epiphysis, insulin stimulation increased 120
DIRKES ET AL. JBMR Plus (WOA) Fig. 3. Biomechanical properties of the femur: maximal torque (A); torsional stiffness (B); shear modulus of elasticity (C); ultimate tensile strength (D). Data are means SE adjusted for body weight; indicates differences between groups (p < 0.05). Insulin-stimulated bone blood flow All groups are 40-week-old OLETF rats: O-T2D (n ¼ 8)
were allowed ad libitum access to a rodent chow diet and O-CON (n ¼ 6) underwent moderate caloric restriction (30% restriction relative to intake of
O-T2D) to maintain normal body weight and glycemia. Fig. 3. Biomechanical properties of the femur: maximal torque (A); torsional stiffness (B); shear modulus of elasticity (C); ultimate tensile strength (D). Data are means SE adjusted for body weight; indicates differences between groups (p < 0.05). All groups are 40-week-old OLETF rats: O-T2D (n ¼ 8)
were allowed ad libitum access to a rodent chow diet and O-CON (n ¼ 6) underwent moderate caloric restriction (30% restriction relative to intake of
O-T2D) to maintain normal body weight and glycemia. Discussion Data are means SE;
significant interaction (p 0.15) between group and insulin-stimulation in repeated measures ANOVA; #significantly different from basal within group
(p 0.05, one-tailed paired t test); $significantly different from O-CON after insulin stimulation (p 0.05, one-tailed independent sample t test). All
groups are 40-week-old OLETF rats: O-T2D (n ¼ 6) were allowed ad libitum access to a rodent chow diet and O-CON (n ¼ 8) underwent moderate caloric
restriction (30% restriction relative to intake of O-T2D) to maintain normal body weight and glycemia. Fig. 4. Blood flow measurements of the tibia: proximal epiphysis (A); diaphysis (B); distal epiphysis (C); diaphyseal marrow (D). Data are means SE;
significant interaction (p 0.15) between group and insulin-stimulation in repeated measures ANOVA; #significantly different from basal within group
(p 0.05, one-tailed paired t test); $significantly different from O-CON after insulin stimulation (p 0.05, one-tailed independent sample t test). All
groups are 40-week-old OLETF rats: O-T2D (n ¼ 6) were allowed ad libitum access to a rodent chow diet and O-CON (n ¼ 8) underwent moderate caloric
restriction (30% restriction relative to intake of O-T2D) to maintain normal body weight and glycemia. Fig. 4. Blood flow measurements of the tibia: proximal epiphysis (A); diaphysis (B); distal epiphysis (C); diaphyseal marrow (D). Data are means SE;
significant interaction (p 0.15) between group and insulin-stimulation in repeated measures ANOVA; #significantly different from basal within group
(p 0.05, one-tailed paired t test); $significantly different from O-CON after insulin stimulation (p 0.05, one-tailed independent sample t test). All
groups are 40-week-old OLETF rats: O-T2D (n ¼ 6) were allowed ad libitum access to a rodent chow diet and O-CON (n ¼ 8) underwent moderate caloric
restriction (30% restriction relative to intake of O-T2D) to maintain normal body weight and glycemia. Table 2. Discussion anesthetized O-CON and O-T2D rats. This result is expected
because anesthesia suppresses sympathetic nervous system
activity, which increases vasodilation and blood flow. However,
the discrepant effects of T2D on basal bone blood flow in our
study versus those reported by Stabley and colleagues(15) might
also be due to differences in the animal models of T2D. The ZDF
rat has altered leptin signaling because of a missense mutation
of leptin receptor, and leptin causes vasorelaxation; therefore,
animals with reduced leptin signaling might have reduced basal
blood flow.(46) Here, we report for the first time that insulin-stimulated bone
blood flow is compromised in the obese, T2D condition, which
also adversely affected bone structural and biomechanical
properties. We
observed
compromised
insulin-stimulated
vasodilation and blood flow in the proximal and distal epiphyses
and in the diaphyseal marrow of T2D animals that was
associated with increased vascular conductance. Consistent
with our observation, Stabley and colleagues(15) reported
reduced nitric oxide–mediated, endothelium-dependent vaso-
dilation in isolated femoral principal nutrient arteries in Zucker
diabetic fatty (ZDF) rats with a corresponding reduction in bone
blood flow. These results suggest that the vascular endothelium
of bone, like that of other tissues,(45) becomes insulin resistant in
T2D. Additional in vitro experiments with isolated bone blood
vessels are needed to definitively establish that this occurs. Stabley and colleagues(15) also reported reduced basal blood
flow in the femur of alert ZDF rats with long-term diabetes
compared with nondiabetic animals. In the present study, we
did not observe differences in tibia basal blood flow between The results of the present study confirm our previous
findings(25,28) and those of others(2,47,48) that insulin resistance
and T2D associated with excess adiposity negatively impact
bone health. Specifically, in the present study, obesity-induced
T2D negatively influenced trabecular microarchitecture and
tissue-level cortical strength and stiffness. Trabecular bone
volume was decreased with greater trabecular separation and
reduced connectivity density in O-T2D rats relative to O-CONs. Although T2D reduced tissue-level strength and stiffness of the
femur, whole-bone biomechanical properties were not com-
promised, most likely due to compensatory changes in bone 121 121 INSULIN-STIMULATED BONE BLOOD FLOW/BIOMECHANICS IN OBESE, T2D OLETF RATS JBMR® Plus (WOA) Fig. 4. Blood flow measurements of the tibia: proximal epiphysis (A); diaphysis (B); distal epiphysis (C); diaphyseal marrow (D). Discussion Percent change in blood flow (A) and vascular conductance (B) in
regions of tibia. Data are means SE; significantly different from O-CON. All groups are 40-week-old OLETF rats: O-T2D (n ¼ 6) were allowed ad
libitum access to a rodent chow diet and O-CON (n ¼ 8) underwent
moderate caloric restriction (30% restriction relative to intake of O-T2D) to
maintain normal body weight and glycemia. PE ¼ proximal epiphysis;
D ¼ diaphysis; DE ¼ distal epiphysis; M ¼ marrow. geometry, such as increased cortical area and thickness. The
effects of T2D on bone health observed in the hyperphagic,
obese OLETF rat are consistent with impaired bone micro-
architecture and biomechanical properties that occur in obese/
diabetic humans.(49,50) Given the important hemodynamic role of insulin in nutrient
delivery, the current data provide novel insight regarding how
impaired insulin-stimulated bone blood flow contributes to
increased bone fragility. Although the effects of insulin on
glucose uptake by skeletal muscle and adipose tissue are well
characterized, how insulin affects glucose uptake by bone is not
thoroughly understood. Some studies suggest that insulin
signaling does not alter expression of glucose transporters.(51,52)
However, a recent study of primary osteoblasts showed that
GLUT4 expression increases with osteoblast differentiate into
mature osteoblasts, and insulin exposure increases GLUT4
expression that is necessary for insulin-stimulated glucose
uptake.(53) By contrast, basal glucose uptake appears mediated
by insulin-independent GLUT1.(51) Thus, it appears that insulin
increases glucose uptake in mature osteoblasts via increased
osteoblast expression of GLUT4. Regardless of the direct effects
of insulin on glucose uptake via alterations in glucose
transporter expression, increased bone blood flow in response
to postprandial insulin release increases delivery of oxygen, Moreover, other pathogenic processes associated with
endothelial dysfunction might negatively impact bone in
T2D. For example, increased inflammation,(60) cellular adhe-
sion,(61) and oxidative stress(62) might also contribute to the
changes in bone structural and material properties that occur
in T2D. Impaired bone endothelial function is just one
potential mechanism by which T2D results in bone fragility. Discussion Regional Tibial Blood Flow, Vascular Conductance, and Vascular Resistance in Normoglycemic CON and T2D OLETF Rats
CON
T2D
Two-factor RMANOVA
Basal
Insulin
Basal
Insulin
Group Insulin
Group
Insulin
MAP (mmHg)
98.6 7.7
82.2 15.2
85.3 10.7
67.0 7.8
0.002
0.003
0.841
Proximal epiphysis
VC (mL/min/100 g/mmHg)
0.408 0.010
0.582 0.228
0.556 0.211 0.463 0.094
0.821
0.569
0.076
VR (mL/min/100 g)1
2.63 0.83
2.13 1.36
2.15 1.18
2.24 0.48
0.607
0.652
0.511
BF
39.97 9.37
46.01 17.27
48.84 20.95 31.17 7.95
0.643
0.256
0.032
Diaphysis
VC (mL/min/100 g/mmHg)
0.143 0.078
0.077 0.024
0.149 0.071 0.071 0.027
0.614
0.086
0.446
VR (mL/min/100 g/
mmHg)1
8.24 4.50
30.39 18.24
7.60 3.66
11.17 3.17
0.359
0.118
0.196
BF
13.35 7.99
6.56 4.63
13.40 6.46
4.99 2.38
0.759
0.099
0.625
Distal epiphysis
VC (mL/min/100 g/mmHg)
0.118 0.147
0.257 0.259
0.256 0.178 0.217 0.119
0.294
0.751
0.218
VR (mL/min/100 g/
mmHg)1
27.24 30.65
7.43 6.45
4.00 2.25
5.60 2.39
0.112
0.234
0.167
BF
11.31 13.84
19.97 19.38
19.94 17.31 11.39 3.83
0.879
0.879
0.124
Diaphyseal marrow
VC (mL/min/100 g/mmHg)
1.062 0.358
1.488 0.882
0.833 0.615 0.743 0.351
0.208
0.505
0.314
VR (mL/min/100 g/
mmHg)1
1.039 0.348
1.159 1.351
1.614 0.844 1.660 1.014
0.305
0.853
0.934
BF
105.21 38.43 118.39 76.15
77.23 62.94 34.33 21.17
0.164
0.689
0.324
Data are means SD; O-CON (n ¼ 8) and O-T2D (n ¼ 6). VC ¼ vascular conductance; VR ¼ vascular resistance; BF ¼ blood flow. Significantly different from basal within group (p 0.05, one-tailed paired t test). Significantly different from CON after insulin stimulation (p 0.05), one-tailed independent sample t test. JBMR Plus (WOA) 122
DIRKES ET AL. Fig. 5. Percent change in blood flow (A) and vascular conductance (B) in
regions of tibia. Data are means SE; significantly different from O-CON. All groups are 40-week-old OLETF rats: O-T2D (n ¼ 6) were allowed ad
libitum access to a rodent chow diet and O-CON (n ¼ 8) underwent
moderate caloric restriction (30% restriction relative to intake of O-T2D) to
maintain normal body weight and glycemia. Discussion PE ¼ proximal epiphysis;
D ¼ diaphysis; DE ¼ distal epiphysis; M ¼ marrow. nutrients, growth factors, and hormones. In particular, delivery
of circulating growth factors and hormones, the release of which
is upregulated in response to feeding, is augmented as a result
of insulin-stimulated blood flow. Thus, impaired insulin-
stimulated bone blood flow might adversely affect bone due
to reduced delivery of nutrients and other compounds that are
essential for normal bone. In particular, reduced postprandial availability of insulin and
glucose has the potential to have significant deleterious
skeletal effects because of the critical roles of insulin and
glucose
in
osteoblast
and
osteoclast
development
and
function. Insulin stimulates osteoblastogenesis and osteoblast
differentiation,(54)
inhibits
osteoblast
apoptosis,(51,55)
and
reduces osteoclastogenesis.(52) Osteoblast-specific deletion
of the insulin receptor impairs bone acquisition in mice,
with up to 50% decreases in trabecular bone.(56) Reduced
glucose uptake in bone causes decreased bone formation and
reduced bone mass in GLUT1 knockout mice.(51) Thus,
although the direct effects of insulin on glucose uptake in
bone are not entirely clear, insulin has other essential direct
actions on osteoblasts and osteoclasts.(57) In the present study, insulin-stimulation increased bone blood
flow despite a decrease in MAP in the normoglycemic O-CON
rats. Because blood flow is the product of MAP and VC, the
increase in bone blood flow observed in the O-CON control
animals was due to increased VC, ie, vasodilation, in response to
insulin. By contrast, insulin did not increase blood flow or VC in
the O-T2D rats. These findings as well as the reduced NO-
mediated vasodilation in femoral primary nutrient arteries
isolated
from
ZDF
rats(58)
suggest
eNOS
production
or
availability is reduced in T2D. In a study of cerebral vascular
function in the animals used in the present study to assess tibial
blood flow, NOS-dependent vasodilation was reduced, whereas
endothelin-1 (ET-1)-mediated vasoconstriction was increased in
isolated cerebral arteries of diabetic O-T2D animals.(59) These
observations are consistent with our hypothesis that the T2D-
associated reduction in insulin-stimulated bone blood flow is
due to altered insulin vasodilatory response in the vascular
endothelium of T2D animals. Although the response of the bone
vascular endothelium to insulin appears altered in T2D, the
responsiveness of the bone vascular endothelium to other
physiologic stimuli, such as exercise or hormones, known to
cause vasodilation and increased blood flow in T2D, has not
been studied to date. Fig. 5. Discussion Glucotoxicity,(63) lipotoxicity,(52) and reduced Wnt/b-catenin
signaling(64) also contribute to diabetic bone fragility by
compromising the osteogenic potential of mesenchymal stem
cells,(65) reducing osteoblastogenesis, increasing osteoblast
apoptosis,
impairing
osteoblast
function,
and
increasing
osteoclast number and activity.(66) Moreover, accumulation
of advanced glycation end-products (AGEs) negatively affect
bone’s material properties,(67) impairs osteoblast differentia-
tion,(68) and mineralization,(69) and increase sclerostin expres-
sion and apoptosis in osteocyte-like cells.(70) Thus, dysfunction
of bone endothelial cells is just one of many interrelated
mechanisms of diabetic bone fragility. 123 INSULIN-STIMULATED BONE BLOOD FLOW/BIOMECHANICS IN OBESE, T2D OLETF RATS
123 JBMR® Plus (WOA) 4. Fajardo RJ. Is diabetic skeletal fragility associated with microvas-
cular complications in bone? Curr Osteoporos Rep. 2017 Feb;15(1):
1–8. The
present
study
has
potential
limitations
that
are
inherent to investigation of the skeletal effects of obesity/T2D. First is the confounding effect of differences in body mass/
weight
gain
among
treatment
groups
on
body-mass–
dependent bone outcomes. We addressed these issues by
including body mass as a covariate in the statistical analyses for
body-size–dependent bone outcome variables (ie, cortical
geometry and biomechanical properties) as recommended by
Jepsen and colleagues.(39) Similarly, obesity might affect blood
flow through mechanisms unrelated to insulin resistance and
T2D. Although the hyperphagic OLETF rat model of T2D does
not allow us to disentangle the effects of excess body mass
(adiposity) from the metabolic and endocrine/paracrine changes
associated with obesity, the model replicates human T2D. 5. Tomlinson RE, Silva MJ. Skeletal blood flow in bone repair and
maintenance. Bone Res. 2013;1(4):311–22. 6. Park K-H, Park WJ. Endothelial dysfunction: clinical implications in
cardiovascular disease and therapeutic approaches. J Korean Med
Sci. 2015;30(9):1213–25. 7. Domingueti CP, Dusse LM, Carvalho Md, de Sousa LP, Gomes KB,
Fernandes AP. Diabetes mellitus: the linkage between oxidative
stress, inflammation, hypercoagulability and vascular complications. J Diabetes Complications. 2016 May-Jun;30(4):738–45. 8. Cowin SC, Cardoso L. Blood and interstitial flow in the hierarchical
pore space architecture of bone tissue. J Biomech. 2015;48(5):
842–54. 9. Parfitt AM. The mechanism of coupling: a role for the vasculature. Bone. 2000;26(4):319–23. In summary, the present study assessed insulin-stimulated
bone blood flow using stable-isotope–labeled microspheres. We observed compromised insulin-stimulated bone blood
flow, which was associated with deleterious changes in bone
trabecular
microarchitecture
and
cortical
biomechanical
properties in T2D OLETF rats. The results of this study
suggest that vascular dysfunction might contribute to the
pathogenesis of diabetic bone fragility in addition to other
mechanisms. 1. van Dieren S, Beulens JWJ, van der Schouw YT, Grobbee DE, Neal B.
The global burden of diabetes and its complications: an emerging
pandemic. Eur J Cardiovasc Prev Rehabil. 2010;17 Suppl 1:3–8. Disclosures 15. Stabley JN, Prisby RD, Behnke BJ, Delp MD. Type 2 diabetes alters
bone and marrow blood flow and vascular control mechanisms in
the ZDF rat. J Endocrinol. 2015 Mar 27;225(1):47–58. All authors state that they have no conflicts of interest. Acknowledgments 16. Jin JS, Bohlen HG. Non-insulin-dependent diabetes and hyperglyce-
mia impair rat intestinal flow-mediated regulation. Am J Physiol. 1997 Feb;272(2 Pt 2):H728–34. This work was partially supported through funding from the
Research Council of the University of Missouri, and partially
supported by a Veteran Affairs (VA) Grant VA-CDA2 BX001299
(to RSR). We thank Grace Meers and Hsiao T Yang for technical
and surgical assistance on this project. This work was supported
with resources and the use of facilities at the Harry S Truman
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TDO and RSR. Data collection: RKD, LCO, and TDO. Data analysis:
RKD, TDO, and PSH. Data interpretation: RKD, LCO, TDO, and
PSH. Drafting manuscript: RKD and PSH. Revising manuscript
content: RKD, RSR, TDO, and PSH. Approving final version of
manuscript:
RKD,
LCO,
TDO,
RSR,
and
PSH. PSH
takes
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125 68. Okazaki K, Yamaguchi T, Tanaka K, et al. Advanced glycation end
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DIRKES ET AL. JBMR Plus (WOA)
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The glucocorticoid receptor associates with the cohesin loader NIPBL to promote long-range gene regulation
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Download date: 24. Oct. 2024 University of Southern Denmark 1Laboratory of Receptor Biology and Gene Expression, National Cancer Institute,
National Institutes of Health, Bethesda, MD 20892, USA. 2Department of Physics,
University of Maryland, College Park, MD 20742, USA. 3High-Throughput Imaging
Facility (HiTIF), Center for Cancer Research (CCR), NCI/NIH, Bethesda, MD 20892,
USA. 4Department of Biochemistry and Molecular Biology, University of Southern
Denmark, Odense, Denmark. 5Institute for Physical Science and Technology,
University of Maryland, College Park, MD 20742, USA.
*Corresponding author. Email: hagerg@exchange.nih.gov (G.L.H.); lorenzo.rinaldi@
nih.gov (L.R.)
†These authors contributed equally to this work. The glucocorticoid receptor associates with the cohesin
loader NIPBL to promote long-range gene regulation The cohesin complex is central to chromatin looping, but mechanisms by which these long-range chromatin
interactions are formed and persist remain unclear. We demonstrate that interactions between a transcription
factor (TF) and the cohesin loader NIPBL regulate enhancer-dependent gene activity. Using mass spectrometry,
genome mapping, and single-molecule tracking methods, we demonstrate that the glucocorticoid (GC) receptor
(GR) interacts with NIPBL and the cohesin complex at the chromatin level, promoting loop extrusion and long-range
gene regulation. Real-time single-molecule experiments show that loss of cohesin markedly diminishes the con-
centration of TF molecules at specific nuclear confinement sites, increasing TF local concentration and promoting
gene regulation. Last, patient-derived acute myeloid leukemia cells harboring cohesin mutations exhibit a reduced
response to GCs, suggesting that the GR-NIPBL-cohesin interaction is defective in these patients, resulting in poor
response to GC treatment. M O L ECULAR B IOLOG Y Copyright © 2022
The Authors, some
rights reserved;
exclusive licensee
American Association
for the Advancement
of Science. No claim to
original U.S. Government
Works. Distributed
under a Creative
Commons Attribution
License 4.0 (CC BY). The glucocorticoid receptor associates with the cohesin loader NIPBL to promote long-range
gene regulation Rinaldi, Lorenzo; Fettweis, Gregory; Kim, Sohyoung; Garcia, David A.; Fujiwara, Saori;
Johnson, Thomas A.; Tettey, Theophilus T.; Ozbun, Laurent; Pegoraro, Gianluca; Puglia,
Michele; Blagoev, Blagoy; Upadhyaya, Arpita; Stavreva, Diana A.; Hager, Gordon L. Citation for pulished version (APA):
Rinaldi, L., Fettweis, G., Kim, S., Garcia, D. A., Fujiwara, S., Johnson, T. A., Tettey, T. T., Ozbun, L., Pegoraro,
G., Puglia, M., Blagoev, B., Upadhyaya, A., Stavreva, D. A., & Hager, G. L. (2022). The glucocorticoid receptor
associates with the cohesin loader NIPBL to promote long-range gene regulation. Science Advances, 8(13),
Article eabj8360. https://doi.org/10.1126/sciadv.abj8360 Go to publication entry in University of Southern Denmark's Research Portal Terms of use
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Commons Attribution
License 4.0 (CC BY). INTRODUCTION
d complex is still not well understood. Recent biophysical studies
revealed that nucleosomes and other protein complexes restrict
cohesin translocation (18), suggesting that transcriptional processes
and chromatin remodelers could promote the cohesin translocation
along the DNA strand (18, 19). Dynamic remodeling of nuclear architecture is paramount during
development, stem cell differentiation, and environmental adapta-
tion (1, 2). The cohesin complex is a master regulator of genome
organization, regulating sister chromatid cohesion, DNA repair,
and nuclear topology. Besides its prolonged binding at TAD bound-
aries (3–7), cohesin is also present at enhancer-promoter contacts
(2, 6–9). Enhancer-promoter interactions are dynamically con-
trolled by lineage-specific transcription factors (TFs) that ensure
proper phenotypic gene expression. This suggests a possible
regulatory connection between TFs and the architectural cohesin
complex (2). In mammals, the cohesin complex is formed by pro-
tein subunits SMC1a (structural maintenance of chromosomes 1a),
SMC3, and RAD21. In addition, a variety of accessory proteins
such as NIPBL, Mau2, SA1/SA2, Wapl, and PDS5 regulate cohesin
genome functions. The main cohesin subunits SMC1a, SMC3, and
RAD21 bind stoichiometrically at chromatin at a 1:1:1 ratio to form
the ring-shaped complex. However, a large fraction (60 to 80%) of
these subunits are not associated with chromatin, suggesting that
cohesin loading is a dynamic process (5, 10–12). SCC2/NIPBL dy-
namically loads cohesin to chromatin accessible sites (13), guiding
the bidirectional loop extrusion mechanism toward CTCF anchors
in an adenosine 5′-triphosphate (ATP)–dependent manner
(2, 4, 13–15). The genome localization and nuclear topology
functions of the NIPBL-cohesin complex are modulated by tran-
scriptional processes (16, 17). However, the mechanism behind the
interplay between transcriptional machinery and the cohesin Cohesin complex function and transcriptional processes are in
some ways correlated, but acute depletion of the cohesin complex
does not alter the global RNA production in mammalian cells (6). Considering that most of these studies are performed under steady-
state conditions, they only address the impact of cohesin depletion
on the basal transcriptional activity (6, 20). The cohesin complex
has been shown to bind at chromatin accessible sites bound by the
estrogen receptor (ER) (8, 21) and to modulate ER-mediated tran-
scriptional activity (8). Furthermore, the activation of steroid hormone
receptors results in changes in hormone-dependent chromatin
looping (21, 22), suggesting a profound relationship between steroid
hormone receptor actions and genome organization. However, how
cohesin regulates gene expression in response to induction is still
under discussion (23). NIPBL regulates inducible long-range gene regulation NIPBL regulates inducible long-range gene regulation
The cohesin complex, NIPBL, and TFs are all jointly involved in the
modulation of the long-range chromatin interactions (2). To assess
whether NIBPL regulates GR-bound long-range interactions, we
performed GR-HiChIP in NIPBL knockdown cells (Fig. 2, A to C)
(28). As expected, given that the GR binds mostly at distal regulatory
elements, most of the chromatin interactions bound by GR are
enhancer-enhancer interactions and enhancer-promoter interactions
(Fig. 2D), while only 2.5% are promoter-promoter interactions. Very few GR-bound interactions engage TAD boundaries marked
by the presence of CTCF, suggesting that the GR-bound interactions
are independently formed from the structural interactions defined
at CTCF TAD boundaries (Fig. 2D). Loss of NIPBL reduced both
the number and the strength of GR-bound long-range interactions,
identified by FitHiChIP (Fig. 2, B to D, and fig. S3, A to C) (29). As
a control, we performed GR-HiChIP experiments in ethanol (EtOH)–
treated cells, where GR is mostly cytosolic, finding no significantly
detectable interactions (Fig. 2, B to D). These data indicate that NIPBL
modulates GR binding to chromatin loops. To examine whether NIPBL
regulates GR-mediated RNA transcription, we quantified nascent
RNA transcripts for well-known GR target genes in NIPBL knock-
down cells. The genes altered in NIPBL knockdown cells are cobound
by both GR and NIPBL after dexamethasone treatment (fig. S1, H and I). These experiments revealed a profound dysregulation of GR-directed
gene expression (for both activated and repressed genes) in the knock-
down cells, suggesting that NIPBL is essential for proper GR-mediated
transcriptional activity (Fig. 2G and fig. S3, D to F). Perturbation of
the cohesin complex could result in several indirect effects includ-
ing changes in cellular morphology and cellular viability. To rule out
these secondary effects, we have repeated the siRNA treatment against
NIPBL and SMC1a and checked for those potential indirect effects. We did not observe any drastic changes in either morphology or
viability, suggesting that the residual SMC1A or NIPBL remaining
(after siRNA treatment) in our breast adenocarcinoma cells is enough
to maintain our cells in healthy conditions (fig. S3, G and H). To assess the indirect effects of GC treatment toward the cohesin
complex and potential action of GC treatment on global recruitment
of the cohesin complex, we performed an independent chromatin
fractionation assay, followed by Western blot. SCIE N C E A D V A NCES | RESEA R CH A RT ICL E SCIE N C E A D V A NCES | RESEA R CH A RT ICL E Downloaded from https://www.science.org on April 11, 2022 /www.science.org on April 11, 2022 Here, we investigate the interplay between the cohesin com-
plex and TFs, using the glucocorticoid (GC) receptor (GR), as model
system. GR is a nuclear receptor known to translocate from the
cytoplasm to the nucleus upon ligand treatment. Previous studies
have shown that treatment with GCs strengthens chromatin inter-
actions; these could be either stable or dynamic (21, 22, 24). GR
binds preestablished chromatin loops enriched for cohesin sub-
units Rad21 and Smc3 but depleted by CTCF, suggesting a possi-
ble connection between cohesin and GR activity (22). Here, we
show that chromatin-bound GR interacts with the cohesin loader
NIPBL and demonstrate that GC treatment induces NIPBL re-
cruitment to enhancers, promoting cohesin complex chromatin
binding. Although most of the current work uses GR as a model TF, we
suggest that this mechanism may be applicable to many other tran-
scriptional regulators capable of interacting with NIPBL. Together,
our data reveal a general mechanism by which TFs regulate the
three-dimensional organization of the genome. 1 of 18 Rinaldi et al., Sci. Adv. 8, eabj8360 (2022) 30 March 2022 RESULTS
Loop extrusion is triggered in a
hormone-dependent manner to GR-binding sites versus those distant from GR peaks. TAD bound-
aries near GR peaks showed a much stronger enrichment of cohesin
after dexamethasone treatment (fig. S1F). This suggests that the
activation of the steroid receptor promotes NIPBL-cohesin chromatin
binding and loop extrusion of the cohesin in the direction of CTCF-
bound TAD boundaries. To confirm our hypothesis, we performed
SMC1a ChIP quantitative polymerase chain reaction (qPCR) after
10, 20, and 60 min of GC treatment to quantify the extent of cohesin
chromatin binding and loop extrusion at the TSC22D3 gene locus
(Fig. 1H). We found a strong enrichment at 20 min at the GR-
bound site, whereas at 60 min, SMC1a was still enhanced at the
proximal TAD boundary (Fig. 1I). To confirm this pattern of cohes-
in loading, we have repeated the assay investigating the chromatin
landscape of multiple GR target genes regulated by long-range inter-
actions. Most of the GR-bound enhancers investigated show an
acute enrichment of the cohesin subunit SMC1A after only 20 min
of dexamethasone compared to 60 min (fig. S2, B to D). This en-
richment at GR-bound enhancers was reduced after 60 min, while it
was still highly evident at the nearby TAD boundary (fig. S2, B to D). Together, these data indicate that GR and probably other TFs
can promote cohesin binding at enhancer sites by a direct inter-
action with NIPBL. The cohesin complex is then extruded toward
the proximal TAD boundary in an ATP-dependent manner (13). NIPBL regulates inducible long-range gene regulation We did not observe
any dexamethasone-dependent global changes of NIPBL or SMC1A
at the chromatin fraction (fig. S2A), suggesting that the enhanced
chromatin binding of NIPBL and SMC1A is mostly exclusive to
chromatin sites bound by GR after dexamethasone treatment. Rinaldi et al., Sci. Adv. 8, eabj8360 (2022) 30 March 2022 RESULTS To uncover novel interacting partners of GR at the chromatin level,
we performed quantitative label-free mass spectrometry (MS),
chromatin immunoprecipitation–selective isolation of chromatin-
associated proteins (ChIP-SICAP) (25), using mouse mammary
carcinoma cells treated or untreated with dexamethasone, a steroid
hormone known to rapidly translocate the steroid receptor GR to
the nucleus and promote its binding to chromatin and gene regula-
tory functions (fig. S1A). The cohesin loader NIPBL and the cohesin
subunit SMC1a are among the top interactors with the chromatin-
bound GR (Fig. 1A). Independent methods, including immuno-
precipitation and proximity ligation assay, confirmed the direct
interaction between endogenous GR, NIPBL, and the cohesin com-
plex (Fig. 1, B and C). To investigate whether the NIPBL-GR interaction increases
chromatin binding after hormone activation, we performed two
biological replicates of ChIP sequencing (ChIP-seq) for NIPBL and
SMC1a before and after 1 hour of dexamethasone treatment. ChIP-
seq analysis demonstrated an increased binding of NIPBL and
SMC1a upon 1-hour dexamethasone treatment at GR-bound chro-
matin elements (Fig. 1, D and E, and fig. S1, B, C, H, and I). Together,
these data demonstrate that the steroid hormone receptor GR inter-
acts at the chromatin level with the cohesin loader NIPBL and the
cohesin arm SMC1a, promoting cohesin chromatin binding at GR
sites in a hormone-dependent manner (Fig. 1, D and E). SCIE N C E A D V A NCES | RESEA R CH A RT ICL E N C E A D V A NCES | RESEA R CH A RT ICL E
12
345
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6
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ChIP-
SICAP
B
C
D
GR
NIPBL
EtOH
Dex
EtOH
Dex
G
siCTRL
siNIPBL
siSMC1a
EtOH
GR
siCTRL
siNIPBL
siSMC1a
3815
3446
2085
155
5
32
23
Dex
EtOH
Flag
EtOH
Dex
SMC1a
chr11:101663377-101704782
GR/Nipbl proteomic
interaction
GR/SMC1a proteomic
interaction
Q value
Q value
EtOH 1-hour Dex
1-hour Dex
chr11
GR
SMC1a
CTCF
NIPBL
RAD21
GR
−
+
−
+
−
+
chrX:140,491,608-140,553,226
F
TAD
boundary
TAD
boundary
Top 3000 GR sites
H
GR
site
TAD
boundary
SMC1a chip
`
after dex time course
I
E
Top 3000 GR sites
0.40
0.30
0.20
0.10
0.0
GR
NIPBL
EtOH
Dex
EtOH
Dex
EtOH
Dex
SMC1a
0.1
0.4
0.5
0.2
0.3
0
0.4
3
1.6
1.2
0.8
0.4
0.0
EtOH
Dex
0
100
200
300
Intensity (Nuc.)
NIPBL/GR
interaction by PLA
EtOH
Neg Ctrl
0
500
1000
1500
Smc3/GR
interaction by PLA
Dex
EtOH
Neg Ctrl
NIPBL
CTCF
−
+
SMC1a
−
+
−
+
−
+
1
2
3
4
5
7
6
8
9
Arl4d
Tsc22d3
Mau2
Nipbl
Dex
GR
Smc3
Smc1
Rad21
PBL and cohesin are loaded onto chromatin in a hormone-dependent manner. (A) GR-cohesin–interacting partners identified by GR ChIP-SICAP. GR inter-
ficantly with NIPBL and SMC1a, marked in red. (B) GR-immunoprecipitation (and FLAG-IP) and blotting against SMC1, SMC3, NIPBL, and GR after 1 hour of EtOH
ethasone treatment in mouse breast adenocarcinoma cells. (C) Endogenous interaction, measured by proximity ligation assay, between GR and NIPBL (left) and
ht). (D) GR, NIPBL, and SMC1a ChIP-seq after 1 hour of EtOH or dexamethasone treatment. (E) Heatmaps representing GR, NIPBL, and SMC1a ChIP-seq at the 3000
GR locations previously identified in 3134 cells before and after 1 hour of 100 nM dexamethasone. Data combine two biological replicates normalized to
reads. (F) Heatmap of GR ChIP-seq intensity at the 3000 strongest GR locations [same as (E)] in siCTRL, siSMC1a, and siNIPBL cells. Genomic data are normalized
ts per kilobase million (fpkm)] to a total of 10 million reads and further to local tag density (P < 0.000001 from Wilcoxon test). (G) Venn diagram of GR ChIP-seq
ntified in two independent replicates of siCTRL, siSMC1a, and siNIPBL cells. (H) Genome browser screenshot of the Tsc22d3 gene locus for the ChIP-seq of GR,
MC1A, RAD21, and CTCF. SCIE N C E A D V A NCES | RESEA R CH A RT ICL E The TAD boundary at the 3′ untranslated region of TSC22D3 gene was used to evaluate cohesin binding and loop extrusion mechanism
by GR. (I) Red highlighted regions correspond to PCR products designed to evaluate the loop extrusion process. On the right side, ChIP qRT-PCR for SMC1a after
d 20′
d 60′ f d
h
(d
i
h
h
bi l
i
l
li
)
p
g
p
, A
ChIP-
SICAP
GR/Nipbl proteomic
interaction
GR/SMC1a proteomic
interaction
Q value
Q value
EtOH 1-hour Dex
1-hour Dex
EtOH
Mau2
Nipbl
Dex
GR
Smc3
Smc1
Rad21 B
Dex
EtOH
Flag C
Dex
0
100
200
300
Intensity (Nuc.)
NIPBL/GR
interaction by PLA
EtOH
Neg Ctrl
0
500
1000
1500
Smc3/GR
interaction by PLA
Dex
EtOH
Neg Ctrl B A C D
GR
NIPBL
EtOH
Dex
EtOH
Dex
GR
EtOH
Dex
SMC1a
chr11:101663377-101704782
chr11
Arl4d D E
Top 3000 GR sites
0.40
0.30
0.20
0.10
0.0
GR
NIPBL
EtOH
Dex
EtOH
Dex
EtOH
Dex
SMC1a
0.1
0.4
0.5
0.2
0.3
0
0.4 E GR GR siCTRL
siNIPBL
siSMC1a
EtOH
GR
F
Top 3000 GR sites
3
1.6
1.2
0.8
0.4
0.0 Downloaded from https://www.science.org on April 11, 2022 RL
siNIPBL
siSMC1a
3815
3446
2085
155
5
32
23
GR
site
TAD
boundary
SMC1a chip
`
after dex time course
1
2
3
4
5
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8
9
Downloaded from https://www.science.org on April 11, 2022 G 12
345
7
6
8
9
GR
SMC1a
CTCF
NIPBL
RAD21
GR
−
+
−
+
−
+
chrX:140,491,608-140,553,226
TAD
boundary
TAD
boundary
H
GR
site
SMC1
`
after dex
I
NIPBL
CTCF
−
+
SMC1a
−
+
−
+
−
+
1
2
3
4
Tsc22d3 H Fig. 1. NIPBL and cohesin are loaded onto chromatin in a hormone-dependent manner. (A) GR-cohesin–interacting partners identified by GR ChIP-SICAP. GR inter-
acts significantly with NIPBL and SMC1a, marked in red. (B) GR-immunoprecipitation (and FLAG-IP) and blotting against SMC1, SMC3, NIPBL, and GR after 1 hour of EtOH
or dexamethasone treatment in mouse breast adenocarcinoma cells. (C) Endogenous interaction, measured by proximity ligation assay, between GR and NIPBL (left) and
SMC3 (right). (D) GR, NIPBL, and SMC1a ChIP-seq after 1 hour of EtOH or dexamethasone treatment. (E) Heatmaps representing GR, NIPBL, and SMC1a ChIP-seq at the 3000
strongest GR locations previously identified in 3134 cells before and after 1 hour of 100 nM dexamethasone. Downloaded from https://www.science.org on April 11, 2022 To evaluate whether this interaction was important for GR chro-
matin binding, we performed GR ChIP-seq upon NIPBL and
SMC1a knockdown. We performed small interfering RNA (siRNA)
treatment against NIPBL or SMC1A in mammary breast adeno-
carcinoma cells. An efficient knockdown, achieved after 72 hours of
siRNA transfection, was evaluated by Western blot for both NIPBL
and the core cohesin subunit SMC1a (fig. S1G). Loss of NIPBL re-
duced GR binding to chromatin, and both the number of GR chro-
matin sites and the strength of GR binding were severely compromised
(Fig. 1, F and G). To further validate these findings, we performed
GR ChIP-seq in SMC1a knockdown cells. In agreement with our
siNIPBL results, depletion of SMC1A (72 hours of siRNA treatment)
significantly reduced GR binding to chromatin (Fig. 1, F and G). In
support of these results, our chromatin fraction data clearly dis-
played a decrease in GR accumulation in the chromatin fraction
after the knockdown of NIPBL and Smc1a (fig. S2A). These data
suggest a multifactorial model whereby the NIPBL-cohesin com-
plex associates with transcriptional regulators to induce long-range
gene regulation (4, 16, 17, 26). By determining the position of TAD anchors via CTCF motif
orientation analysis (27), we observed that GR primarily binds in
close proximity to the TAD anchors (fig. S1, D and E). To test
whether GR induces cohesin stalling at the TAD boundaries, we
quantified the enrichment of cohesin at TAD boundaries proximal 2 of 18 Rinaldi et al., Sci. Adv. 8, eabj8360 (2022) 30 March 2022 SCIE N C E A D V A NCES | RESEA R CH A RT ICL E SCIE N C E A D V A NCES | RESEA R CH A RT ICL E Data combine two biological replicates normalized to
10 million reads. (F) Heatmap of GR ChIP-seq intensity at the 3000 strongest GR locations [same as (E)] in siCTRL, siSMC1a, and siNIPBL cells. Genomic data are normalized
[fragments per kilobase million (fpkm)] to a total of 10 million reads and further to local tag density (P < 0.000001 from Wilcoxon test). (G) Venn diagram of GR ChIP-seq
peaks identified in two independent replicates of siCTRL, siSMC1a, and siNIPBL cells. (H) Genome browser screenshot of the Tsc22d3 gene locus for the ChIP-seq of GR,
NIPBL, SMC1A, RAD21, and CTCF. The TAD boundary at the 3′ untranslated region of TSC22D3 gene was used to evaluate cohesin binding and loop extrusion mechanism
mediated by GR. (I) Red highlighted regions correspond to PCR products designed to evaluate the loop extrusion process. On the right side, ChIP qRT-PCR for SMC1a after
EtOH treatment and 20′ and 60′ of dexamethasone (data points show three biological replicates). 3 of 18 Rinaldi et al., Sci. Adv. 8, eabj8360 (2022) 30 March 2022 SCIE N C E A D V A NCES | RESEA R CH A RT ICL E FitHiChIP
significant interactions
GR ChIP
siNPBL
GR-HiCHIP
siCTRL
ARL4D gene locus
GR-HiCHIP
TSC22D3 gene locus
B
D
C
F
E
GR ChIP
siNPBL
siCTRL
A
G
GRHiChIP: Normalized
coverage of significant
interactions
siCTRL + dex
siNPBL + dex
siCTRL + etOH
0
5000
10,000
Number of significant chromatin interactions
siCTRL + dex
siNPBL + dex
siCTRL + etOH
0
50
100
chr1
chr2
chr3
chr4
chr5
chr6
chr7
chr8
chr9
chr10
chr11
chr12
chr13
chr14
chr15
chr16
chr17
chr18
chr19
chrx
APA (Z score) enrichment
Ethanol
siCTRL + dex
siNIPBL + dex
***
***
***
regulates GR-bound long-range interactions and gene regulation. (A) Experimental design of the GR-HiChIP protocol and analys
ome browser screenshot of GR-bound long-range interaction identified by FitHiChIP at the TSC22D3 and ARL4D locations, in siCTRL and
rmalized at a 5-kb resolution. (D) Top: The number of significant GR long-range interactions identified by FitHiChIP, at a Q value of 0.01 u
untreated cells, siCTRL + 1-hour dexamethasone, and siNIPBL + 1-hour dexamethasone. Bottom: The percentages of the GR-bond chro
different types of long-range interactions. (E) Quantification intensity of the commonly identified GR-HiChIP long-range interactions iden
1) in siCTRL and siNIPBL samples, at a 5-kb resolution. SCIE N C E A D V A NCES | RESEA R CH A RT ICL E P < 0.00001 derived from KS test. (G) Nascent RNA quantification, measured by qRT-PCR, of GR target genes (1 hour of EtOH or dexamethasone
treatment) after 48 hours of siRNA transfection against nontargeting sequence (siCTRL) or NIPBL. Fold inductions (dexamethasone/EtOH) are normalized on glyceraldehyde-3-
phosphate dehydrogenase (GAPDH) nascent RNA. Error bars represent SE, and P value was derived from unpaired Mann-Whitney tests (n = 3 independent biological
replicates). ns, not significant. Downloaded from https://www.science.org on April 11, 2022 FitHiChIP
significant interactions
GR ChIP
siNPBL
GR-HiCHIP
siCTRL
ARL4D gene locus
C D
0
5000
10,000
Number of significant chromatin interactions
siCTRL + dex
siNPBL + dex
siCTRL + etOH D C E
GRHiChIP: Normalized
coverage of significant
interactions
siCTRL + dex
siNPBL + dex
siCTRL + etOH
*** F
G
0
50
100
chr1
chr2
chr3
chr4
chr5
chr6
chr7
chr8
chr9
chr10
chr11
chr12
chr13
chr14
chr15
chr16
chr17
chr18
chr19
chrx
APA (Z score) enrichment
Ethanol
siCTRL + dex
siNIPBL + dex
***
*** E F Downloaded from https://www.science.org on April 11, 2022 *** Fig. 2. NIPBL regulates GR-bound long-range interactions and gene regulation. (A) Experimental design of the GR-HiChIP protocol and analysis pipeline. (B and
C) WashU genome browser screenshot of GR-bound long-range interaction identified by FitHiChIP at the TSC22D3 and ARL4D locations, in siCTRL and siNIPBL cells. Loop
strength is normalized at a 5-kb resolution. (D) Top: The number of significant GR long-range interactions identified by FitHiChIP, at a Q value of 0.01 using coverage bias
parameters, in untreated cells, siCTRL + 1-hour dexamethasone, and siNIPBL + 1-hour dexamethasone. Bottom: The percentages of the GR-bond chromatin interactions
stratified into different types of long-range interactions. (E) Quantification intensity of the commonly identified GR-HiChIP long-range interactions identified by FitHiChIP
(Q value of 0.01) in siCTRL and siNIPBL samples, at a 5-kb resolution. NIPBL depletion leads to profound reduction of GR-bound chromatin interaction number and looping
strength. P < 0.00001 derived from KS test. (F) Aggregate enrichment for each mouse chromosome in the GR-HiChIP datasets in EtOH, siCTRL, and siNIPBL samples. Aggregate
peak analysis (APA) measurements (Z score) were calculated on the long-range interactions identified by FitHiChIP (Q value of 0.01) using the juicertools at a 5-kb resolu-
tion and VC normalization. P < 0.00001 derived from KS test. SCIE N C E A D V A NCES | RESEA R CH A RT ICL E NIPBL depletion leads to profound reduction of GR-bound chromatin interaction nu
.00001 derived from KS test. (F) Aggregate enrichment for each mouse chromosome in the GR-HiChIP datasets in EtOH, siCTRL, and siNIPBL sa
(APA) measurements (Z score) were calculated on the long-range interactions identified by FitHiChIP (Q value of 0.01) using the juicertoo
ormalization P < 0 00001 derived from KS test (G) Nascent RNA quantification measured by qRT-PCR of GR target genes (1 hour of EtOH o FitHiChIP
significant interactions
GR ChIP
siNPBL
GR-HiCHIP
siCTRL
ARL4D gene locus
GR-HiCHIP
TSC22D3 gene locus
B
C
GR ChIP
siNPBL
siCTRL A B Rinaldi et al Sci Adv 8 eabj8360 (2022)
30 March 2022
4 of 18
FitHiChIP
significant interactions
GR ChIP
siNPBL
GR-HiCHIP
siCTRL
ARL4D gene locus
G
D
C
F
E
siNPB
G
GRHiChIP: Normalized
coverage of significant
interactions
siCTRL + dex
siNPBL + dex
siCTRL + etOH
0
5000
10,000
Number of significant chromatin interactions
siCTRL + dex
siNPBL + dex
siCTRL + etOH
0
50
100
chr1
chr2
chr3
chr4
chr5
chr6
chr7
chr8
chr9
chr10
chr11
chr12
chr13
chr14
chr15
chr16
chr17
chr18
chr19
chrx
APA (Z score) enrichment
Ethanol
siCTRL + dex
siNIPBL + dex
***
***
***
Fig. 2. NIPBL regulates GR-bound long-range interactions and gene regulation. (A) Experimental design of the GR-HiChIP protocol and analysis pipeline. (B and
C) WashU genome browser screenshot of GR-bound long-range interaction identified by FitHiChIP at the TSC22D3 and ARL4D locations, in siCTRL and siNIPBL cells. Loop
strength is normalized at a 5-kb resolution. (D) Top: The number of significant GR long-range interactions identified by FitHiChIP, at a Q value of 0.01 using coverage bias
parameters, in untreated cells, siCTRL + 1-hour dexamethasone, and siNIPBL + 1-hour dexamethasone. Bottom: The percentages of the GR-bond chromatin interactions
stratified into different types of long-range interactions. (E) Quantification intensity of the commonly identified GR-HiChIP long-range interactions identified by FitHiChIP
(Q value of 0.01) in siCTRL and siNIPBL samples, at a 5-kb resolution. NIPBL depletion leads to profound reduction of GR-bound chromatin interaction number and looping
strength. P < 0.00001 derived from KS test. (F) Aggregate enrichment for each mouse chromosome in the GR-HiChIP datasets in EtOH, siCTRL, and siNIPBL samples. Aggregate
peak analysis (APA) measurements (Z score) were calculated on the long-range interactions identified by FitHiChIP (Q value of 0.01) using the juicertools at a 5-kb resolu-
tion and VC normalization. Acute loss of cohesin impairs inducible TF binding
to chromatin Among the significant dex-induced loops, our analysis identi-
fied chromatin interactions connecting GR-bound enhancers to the
GR target genes Fkbp5 and Tsc22D3 (Fig. 3C and table S5) (24). NIPBL and SMC1A bind these enhancer-promoter contacts in a
dexamethasone-dependent manner (Fig. 3C). These interactions are
strongly impaired by the loss of NIPBL (Fig. 3C). The TAD boundaries
at these loci are already formed before dexamethasone treatment;
however, the activation of the GR induces both the formation of
enhancer loops and mostly of the architectural stripes connecting
the GR site to the TAD boundaries (Fig. 3E and fig. S2F). Architectural
stripes are associated to the loop extrusion process (13), where a loop
anchor interacts with the entire domain at high frequency, to acti-
vate target gene activation (13, 32). To accurately identify these features,
we used the Stripenn protocol (32) to analyze our Micro-C data (Fig. 3E). Our analysis, at 5000–base pair (bp) resolution, identified 2300 stripes
in control EtOH versus 1703 in control dexamethasone cells. NIPBL
knockdown lowered the numbers of stripes to 1157 versus 557 (table S6). A total of 561 architectural stripes (at 5-kb resolution) were specifi-
cally bound by the GR (table S6). Dexamethasone treatment significantly
strengthened the GR-bound stripes compared to the EtOH control,
suggesting that GR chromatin binding promotes a higher frequency of
interactions and stimulates the loop extrusion process (Fig. 3, F and G). This dexamethasone-induced activation of the architectural stripes
is lost after NIPBL knockdown. Together, these data suggest that
GR and NIPBL promote DNA extrusion through the formation of
both enhancer-promoter contacts and architectural stripes. To extend our findings, we used the auxin degron system to rapidly
deplete the cohesin subunit RAD21 in HCT116 cells (Fig. 5A and
fig. S5, A and B) (6, 33). We performed GR ChIP-seq (two indepen-
dent biological replicates) after 1 hour of dexamethasone induction
in untreated and auxin-treated cells and found that rapid depletion
(4 and 24 hours) of RAD21 drastically reduces GR binding to chro-
matin (Fig. 5, B and C). At the RNA level, the acute depletion of
RAD21 strongly impaired GR-induced transcription of TSC22D3
and several other target genes (Fig. 5D). /www.science.org on April 11, 2022 We further asked whether loss of cohesin could also impair
chromatin binding of a noninducible TF. To this end, we performed
ChIP-seq for YY1, a noninducible TF known to bind and regulate
distal regulatory elements. Ultradeep Micro-C sequencing shows that NIPBL and GR
mediate long-range chromatin interactions To further understand how GR and NIPBL mediate long-range inter-
actions, we performed Micro-C in two biological replicates (before
and after 100 nM dexamethasone) in control and siNIPBL cells. We
opted for Micro-C since this method offers great advantages com-
pared to in situ Hi-C, given that the use of micrococcal nuclease
provides unparallel resolution (Fig. 3A) (30, 31). After filtering for
low-count reads across replicates, we identified 29,674 loops in siCtrl
control cells. Dexamethasone treatment resulted in an overall loop
count of 22,573. In this fraction, 2650 interactions (12%) represent
new loops induced by dex, while 6404 interactions (22%) were elimi-
nated by dex treatment (Fig. 3, B and C, and table S5). Approximately
50% of the new loops created by dex were sensitive to siNIPBL knock-
down (Fig. 3B), while very few of the dex-repressed loops were
affected by siNIPBL knockdown (Fig. 3B), confirming the importance
of NIPBL regulating nuclear architecture (Fig. 3B) (7, 14). Dex-induced
interactions are strongly bound by GR, as detected by ChIP-seq
(Fig. 3D). The strong reduction of dex-induced interactions in siNIPBL
cells indicates that GR and NIPBL jointly promote chromatin looping
in a large fraction of the new loops (Fig. 3, B to D). Since the per-
centage of dex-repressed interactions was not altered by NIPBL knock-
down (Fig. 3B), it appears that dex-repressed loops are not regulated by
NIPBL. Intriguingly, GR may regulate looping repression through
novel cofactors identified in our GR ChIP-SICAP analysis, such as
HP1-alpha (Cbx5), HP1-gamma (Cbx3), WIZ, EHMT1 (GLP),
lamin B receptor, and nuclear receptor corepressor 1 (table S1). Acute loss of cohesin impairs inducible TF binding
to chromatin We found that YY1 binding was largely
unaffected after 24 hours of auxin treatment, confirming that the
cohesin complex depletion has little impact on this stably bound TF
(Fig. 5E). To explore whether overall chromatin accessibility and
histone acetylation were altered by the acute depletion of RAD21,
we performed ATAC-seq (assay for transposase-accessible chroma-
tin using sequencing) (34) and H3K27ac ChIP-seq before and after
auxin treatment (two independent biological replicates). In agreement
with previous studies (6), acute depletion of RAD21 (4 to 24 hours)
showed minor changes in chromatin accessibility and histone acetyla-
tion (Fig. 5, F and G), indicating that the steady-state transcriptional
machinery is largely unaltered by the acute loss of RAD21. Nevertheless,
prolonged cohesin deprivation (72 hours) leads to the loss of active chro-
matin modifications and cohesin-associated proteins (fig. S5, E and F). Single-molecule nascent RNA-FISH reveals
that GR associates with NIPBL to promote
long-range gene regulation SCIE N C E A D V A NCES | RESEA R CH A RT ICL E SCIE N C E A D V A NCES | RESEA R CH A RT ICL E hybridization chain reaction (HCR) RNA fluorescence in situ hy-
bridization (FISH) to probe the expression of nascent RNA from
well-known GR target genes Tsc22d3 and Arl4d (Fig. 4, A and B). The results confirm that nascent transcription of both Tsc22d3 and
Arl4d genes is impaired approximately two- and fourfold in siRAD21
and siSMC1a knockdown cells, respectively (Fig. 4, C and D, and
fig. S4, A to D). With HCR, one can investigate the distribution of
gene expression at the single-cell and single-allele level. Thus, we
measured the percentage of actively transcribing cells for each con-
dition and their allelic contribution (Fig. 4E). Approximately 65%
of cells treated with a scrambled siRNA actively transcribe the target
genes examined, while in both siSMC1a- and siRAD21-treated cells,
less than 40% of these are transcriptionally active (Fig. 4E). Consid-
ering the function of the cohesin complex in nuclear architecture,
we also investigated whether nuclear positions of the loci are affected. We analyzed the localization of Tsc22d3 and Arl4d loci (measured
by HCR) with respect to the nuclear membrane, observing a recruit-
ment of active loci to the periphery of the nucleus under all the tested
conditions, while finding no difference between control and knock-
down cells (fig. S4E). Collectively, our single-molecule nascent
RNA-FISH data show that the loss of NIPBL and of the core cohesin
subunits markedly affects the GR-mediated gene expression by
reducing the number of bursting sites and the intensity of the tran-
scriptional activity without affecting localization of target genes in
the nucleus. Ultradeep Micro-C sequencing shows that NIPBL and GR
mediate long-range chromatin interactions SCIE N C E A D V A NCES | RESEA R CH A RT ICL E (G) Nascent RNA quantification, measured by qRT-PCR, of GR target genes (1 hour of EtOH or dexamethasone
treatment) after 48 hours of siRNA transfection against nontargeting sequence (siCTRL) or NIPBL. Fold inductions (dexamethasone/EtOH) are normalized on glyceraldehyde-3-
phosphate dehydrogenase (GAPDH) nascent RNA. Error bars represent SE, and P value was derived from unpaired Mann-Whitney tests (n = 3 independent biological
replicates). ns, not significant. 4 of 18 Rinaldi et al., Sci. Adv. 8, eabj8360 (2022) 30 March 2022 Single-molecule nascent RNA-FISH reveals
that GR associates with NIPBL to promote
long-range gene regulation (E) Contact frequencies, in siCTRL Dex, of the architectural stripe connecting the GR-bo A
B
20-KB
resolution
Chr 1:
(Mb)
60
70
80
86
78
70
68
66
72
74
76
Chr 1:
(Mb)
5-KB
resolution
79
80
84
81
80
82
81
82
83
Chr 1:
(Mb) A 20-KB
resolution
(Mb)
60
70
80
86
78
70
68
66
72
74
76
Chr 1:
(Mb)
5-KB
resolution
79
80
84
81
80
82
81
82
83 78
74
76
1:
b)
5-KB
resolution
79
80
84
81
80
82
81
82
83 B
81
82
GR dex
NIPBL etOH
NIPBL dex
SMC1A etOH
SMC1A dex
CTCF
GR
HiChIP
loops
Fkbp5
EtOH
Dex
siCTRL B E
F
2000-bp
resolution
GR dex
NIPBL etOH
NIPBL dex
SMC1A etOH
SMC1A dex
CTCF
2000-bp
resolution
siNIPBL Dex
Chr 17:
(Kb)
28,440
28,520
GR
HiChIP
loops
Fkbp5
C
GR dex
NIPBL etOH
NIPBL dex
SMC1A etOH
SMC1A dex
CTCF
2000-bp
resolution
siCTRL Dex
siNIPBL Dex
G
siNIPBL Dex
siCTRL EtOH
EtOH
Dex
EtOH
Dex
siCTRL
D
siCTRL
Dex
siNIPBL
Dex EtOH
Dex
D
siCTRL
EtOH
siCTRL
Dex
siNIPBL
Dex
siNIPBL
EtOH
3
2
1
0 D 2000-bp
resolution
GR dex
NIPBL etOH
NIPBL dex
SMC1A etOH
SMC1A dex
CTCF
2000-bp
resolution
siNIPBL Dex
Chr 17:
(Kb)
28,440
28,520
GR
HiChIP
loops
Fkbp5
C
GR dex
NIPBL etOH
NIPBL dex
SMC1A etOH
SMC1A dex
CTCF
2000-bp
resolution
siCTRL Dex
siNIPBL Dex
siNIPBL Dex
siCTRL EtOH
EtOH
Dex
siCTRL
D 2000-bp
resolution
Chr 17:
(Kb)
28,440
28,520
C
siCTRL EtOH C Downloaded from https://www.science.org on April 11, 2022 G F
G G E F E
GR Fig. 3. Ultradeep Micro-C sequencing shows that NIPBL regulates GR-mediated long-range interactions. (A) Chromosome contact maps for three successive zoom-
ins across mouse chromosome 1 using Micro-C data. Red arrows depict anchors by moustache loop calling, and red boxes are architectural stripes detected by Stripenn. (B) Middle: Total numbers of Micro-C loops in siCTRL EtOH and siCTRL Dex. A total of 2650 loops were identified as dex-induced while 6350 were found as dex-repressed
loops. siNIPBL cells showed a reduction of the dex-induced loops: measured by the ratio of the dex-induced loops over the sum of the differential loops and found by
comparing siCTRL EtOH versus siCTRL Dex and siNIPBL EtOH versus siNIPBL Dex. There was no change in the dex-repressed loops as measured by the ratio of the
dex-repressed loops. Single-molecule nascent RNA-FISH reveals
that GR associates with NIPBL to promote
long-range gene regulation To validate our findings with a nonsteroidal, inducible TF, we
characterized the response of nuclear factor kB (NF-kB) to tumor
necrosis factor– (TNF-) stimulation in the RAD21mAID cells
(±auxin) by RNA sequencing (RNA-seq; two independent biological
replicates). Elegantly, earlier work using the Hct116 RAD21mAID To accurately investigate gene expression changes upon loss of co-
hesin at the single-cell level, we used a high-throughput version of 5 of 18 Rinaldi et al., Sci. Adv. 8, eabj8360 (2022) 30 March 2022 SCIE N C E A D V A NCES | RESEA R CH A RT ICL E N C E A D V A NCES | RESEA R CH A RT ICL E
A
B
20-KB
resolution
Chr 1:
(Mb)
60
70
80
86
78
70
68
66
72
74
76
Chr 1:
(Mb)
5-KB
resolution
79
80
84
81
80
82
81
82
83
Chr 1:
(Mb)
E
F
2000-bp
resolution
GR dex
NIPBL etOH
NIPBL dex
SMC1A etOH
SMC1A dex
CTCF
2000-bp
resolution
siNIPBL Dex
Chr 17:
(Kb)
28,440
28,520
GR
HiChIP
loops
Fkbp5
C
GR dex
NIPBL etOH
NIPBL dex
SMC1A etOH
SMC1A dex
CTCF
2000-bp
resolution
siCTRL Dex
siNIPBL Dex
GR
G
siNIPBL Dex
siCTRL EtOH
EtOH
Dex
EtOH
Dex
siCTRL
D
siCTRL
EtOH
siCTRL
Dex
siNIPBL
Dex
siNIPBL
EtOH
3
2
1
0
ltradeep Micro-C sequencing shows that NIPBL regulates GR-mediated long-range interactions. (A) Chromosome contact maps for three successive zo
s mouse chromosome 1 using Micro-C data. Red arrows depict anchors by moustache loop calling, and red boxes are architectural stripes detected by Stripe
le: Total numbers of Micro-C loops in siCTRL EtOH and siCTRL Dex. A total of 2650 loops were identified as dex-induced while 6350 were found as dex-repres
NIPBL cells showed a reduction of the dex-induced loops: measured by the ratio of the dex-induced loops over the sum of the differential loops and found
ng siCTRL EtOH versus siCTRL Dex and siNIPBL EtOH versus siNIPBL Dex. There was no change in the dex-repressed loops as measured by the ratio of
essed loops. (C) Micro-C robustly captures enhancer-promoter contacts driven by the GR. GR, SMC1A, NIPBL, and CTCF ChIP-seq are on top of the contact m
alized datasets represent two biological replicates and plotted at 2-kb resolution. (D) Aggregate peak analysis plots of the dex-induced loops. The heatm
how the GR ChIP-seq intensity at the dex-induced interactions. Single-molecule nascent RNA-FISH reveals
that GR associates with NIPBL to promote
long-range gene regulation Downloaded from https://www.science.org on April 11, 2022 Percentage of
transcribing cells
D
Nascent RNA
foci intensity
E
TSC22D3: RNA intensity
ARL4D: RNA intensity
TSC22D3: Heterogeneity
ARL4D: Heterogeneity
One
Two
One
Two
Spot number/cell
Spot number/cell
0.8
1
0.75
***
***
***
***
ns
ns
Sum spot intensity per cell
Sum spot intensity per cell
lls/well
well
siCTRL
siRAD21
siSMC1a
Zero
Foci
number
One
Two
16,384
32,768
65,536
131,072
262,144
524,288
***
***
ns
***
***
ns
16,384
32,768
65,536
131,072
262,144
524,288
Downloaded from https://www.science.org o D
Nascent RNA
foci intensity
TSC22D3: RNA intensity
ARL4D: RNA intensity
One
Two
One
Two
Spot number/cell
Spot number/cell
***
***
***
***
ns
ns
Sum spot intensity per cell
Sum spot intensity per cell
siCTRL
siRAD21
siSMC1a
16,384
32,768
65,536
131,072
262,144
524,288
***
***
ns
***
***
ns
16,384
32,768
65,536
131,072
262,144
524,288
Downloaded from https://w D
Nascent RNA
foci intensity A
y
TSC22D3: RNA intensity
One
Two
Spot number/cell
***
***
***
***
ns
ns
Sum spot intensity per cell
16,384
32,768
65,536
131,072
262,144
524,288 ARL4D: RNA intensity
One
Two
Spot number/cell
Sum spot intensity per cell
16,384
32,768
65,536
131,072
262,144
524,288
***
***
ns
***
***
ns D Sum spot intensity per cell Downloaded from https://www.science.org on April 11, 2022 Spot number/cell Spot number/cell ARL4D: Heterogeneity
Spot number/cell
Time after dex (hours)
0.8
0.6
0.4
0.2
0
Proportion of cells/well
Zero
ci
ber
One
Two Percentage of
transcribing cells
E
TSC22D3: Heterogeneity
ARL4D: Hetero
Time after dex (h
Time after dex (hours)
0.8
0.6
0.4
0.2
0
1
0.75
0.5
0.2
0
Proportion of cells/well
Proportion of cells/well
Zero
Foci
number
One
Two Percentage of
transcribing cells
E
TSC22D3: Heterogeneity
Time after dex (hours)
1
0.75
0.5
0.2
0
Proportion of cells/well E Percentage of
transcribing cells Time after dex (hours) Fig. 4. Cohesin depletion impairs GR gene activation. (A) Schematic illustration of HCR protocol. (B) Representative images of nascent RNA before and after Dex treat-
ment. ARL4D images are taken after 1 hour of dexamethasone; TSC22D3 images are taken after 4 hours of Dex treatment. Scale bar, 5 m. (C) Average number of active
nascent RNA foci per well at 0, 1, and 4 hours of dex treatment for ARL4D and TSC22D3, after 72 hours of siRNA against SMC1a or RAD21. Left: TSC22D3; right:
ARL4D. Single-molecule nascent RNA-FISH reveals
that GR associates with NIPBL to promote
long-range gene regulation (C) Micro-C robustly captures enhancer-promoter contacts driven by the GR. GR, SMC1A, NIPBL, and CTCF ChIP-seq are on top of the contact maps. All normalized datasets represent two biological replicates and plotted at 2-kb resolution. (D) Aggregate peak analysis plots of the dex-induced loops. The heatmaps
below show the GR ChIP-seq intensity at the dex-induced interactions. (E) Contact frequencies, in siCTRL Dex, of the architectural stripe connecting the GR-bound
superenhancer to the gene Nsmce2. (F) GR and NIPBL promote the formation of dexamethasone-dependent architectural stripes. Boxplot depicting the significance
[−log10(P value)] of all the GR-bound architectural stripes (n = 561), in siCTRL EtOH, siCTRL dex, siNIPBL EtOH, and siNIPBL dex Micro-C data. (G) Heatmap showing the
intensity of the architectural stripes (two biological replicates were combined on the level of binned data). 6 of 18 Rinaldi et al., Sci. Adv. 8, eabj8360 (2022) 30 March 2022 SCIE N C E A D V A NCES | RESEA R CH A RT ICL E N C E A D V A NCES | RESEA R CH A RT ICL E
TSC22D3: Active foci
siCTRL
siGR
siRAD21
siSMC1a
ARL4D: Active foci
Average number
Percentage of
transcribing cells
C
D
Nascent RNA
foci intensity
E
B
Nascent RNA spots
per nucleus
Nascent RNA spots
per nucleus
TSC22D3: RNA intensity
ARL4D: RNA intensity
TSC22D3: Heterogeneity
ARL4D: Heterogeneity
ARL4D
EtOH
Dexamethasone
Target
mRNA
Exon
Exon
Exon
Intron
A
Probe
Sequence
specific
HCR initiator
Sequence
specific
Amplifier
h1
h2
TSC22D3
0
0.25
0.50
0.75
1.00
One
Two
One
Two
Spot number/cell
Spot number/cell
Time after dex (hours)
Time after dex (hours)
Time after dex (hours)
Time after dex (hours)
0.8
0.6
0.4
0.2
0
1
0.75
0.5
0.2
0
active foci/well
***
***
***
***
ns
ns
Sum spot intensity per cell
Sum spot intensity per cell
Proportion of cells/well
Proportion of cells/well
siCTRL
siRAD21
siSMC1a
Zero
Foci
number
One
Two
***
0.25
0.50
0.75
1.00
16,384
32,768
65,536
131,072
262,144
524,288
***
***
ns
***
***
ns
16,384
32,768
65,536
131,072
262,144
524,288
***
***
***
Cohesin depletion impairs GR gene activation. (A) Schematic illustration of HCR protocol. (B) Representative images of nascent RNA before and after Dex treat-
RL4D images are taken after 1 hour of dexamethasone; TSC22D3 images are taken after 4 hours of Dex treatment. Scale bar, 5 m. Single-molecule nascent RNA-FISH reveals
that GR associates with NIPBL to promote
long-range gene regulation (C) Average number of active
RNA foci per well at 0, 1, and 4 hours of dex treatment for ARL4D and TSC22D3, after 72 hours of siRNA against SMC1a or RAD21. Left: TSC22D3; right:
TSC22D3 P value is 0.012 for siRAD21 and 0.0005 for siSMC1a, both derived from two-way analysis of variance (ANOVA) test. ARL4D, P < 0.00001 derived from
y ANOVA test both for siSMC1a and siRAD21. (D) Nascent RNA intensity of each of the foci in control cells and SMC1a and RAD21 knockdown cells. Left: TSC22D3;
RL4D. P < 0.00001 for TSC22D3 and P < 0.001 for ARL4D, derived from two-way ANOVA test for siSMC1a and siRAD21. No statistically significant difference was
etween siSMC1a and siRAD21 cells. (E) Percentage of actively transcribing cells measured by HCR before and after dex treatment in control and SMC1 and RAD21
own cells. Left: TSC22D3; right: ARL4D. At 0-hour treatment, almost 100% of cells are not actively transcribing. After 1 or 4 hours of dexamethasone treatment,
mately 70% of control cells transcribe nascent RNA of the target genes. In siSMC1a or siRAD21 cells, only 30% of cells actively transcribe nascent RNA for GR-regulated
iGR cells, the negative control, show no gene activation after dexamethasone treatment, confirming that nascent RNA foci enrichment is GR dependent. Single-molecule nascent RNA-FISH reveals
that GR associates with NIPBL to promote
long-range gene regulation Downloaded from https://www.science.org on April 11, 2022 B
ARL4D
EtOH
Dexamethasone
Target
mRNA
Exon
Exon
Exon
Intron
A
Probe
Sequence
specific
HCR initiator
Sequence
specific
Amplifier
h1
h2
TSC22D3 B
Target
mRNA
Exon
Exon
Exon
Intron
A
Probe
Sequence
specific
HCR initiator
Sequence
specific
Amplifier
h1
h2 A B EtOH TSC22D3: Active foci
siCTRL
siGR
siRAD21
siSMC1a
ARL4D: Active foci
Average number
C
Nascent RNA spots
per nucleus
Nascent RNA spots
per nucleus
ne
0
0.25
0.50
0.75
1.00
Time after dex (hours)
Time after dex (hours)
active foci/well
***
0.25
0.50
0.75
1.00
***
***
*** TSC22D3: Active foci
s
s
s
s
Average number
Nascent RNA spots
per nucleus
0
0.25
0.50
0.75
1.00
Time after dex (hours)
active foci/well
***
*** C a
ARL4D: Active foci
Nascent RNA spots
per nucleus
Time after dex (hours)
***
0.25
0.50
0.75
1.00
*** Average number
active foci/well Percentage of
transcribing cells
D
Nascent RNA
foci intensity
E
TSC22D3: RNA intensity
ARL4D: RNA intensity
TSC22D3: Heterogeneity
ARL4D: Heterogeneity
One
Two
One
Two
Spot number/cell
Spot number/cell
Time after dex (hours)
Time after dex (hours)
0.8
0.6
0.4
0.2
0
1
0.75
0.5
0.2
0
***
***
***
***
ns
ns
Sum spot intensity per cell
Sum spot intensity per cell
Proportion of cells/well
Proportion of cells/well
siCTRL
siRAD21
siSMC1a
Zero
Foci
number
One
Two
16,384
32,768
65,536
131,072
262,144
524,288
***
***
ns
***
***
ns
16,384
32,768
65,536
131,072
262,144
524,288
ohesin depletion impairs GR gene activation. (A) Schematic illustration of HCR protocol. (B) Representative images of nascent RNA before and after Dex treat-
L4D images are taken after 1 hour of dexamethasone; TSC22D3 images are taken after 4 hours of Dex treatment. Scale bar, 5 m. (C) Average number of active
RNA foci per well at 0, 1, and 4 hours of dex treatment for ARL4D and TSC22D3, after 72 hours of siRNA against SMC1a or RAD21. Left: TSC22D3; right:
SC22D3 P value is 0.012 for siRAD21 and 0.0005 for siSMC1a, both derived from two-way analysis of variance (ANOVA) test. ARL4D, P < 0.00001 derived from
ANOVA test both for siSMC1a and siRAD21. (D) Nascent RNA intensity of each of the foci in control cells and SMC1a and RAD21 knockdown cells. Left: TSC22D3;
L4D. P < 0.00001 for TSC22D3 and P < 0.001 for ARL4D, derived from two-way ANOVA test for siSMC1a and siRAD21. Single-molecule nascent RNA-FISH reveals
that GR associates with NIPBL to promote
long-range gene regulation No statistically significant difference was
tween siSMC1a and siRAD21 cells. (E) Percentage of actively transcribing cells measured by HCR before and after dex treatment in control and SMC1 and RAD21
wn cells. Left: TSC22D3; right: ARL4D. At 0-hour treatment, almost 100% of cells are not actively transcribing. After 1 or 4 hours of dexamethasone treatment,
ately 70% of control cells transcribe nascent RNA of the target genes. In siSMC1a or siRAD21 cells, only 30% of cells actively transcribe nascent RNA for GR-regulated
GR cells, the negative control, show no gene activation after dexamethasone treatment, confirming that nascent RNA foci enrichment is GR dependent. SCIE N C E A D V A NCES | RESEA R CH A RT ICL E A
B
Auxin = IAA
GR
ChIP-seq
GR
ChIP-seq
Dex
Dex
1 hour
1 hour
Untreated
24-hour IAA
Untreated
24-hour IAA + dex
4-hour IAA + dex
Untreated + dex
GR
replicate1
H3K27ac
HCT116
RAD21mAID A
Auxin = IAA
GR
ChIP-seq
GR
ChIP-seq
Dex
Dex
1 hour
1 hour
HCT116
RAD21mAID B A Nascent RNA of dex-regulated genes
before and after dex and auxin treatment D
Fold induction (dex over NT)
Nascent RNA of dex-regulated genes
before and after dex and auxin treatment +24 hours
GR
−
+
+
+
−
−
+4 hours
Dex
IAA
0
1.1
2.3
3.4
4.6
C D D C Rinaldi et al Sci Adv 8 eabj8360 (2022)
30 March 2022
8 of 18
−
IAA
+24 hours
YY-1
0
15.4
E
+4 hours
0
16.8
ATAC-seq
−
+4 hours +24 hours
IAA
H3K27ac
−
+4 hours
+24 hours
IAA
+6 hours
C1
C2
C3
F
G
C1
C2
C3
Fig. 5. Cohesin acute depletion impairs GR binding to chromatin. (A) Schematic representation of ChIP-seq experiments after double treatment of dexamethasone
and auxin of the HCT116 RAD21mAID cells. (B) Genome browser screenshot of representative GR-bound chromatin location in HCT116 RAD21mAID cells. Two biological
replicates are combined for each sample. (C) Heatmap representing GR ChIP-seq intensity at GR chromatin–bound locations (n = 371) identified in HCT116 RAD21mAID
cells. Data combine two independent biological replicates. (D) Nascent RNA quantification before and after dexamethasone treatment before and after 6 hours of auxin
treatment in RAD21mAID cells. Log10 fold inductions (dexamethasone/EtOH) are normalized on GAPDH mRNA. Five biological replicates are shown for each column. Columns depict mean with error bars representing SD between experiments. P values derived from unpaired Mann-Whitney-Wilcoxon test. (E to G) YY1, H3K27ac ChIP-
seq, and ATAC-seq in RAD21mAID cells, before and after auxin treatment. No substantial changes are found in YY1 chromatin binding and chromatin accessibility after
acute depletion of cohesin subunit RAD21. Data combine two independent biological replicates each. All heatmaps and genomic data are normalized to a total of
10 million reads and further to local tag density. Homer and bedtools algorithms were used to identify unique and common sites between each experimental condition. Single-molecule nascent RNA-FISH reveals
that GR associates with NIPBL to promote
long-range gene regulation TSC22D3 P value is 0.012 for siRAD21 and 0.0005 for siSMC1a, both derived from two-way analysis of variance (ANOVA) test. ARL4D, P < 0.00001 derived from
two-way ANOVA test both for siSMC1a and siRAD21. (D) Nascent RNA intensity of each of the foci in control cells and SMC1a and RAD21 knockdown cells. Left: TSC22D3;
right: ARL4D. P < 0.00001 for TSC22D3 and P < 0.001 for ARL4D, derived from two-way ANOVA test for siSMC1a and siRAD21. No statistically significant difference was
found between siSMC1a and siRAD21 cells. (E) Percentage of actively transcribing cells measured by HCR before and after dex treatment in control and SMC1 and RAD21
knockdown cells. Left: TSC22D3; right: ARL4D. At 0-hour treatment, almost 100% of cells are not actively transcribing. After 1 or 4 hours of dexamethasone treatment,
approximately 70% of control cells transcribe nascent RNA of the target genes. In siSMC1a or siRAD21 cells, only 30% of cells actively transcribe nascent RNA for GR-regulated
genes. siGR cells, the negative control, show no gene activation after dexamethasone treatment, confirming that nascent RNA foci enrichment is GR dependent. 7 of 18 Rinaldi et al., Sci. Adv. 8, eabj8360 (2022) 30 March 2022 SCIE N C E A D V A NCES | RESEA R CH A RT ICL E
+24 hours
GR
−
+
+
+
−
−
+4 hours
Dex
IAA
0
1.1
2.3
3.4
4.6
−
IAA
+24 hours
YY-1
0
15.4
D
A
B
E
Auxin = IAA
GR
ChIP-seq
GR
ChIP-seq
Dex
Dex
1 hour
1 hour
Fold induction (dex over NT)
Untreated
24-hour IAA
Untreated
24-hour IAA + dex
4-hour IAA + dex
Untreated + dex
GR
replicate1
H3K27ac
+4 hours
C
HCT116
RAD21mAID
0
16.8
ATAC-seq
−
+4 hours +24 hours
IAA
H3K27ac
−
+4 hours
+24 hours
IAA
+6 hours
C1
C2
C3
F
G
C1
C2
C3
Nascent RNA of dex-regulated genes
before and after dex and auxin treatment
Fig. 5. Cohesin acute depletion impairs GR binding to chromatin. (A) Schematic representation of ChIP-seq experiments after double treatment of dexamethasone
and auxin of the HCT116 RAD21mAID cells. (B) Genome browser screenshot of representative GR-bound chromatin location in HCT116 RAD21mAID cells. Two biological
replicates are combined for each sample. (C) Heatmap representing GR ChIP-seq intensity at GR chromatin–bound locations (n = 371) identified in HCT116 RAD21mAID
cells. Data combine two independent biological replicates. Single-molecule nascent RNA-FISH reveals
that GR associates with NIPBL to promote
long-range gene regulation (D) Nascent RNA quantification before and after dexamethasone treatment before and after 6 hours of auxin
treatment in RAD21mAID cells. Log10 fold inductions (dexamethasone/EtOH) are normalized on GAPDH mRNA. Five biological replicates are shown for each column. Columns depict mean with error bars representing SD between experiments. P values derived from unpaired Mann-Whitney-Wilcoxon test. (E to G) YY1, H3K27ac ChIP-
seq, and ATAC-seq in RAD21mAID cells, before and after auxin treatment. No substantial changes are found in YY1 chromatin binding and chromatin accessibility after
acute depletion of cohesin subunit RAD21. Data combine two independent biological replicates each. All heatmaps and genomic data are normalized to a total of
Downloaded from https://www.science.org on April 11, 2022 SCIE N C E A D V A NCES | RESEA R CH A RT ICL E SCIE N C E A D V A NCES | RESEA R CH A RT ICL E As predicted, the TNF-–induced gene response was altered
in the auxin-treated cells, supporting our hypothesis that the induc-
ible TF NF-kB requires cohesin to properly induce gene expression
(Fig. 6, A to D). Most of the TNF- up-regulated genes were differ-
entially regulated in both untreated and auxin-treated cells (Fig. 6B),
while more than 50% of the TNF- down-regulated genes were not
found in the RAD21-depleted cells. This suggests an important role
for cohesin to regulate gene repression. The log-fold induction of all
genes regulated by TNF treatment stimulation was impaired after
RAD21 depletion (Fig. 6, C and D), suggesting an essential role for
the cohesin complex to fine-tune gene activation and gene repres-
sion. Supporting our findings, previous elegant studies performed
in mouse macrophages treated with bacterial lipopolysaccharides
(LPSs) showed how the cohesin complex regulates gene expression
during hematopoietic stem cell differentiation and self-renewal (23). On the contrary, the loss of CTCF did not alter the gene expression
mediated by LPS treatment in human macrophages (35), suggesting
that cohesin regulates gene expression, independently of the inter-
action with the CTCF at TAD boundaries. y
g
Acute loss of RAD21 decreased both the chromatin binding and
the nuclear confinement fractions (Fig. 7, E and F). However, the
fraction of confined molecules was altered to a much greater extent
(Fig. 7F). Loss of cohesin diminishes more than 65% of the nuclear
confined molecules of GR (Fig. 7F). Nuclear confined regions have
been proposed to arise from highly interacting DNA loops, such as
TADs, where a high concentration of TFs promotes dynamic tran-
scriptional events and chromatin intermingling (3, 39). By the for-
mation of these confined regions through their IDRs, TFs could
amplify transcriptional output, perhaps by increasing the local con-
centration of transcriptional regulators at specific chromatin sites (36). The real-time microscopy results argue strongly that the cohesin
complex is functionally implicated in confinement of TFs (Fig. 7G). These findings imply a novel synergism between TF-mediated long-
range interactions, nuclear confined regions, and possibly loop extrusion. GC treatment is altered by mutations in the cohesin complex
Cohesin subunits are often mutated in several types of cancer. In
some forms of acute myeloid leukemia (AML), the cumulative level
of mutations in RAD21, SMC1a, SMC3, and STAG2 genes reaches
13% (40). This percentage is even higher in Down syndrome–associated
AML (DS-AML), where more than 50% of patients harbor cohesin
mutations (40). SCIE N C E A D V A NCES | RESEA R CH A RT ICL E To evaluate whether cancer mutations in the cohesin
genes can alter the response to GCs, we examined the dexamethasone
response with AML patient–derived samples. Kasumi cells and
CMK-CMY cells are derived from DS-AML–affected patients (Fig. 8A)
(41). In both sample sets, the cohesin mutated cells had a much lower
response to GC treatment, supporting the model that cohesin modu-
lates GR activity and the GC therapeutic response (Fig. 8, B and C). GCs, such as betamethasone and dexamethasone, are beneficial in
leukemia treatment when combined with chemotherapy agents
(42, 43), likely due to their anti-inflammatory properties. However,
our data suggest that the efficacy of the GC treatment may depend
on the integrity of the cohesin complex. When the structure of these
proteins is altered because of mutations, GC treatment may be in-
effective or even deleterious. SCIE N C E A D V A NCES | RESEA R CH A RT ICL E Downloaded from https://www.science.org on April 11, 2022 Downloaded from https://www.science.org on April 11, 2022 H3K27ac
−
+4 hours
+24 hours
IAA
+6 hours
G
C1
C2
C3 −
IAA
+24 hours
YY-1
0
15.4
E
+4 hours 0
16.8
ATAC-seq
−
+4 hours +24 hours
IAA
C1
C2
C3
F G F E E Fig. 5. Cohesin acute depletion impairs GR binding to chromatin. (A) Schematic representation of ChIP-seq experiments after double treatment of dexamethasone
and auxin of the HCT116 RAD21mAID cells. (B) Genome browser screenshot of representative GR-bound chromatin location in HCT116 RAD21mAID cells. Two biological
replicates are combined for each sample. (C) Heatmap representing GR ChIP-seq intensity at GR chromatin–bound locations (n = 371) identified in HCT116 RAD21mAID
cells. Data combine two independent biological replicates. (D) Nascent RNA quantification before and after dexamethasone treatment before and after 6 hours of auxin
treatment in RAD21mAID cells. Log10 fold inductions (dexamethasone/EtOH) are normalized on GAPDH mRNA. Five biological replicates are shown for each column. Columns depict mean with error bars representing SD between experiments. P values derived from unpaired Mann-Whitney-Wilcoxon test. (E to G) YY1, H3K27ac ChIP-
seq, and ATAC-seq in RAD21mAID cells, before and after auxin treatment. No substantial changes are found in YY1 chromatin binding and chromatin accessibility after
acute depletion of cohesin subunit RAD21. Data combine two independent biological replicates each. All heatmaps and genomic data are normalized to a total of
10 million reads and further to local tag density. Homer and bedtools algorithms were used to identify unique and common sites between each experimental condition. Rinaldi et al., Sci. Adv. 8, eabj8360 (2022) 30 March 2022 8 of 18 SCIE N C E A D V A NCES | RESEA R CH A RT ICL E and fig. S7, D and E). The chromatin-bound fraction is determined
by the DNA binding properties of the TFs, whereas the confined
fraction depends on protein-protein interactions through the TF’s
intrinsically disordered region (IDR) (36). cells showed that the acute loss of the cohesin complex results in
genome-wide loss of chromatin loops (6). However, 6 hours of
acute RAD21 depletion did not significantly alter the steady-state
transcriptomic profiles. Here, we investigated whether the acute
loss of RAD21 was altering transcriptional events driven by induc-
ible TFs. Loss of cohesin markedly diminishes nuclear
confinement of TFs TFs cooperate with the cohesin complex to modulate long-range gene
regulation and nuclear topology. In addition, several studies have
investigated the relationship between spatial genome organization
and TF biophysics and dynamics (2, 12, 36). To understand the im-
pact of cohesin on GR dynamics, we used single-molecule tracking
(SMT), a powerful superresolution microscopy method to charac-
terize transcriptional dynamics and identify diffusive and chromatin-
bound fractions (fig. S7, A to C) (37). We performed SMT experiments
using the RAD21mAID cell line transfected with Halo-tagged wild-
type GR (GRwt-Halo; fig. S7F) visualized by the JF549 fluorophore
after activation with dexamethasone (dex). For optimal balance
between fast acquisition, highest signal-to-noise ratio, and minimal
localization noise, we acquired the image with two different setups:
the “fast acquisition,” where the samples were imaged continuously
using 12-ms exposure times, and the “slow acquisition,” where im-
ages were taken every 200 ms with an exposure of 10 ms. This dual
acquisition of the data allows us to precisely quantify the dynamic
of GR molecules from diffusing to slower events such as chromatin
binding (36). The trajectories of localized particles from a represent
ative cell are shown in Fig. 7A. www.science.org on April 11, 2022 Rinaldi et al., Sci. Adv. 8, eabj8360 (2022) 30 March 2022 SCIE N C E A D V A NCES | RESEA R CH A RT ICL E III) RNA-seq uster
CL1
CL2
CL3
CL4
CL5
CL6
CL7 D
C
−+
WT
IAA6h IAA12h
TNFa
−+
−+
Attenuated TNFa response in IAA
Cluster
−2
−1
0
1
2
GH3979
GH3978
GH3975
GH3974
GH3973
GH3972
GH3977
GH3976
GH3971
GH3970
GH3969
GH3968
Cluster
No TNFa
TNFa
WT
IAA6h IAA12h
WT
IAA6h IAA12h
CL1
CL2
CL3
CL4
CL5
CL6
CL7
14
25
14
76
46
57
83 D
C
−+
WT
IAA6h IAA12h
TNFa
−+
−+
Attenuated TNFa response in IAA
Cluster
−2
−1
0
1
2
GH3979
GH3978
GH3975
GH3974
GH3973
GH3972
GH3977
GH3976
GH3971
GH3970
GH3969
GH3968
Cluster
No TNFa
TNFa
WT
IAA6h IAA12h
WT
IAA6h IAA12h
CL1
CL2
CL3
CL4
CL5
CL6
CL7
14
25
14
76
46
57
83 D C
−+
WT
IAA6h IAA12h
TNFa
−+
−+
Attenuated TNFa response in IAA
GH3979
GH3978
GH3975
GH3974
GH3973
GH3972
GH3977
GH3976
GH3971
GH3970
GH3969
GH3968
Cluster
No TNFa
TNFa
WT
IAA6h IAA12h
WT
IAA6h IAA12h
14
25
14
76
46
57
83 C Downloaded from https://www.science.org on April 11, 2022 Fig. 6. NF-kB response to TNF- treatment is weakened after cohesin loss, suggesting that inducible TFs promote gene expression through the cohesin com-
plex. (A) Schematic representation of RNA-seq experiments after double treatment of dexamethasone and auxin of the HCT116 RAD21mAID cells (n = 2 independent
biological replicates). (B) Venn diagram showing up-regulated genes (left) and down-regulated genes (right) after 2 hours of TNF treatment in untreated cells, 6-hour
IAA-treated cells, and 26-hour IAA-treated HCT116 RAD21mAID cells (II versus I, IV versus III, and VI versus V). Differentially expressed genes (DEGs) were obtained by
DESeq2 using threshold of adjusted P < 0.05 and fold change of 1.5. (C) Right: Heatmap summarizing 315 DEGs that are the union of (B). Left: Biological duplicates are
shown as two individual bars under each condition. The y axis of each bar represents the average of z-scored values of variance stabilizing transformed gene expression
values in each cluster. Red arrows indicate the response to TNFa treatment under WT, IAA6h, and IAA24h based on average expression profiles. CL1 and CL2 show the
attenuated suppression response by TNFa under IAA treatment. CL3, CL4, CL5, and CL6 show the attenuated induction response (with various degrees) by TNFa under
IAA treatment. CL7 contains genes less affected by IAA. (D) Log2 fold changes estimated from DESeq2 of TNF-–regulated genes (n = 386) in (B). SCIE N C E A D V A NCES | RESEA R CH A RT ICL E SCIE N C E A D V A NCES | RESEA R CH A RT ICL E A
B
D
C
Auxin = IAA
Ethanol
RNA-seq
2 hours
TNFα
4 hours
Auxin = IAA
24 hours
Ethanol
RNA-seq
RNA-seq
2 hours
TNFα
Ethanol
RNA-seq
RNA-seq
2 hours
TNFα
Ethanol
RNA-seq
(I)
(II)
(III)
(IV)
(V)
(VI)
(IV vs. III)
IAA6h + TNF
IAA26h + TNF
Up-regulated genes after TNF treatment
(VI vs. V)
NT + TNF
(II vs. I)
(VI vs. V)
Down-regulated genes after TNF treatment
NT + TNF
IAA6h + TNF
IAA26h + TNF
(II vs. I)
(IV vs. III)
−+
WT
IAA6h IAA12h
TNFa
−+
−+
Attenuated TNFa response in IAA
Cluster
−2
−1
0
1
2
GH3979
GH3978
GH3975
GH3974
GH3973
GH3972
GH3977
GH3976
GH3971
GH3970
GH3969
GH3968
Cluster
No TNFa
TNFa
WT
IAA6h IAA12h
WT
IAA6h IAA12h
CL1
CL2
CL3
CL4
CL5
CL6
CL7
14
25
14
76
46
57
83
Fig. 6. NF-kB response to TNF- treatment is weakened after cohesin loss, suggesting that inducible TFs promote gene expression through the cohesin com-
plex. (A) Schematic representation of RNA-seq experiments after double treatment of dexamethasone and auxin of the HCT116 RAD21mAID cells (n = 2 independent
biological replicates). (B) Venn diagram showing up-regulated genes (left) and down-regulated genes (right) after 2 hours of TNF treatment in untreated cells, 6-hour
IAA-treated cells, and 26-hour IAA-treated HCT116 RAD21mAID cells (II versus I, IV versus III, and VI versus V). Differentially expressed genes (DEGs) were obtained by
DESeq2 using threshold of adjusted P < 0.05 and fold change of 1.5. (C) Right: Heatmap summarizing 315 DEGs that are the union of (B). Left: Biological duplicates are
shown as two individual bars under each condition. The y axis of each bar represents the average of z-scored values of variance stabilizing transformed gene expression
values in each cluster. Red arrows indicate the response to TNFa treatment under WT, IAA6h, and IAA24h based on average expression profiles. CL1 and CL2 show the
attenuated suppression response by TNFa under IAA treatment. CL3, CL4, CL5, and CL6 show the attenuated induction response (with various degrees) by TNFa under
IAA treatment. CL7 contains genes less affected by IAA. (D) Log2 fold changes estimated from DESeq2 of TNF-–regulated genes (n = 386) in (B). SCIE N C E A D V A NCES | RESEA R CH A RT ICL E Genes are sorted on the
basis of the fold change values by TNF treatment in IAA untreated cells to compare the trend of attenuated TNF treatment response in IAA treated cells
Downloaded from https://www.science.org on Ap A
B
Auxin = IAA
Ethanol
RNA-seq
2 hours
TNFα
4 hours
Auxin = IAA
24 hours
Ethanol
RNA-seq
RNA-seq
2 hours
TNFα
Ethanol
RNA-seq
RNA-seq
2 hours
TNFα
Ethanol
RNA-seq
(I)
(II)
(III)
(IV)
(V)
(VI)
(IV vs. III)
IAA6h + TNF
IAA26h + TNF
Up-regulated genes after TNF treatment
(VI vs. V)
NT + TNF
(II vs. I)
(VI vs. V)
Down-regulated genes after TNF treatment
NT + TNF
IAA6h + TNF
IAA26h + TNF
(II vs. I)
(IV vs. III) B
(IV vs. III)
IAA6h + TNF
IAA26h + TNF
Up-regulated genes after TNF treatment
(VI vs. V)
NT + TNF
(II vs. I)
(VI vs. V)
Down-regulated genes after TNF treatment
NT + TNF
IAA6h + TNF
IAA26h + TNF
(II vs. I)
(IV vs. III) B
(IV vs. III)
IAA6h + TNF
IAA26h + TNF
Up-regulated genes after TNF treat
(VI vs. V)
NT
( A
B
Auxin = IAA
Ethanol
RNA-seq
2 hours
TNFα
4 hours
Auxin = IAA
24 hours
Ethanol
RNA-seq
RNA-seq
2 hours
TNFα
Ethanol
RNA-seq
RNA-seq
2 hours
TNFα
Ethanol
RNA-seq
(I)
(II)
(III)
(IV)
(V)
(VI) A B (VI vs. V)
Down-regulated genes after TNF treatment
NT + TNF
IAA6h + TNF
IAA26h + TNF
(II vs. I)
(IV vs. DISCUSSION Long-range interactions govern genome organization and function,
profoundly altering cellular phenotypes (1). TFs modulate chromatin
interactions connecting enhancer and promoter to properly modu-
late cell fate (2). Therefore, a clear correlation has been shown between
the number and/or strength of chromatin loops and the modulation
of transcriptional events (6, 9, 13). Several studies have investigated
this from different perspectives. Phase separation, transcriptional
hubs, and TAD heterogeneity are all causes/consequences of the
tight relationship between looping and transcriptional machineries
(44–47). The cohesin ring-shaped structure is central to nuclear
architecture and is stably bound to chromatin, but its assembly is
promoted dynamically by the cohesin loader NIPBL at chromatin
accessible sites (10, 11, 13, 14, 48). As NIPBL does not exhibit
sequence-specific DNA binding, the mechanism of its recruitment to
chromatin remains elusive. TFs, such as steroid receptors, bind in-
accessible chromatin, remodel nucleosomes, and create chromatin In agreement with our genomic data, RAD21-depleted cells (using
the auxin degron cells) exhibited a strong reduction of GR chromatin
interaction compared to the control cells (Fig. 7B). More precisely,
the fraction of diffusive (nonbound) GR molecules was increased by
180% after the loss of RAD21 (Fig. 7B). Next, we applied an analysis
based on unsupervised machine learning and Bayesian inference
criteria (BIC) (36, 38) to classify the molecular trajectories based on
their diffusive properties. Using this approach, we observed two
categories of diffusive and two categories of bound molecules. We
previously reported that the bound category with the most limited
movement represents chromatin binding of TFs (green), while the
other is associated with nuclear spatial confinement (red) (Fig. 7, C and D, Rinaldi et al., Sci. Adv. 8, eabj8360 (2022) 30 March 2022 9 of 18 SCIE N C E A D V A NCES | RESEA R CH A RT ICL E h
ll
i
f i
l H2B H l
d GR H l
j
d
i h JF
Ri h
l
h
h
ll
i
f
j
i
f
l
i
l X position
E
35%
65%
64%
36%
Unbound
Bound
GR - NT
GR - 24-hour IAA
B D 0
0.005
0.01
0.015
0.02
0.025
0.03
0.2
0.4
0.6
1
0.8
1.2
Time lag (s)
Confinement
Chromatin binding
GR - NT
GR - 24-hour IAA
D 0
0.1
0.2
0.3
0.4
0.5
0.6
0.01
0.02 0.03
0.05
0.04
0.06
Time lag (s)
0.07
Diffusive state 1
Diffusive state 2
Low-mobility states
0
0.005
0.01
0.015
0.02
0.025
0.03
0.2
0.4
0.6
1
0.8
1.2
Time lag (s)
Confinement
Chromatin binding
GR - NT
GR - 24-hour IAA
35%
65%
64%
36%
Unbound
Bound
GR - NT
GR - 24-hour IAA
B
C
D 0
0.1
0.2
0.3
0.4
0.5
0.6
0.01
0.02 0.03
0.05
0.04
0.06
Time lag (s)
0.07
Diffusive state 1
Diffusive state 2
Low-mobility states
C B C F
Chromatin binding
Unbound
Confinement
35%
36%
29%
GR -
24-hour IAA
64%
26%
10%
GR - NT
GR
Cohes
CTCF
NIPBL
G
GR 24-hour IAA
GR - NT
Power-law fit
10
Time (s)
Shorter
Longer F
Chromatin binding
Unbound
Confinement
35%
36%
29%
GR -
24-hour IAA
64%
26%
10%
GR - NT
GR
Cohesin
CTCF
NIPBL
G
er F
Chromatin binding
Unbound
Confinement
35%
36%
29%
GR -
24-hour IAA
64%
26%
10%
GR - NT E
F
Chromatin binding
Unbound
Confinement
35%
36%
29%
GR -
24-hour IAA
64%
26%
10%
GR - NT
GR 24-hour IAA
GR - NT
Power-law fit
1
10
Time (s)
Survival distribution
1
0.1
0.01
Shorter
Longer E
F
2
GR 24-hour IAA
GR - NT
Power-law fit
1
10
Time (s)
Survival distribution
1
0.1
0.01
Shorter
Longer GR
Cohesin
CTCF
NIPBL
G F Downloaded from https://www.science.org on April 11, 2022 E G Fig. 7. Cohesin mediates TF dynamics and nuclear confinement. (A) Time projection of single-particle images from sample SMT experiments after tracking. Left two
panels represent the collection of single H2B-Halo and GR-Halo conjugated with JF549. Right panels show the collection of trajectories after superresolution localization
and tracking. (B) Bound versus unbound proportions for GR-Halo before and 24 hours after auxin. To rule out the effects of aberrant mitosis, we imaged only rounded and
intact nuclei. SCIE N C E A D V A NCES | RESEA R CH A RT ICL E Genes are sorted on the
basis of the fold change values by TNF- treatment in IAA-untreated cells to compare the trend of attenuated TNF- treatment response in IAA-treated cells. accessible sites (26, 49). Other studies have shown that steroid hor-
mone receptor activation increases the frequencies of already pre-
established loops, and the cohesin complex is important to modulate
gene expression driven by steroid receptors (8, 21, 22, 50). Here, we
demonstrate that site-specific chromatin binding of the NIPBL-
cohesin complex occurs at the chromatin accessible sites driven by
the activation of TFs such as nuclear receptors (Fig. 1, E and F),
promoting chromatin interactions, loop extrusion, and long-range
gene regulation. complex, stabilizing cohesin binding at GR-responsive sites, pro-
moting loop extrusion, and strengthening preestablished chroma-
tin loops (Fig. 8D) (21, 22, 24, 50). Our work investigated mostly the
relationship between the GR and the cohesin loader NIPBL; however,
given the interplay between transcriptional regulators and the co-
hesin complex to regulate genome organization (2, 8, 16, 17, 21),
other TFs may follow the same pattern. Nevertheless, some TFs may
modulate long-range gene regulation through other mechanisms. Other studies, however, have shown that multiple chromatin regu-
lators, including mediator subunits, chromatin remodelers, and
CBP/P300, are associated with the cohesin complex at cohesin-
enriched locations, suggesting a multifactorial model where many
factors cooperate to regulate long-range gene regulation. However, g
g
Subsequently, the cohesin complex extrudes DNA in an ATP-
dependent manner toward the nearest TAD boundary (Figs. 1H,
3, F and G, and 8D) (13). In this context, our results demonstrate
that GR (and most likely other TFs) associates with the NIPBL-cohesin Rinaldi et al., Sci. Adv. SCIE N C E A D V A NCES | RESEA R CH A RT ICL E 8, eabj8360 (2022) 30 March 2022 10 of 18 N C E A D V A NCES | RESEA R CH A RT ICL E
A
3.0 µm
X position
Particle tracks H2B
3.0 µm
Particle tracks GR
X position
Single-particle H2B
X position
Y position
3.0 µm
0
0.1
0.2
0.3
0.4
0.5
0.6
0.01
0.02 0.03
0.05
0.04
0.06
Time lag (s)
0.07
E
Diffusive state 1
Diffusive state 2
Low-mobility states
0
0.005
0.01
0.015
0.02
0.025
0.03
0.2
0.4
0.6
1
0.8
1.2
Time lag (s)
Confinement
Chromatin binding
GR - NT
GR - 24-hour IAA
F
35%
65%
64%
36%
Unbound
Bound
GR - NT
GR - 24-hour IAA
Chromatin binding
Unbound
Confinement
35%
36%
29%
GR -
24-hour IAA
64%
26%
10%
GR - NT
B
C
D
GR
Cohesin
CTCF
NIPBL
G
GR 24-hour IAA
GR - NT
Power-law fit
1
10
Time (s)
Survival distribution
1
0.1
0.01
Shorter
Longer
3.0 µm
X position
Single-particle GR
ohesin mediates TF dynamics and nuclear confinement. (A) Time projection of single-particle images from sample SMT experiments after tracking. Left two
epresent the collection of single H2B-Halo and GR-Halo conjugated with JF549. Right panels show the collection of trajectories after superresolution localization
king. (B) Bound versus unbound proportions for GR-Halo before and 24 hours after auxin. To rule out the effects of aberrant mitosis, we imaged only rounded and
uclei. (C) Mean-squared displacement (MSD) versus lag time for the different diffusivity states detected by pEM for GR-Halo-JF549. (D) MSD versus lag time for the
nd states of GR-NT (solid line) and GR-IAA after 24 hours of auxin treatment (dashed line). Individual colored tracks in (C) and (D) represent the spatial distribution
dynamic state. (E) Dwell time distribution for the chromatin-bound GR-Halo treated with 100 nM dexamethasone, before (blue dots) and after 24 hours of auxin
nt (red dots). The binding time to chromatin of GR decreases after cohesin depletion (paired KS test, P value of 7 × 10−140). (F) Unbound, chromatin-bound, and
ment fractions of GR-Halo before (top) and after 24 hours of auxin (bottom). The confinement fraction decreases markedly from 29 to 10%, and the chromatin
fraction decreases from 36 to 26%. Cohesin depletion has a profound effect on the confinement of GR, already noticeable in (D). (G) Nuclear confined regions
ng-range chromatin contacts and high concentration of transcriptional regulators. SCIE N C E A D V A NCES | RESEA R CH A RT ICL E Loss of cohesin results in weaker TF-chromatin interactions at nuclear confined
Downloaded from https://www.science.org on April 11, 2022 SCIE N C E A D V A NCES | RESEA R CH A RT ICL E i et al., Sci. Adv. 8, eabj8360 (2022) 30 March 2022
E N C E A D V A NCES | RESEA R CH A RT ICL E
11 o
A
3.0 µm
X position
Particle tracks H2B
3.0 µm
Particle tracks GR
X position
Single-particle H2B
X position
Y position
3.0 µm
0
0.1
0.2
0.3
0.4
0.5
0.6
0.01
0.02 0.03
0.05
0.04
0.06
Time lag (s)
0.07
E
Diffusive state 1
Diffusive state 2
Low-mobility states
0
0.005
0.01
0.015
0.02
0.025
0.03
0.2
0.4
0.6
1
0.8
1.2
Time lag (s)
Confinement
Chromatin binding
GR - NT
GR - 24-hour IAA
F
35%
65%
64%
36%
Unbound
Bound
GR - NT
GR - 24-hour IAA
Chromatin binding
Unbound
Confinement
35%
36%
29%
GR -
24-hour IAA
64%
26%
10%
GR - NT
B
C
D
GR
Cohesin
CTCF
NIPBL
G
GR 24-hour IAA
GR - NT
Power-law fit
1
10
Time (s)
Survival distribution
1
0.1
0.01
Shorter
Longer
3.0 µm
X position
Single-particle GR
Cohesin mediates TF dynamics and nuclear confinement. (A) Time projection of single-particle images from sample SMT experiments after tracking. Left
s represent the collection of single H2B-Halo and GR-Halo conjugated with JF549. Right panels show the collection of trajectories after superresolution localiza
acking. (B) Bound versus unbound proportions for GR-Halo before and 24 hours after auxin. To rule out the effects of aberrant mitosis, we imaged only rounded
nuclei. (C) Mean-squared displacement (MSD) versus lag time for the different diffusivity states detected by pEM for GR-Halo-JF549. (D) MSD versus lag time fo
ound states of GR-NT (solid line) and GR-IAA after 24 hours of auxin treatment (dashed line). Individual colored tracks in (C) and (D) represent the spatial distribu
ch dynamic state. (E) Dwell time distribution for the chromatin-bound GR-Halo treated with 100 nM dexamethasone, before (blue dots) and after 24 hours of a
ment (red dots). The binding time to chromatin of GR decreases after cohesin depletion (paired KS test, P value of 7 × 10−140). (F) Unbound, chromatin-bound
ement fractions of GR-Halo before (top) and after 24 hours of auxin (bottom). SCIE N C E A D V A NCES | RESEA R CH A RT ICL E The confinement fraction decreases markedly from 29 to 10%, and the chrom
g fraction decreases from 36 to 26%. Cohesin depletion has a profound effect on the confinement of GR, already noticeable in (D). (G) Nuclear confined reg
ong-range chromatin contacts and high concentration of transcriptional regulators. Loss of cohesin results in weaker TF-chromatin interactions at nuclear conf
s. A
Single-particle H2B
X position
Y position
3.0 µm
3.0 µm
X position
Single-particle GR 3.0 µm
X position
Particle tracks H2B
3.0 µm
Particle tracks GR
X position 3.0 µm
X position
Particle tracks H2B 3.0 µm
Particle tracks GR
X position 3.0 µm
X position
3.0 µm
X position
X position
3.0 µm
0
0.1
0.2
0.3
0.4
0.5
0.6
0.01
0.02 0.03
0.05
0.04
0.06
Time lag (s)
0.07
E
Diffusive state 1
Diffusive state 2
Low-mobility states
0
0.005
0.01
0.015
0.02
0.025
0.03
0.2
0.4
0.6
1
0.8
1.2
Time lag (s)
Confinement
Chromatin binding
GR - NT
GR - 24-hour IAA
F
35%
65%
64%
36%
Unbound
Bound
GR - NT
GR - 24-hour IAA
Chromatin binding
Unbound
Confinement
35%
36%
29%
GR -
24-hour IAA
64%
26%
10%
GR - NT
B
C
D
GR
Cohesin
CTCF
NIPBL
G
GR 24-hour IAA
GR - NT
Power-law fit
1
10
Time (s)
Survival distribution
1
0.1
0.01
Shorter
Longer
3.0 µm
X position
ohesin mediates TF dynamics and nuclear confinement. (A) Time projection of single-particle images from sample SMT experiments after tracking. SCIE N C E A D V A NCES | RESEA R CH A RT ICL E Patient
derived
Cancer type
Cohesin
mutated
Mutation
type
Hotspot
CMK
DS-derived AMKL
/
–
CMY
DS-derived AMKL
RAD21
Nonsense
c.9C>G
Kasumi-1
AML-M2
RAD21
Frameshift
c.987insCCGG
Kasumi-3
AML-M0
/
–
Kasumi-6
AML-M2
STAG2
Missense
Homozygous
G>A
T>G
A
B
C
D
GC treatment depends on the cohesin complex. (A) Cohesin mutations in the myeloid leukemia–derived cells used to evaluate GC treatment. (B) Nascent RNA
cation measured by qRT-PCR of GR target genes after 2 hours of dexamethasone treatment in AML patient–derived cells: Kasumi-1 (RAD21mut), Kasumi-3 (cohesin
d Kasumi-6 (STAG2mut). Log10 fold inductions (dex/EtOH) are normalized on -actin nascent RNA. (C) Nascent RNA quantification measured by qRT-PCR of GR
enes after 2 hours of dexamethasone treatment in the DS-AMKL: CMK (cohesin WT) and CMY (RAD21mut). For both (B) and (C), GC treatment is strongly altered
nt-derived cells harboring cohesin mutations. Log10 fold inductions (dex/etOH) are normalized on -actin nascent RNA. Boxplots represent minimum to maximum
and error bars represent SE (n = 4 independent biological replicates). P values derived from unpaired t test. (D) Model of GR-NIPBL synergy to promote cohesin
tin binding, activation of the loop extrusion, and long-range gene regulation. Downloaded from https://www.science.org on April 1 Patient
derived
Cancer type
Cohesin
mutated
Mutation
type
Hotspot
CMK
DS-derived AMKL
/
–
CMY
DS-derived AMKL
RAD21
Nonsense
c.9C>G
Kasumi-1
AML-M2
RAD21
Frameshift
c.987insCCGG
Kasumi-3
AML-M0
/
–
Kasumi-6
AML-M2
STAG2
Missense
Homozygous
G>A
T>G
A B C B D
g 8 GC treatment depends on the cohesin complex (A) Cohesin mutations in the myeloid leukemia derived cells used to evaluate GC treatment (B) Nascent RNA
Downloaded from https://www D D A
R
Downloaded from https://www.science.org on April 11, 2022 Fig. 8. GC treatment depends on the cohesin complex. (A) Cohesin mutations in the myeloid leukemia–derived cells used to evaluate GC treatment. (B) Nascent RNA
quantification measured by qRT-PCR of GR target genes after 2 hours of dexamethasone treatment in AML patient–derived cells: Kasumi-1 (RAD21mut), Kasumi-3 (cohesin
WT), and Kasumi-6 (STAG2mut). Log10 fold inductions (dex/EtOH) are normalized on -actin nascent RNA. (C) Nascent RNA quantification measured by qRT-PCR of GR
target genes after 2 hours of dexamethasone treatment in the DS-AMKL: CMK (cohesin WT) and CMY (RAD21mut). For both (B) and (C), GC treatment is strongly altered
in patient-derived cells harboring cohesin mutations. Log10 fold inductions (dex/etOH) are normalized on -actin nascent RNA. SCIE N C E A D V A NCES | RESEA R CH A RT ICL E (C) Mean-squared displacement (MSD) versus lag time for the different diffusivity states detected by pEM for GR-Halo-JF549. (D) MSD versus lag time for the
two bound states of GR-NT (solid line) and GR-IAA after 24 hours of auxin treatment (dashed line). Individual colored tracks in (C) and (D) represent the spatial distribution
for each dynamic state. (E) Dwell time distribution for the chromatin-bound GR-Halo treated with 100 nM dexamethasone, before (blue dots) and after 24 hours of auxin
treatment (red dots). The binding time to chromatin of GR decreases after cohesin depletion (paired KS test, P value of 7 × 10−140). (F) Unbound, chromatin-bound, and
confinement fractions of GR-Halo before (top) and after 24 hours of auxin (bottom). The confinement fraction decreases markedly from 29 to 10%, and the chromatin
binding fraction decreases from 36 to 26%. Cohesin depletion has a profound effect on the confinement of GR, already noticeable in (D). (G) Nuclear confined regions
favor long-range chromatin contacts and high concentration of transcriptional regulators. Loss of cohesin results in weaker TF-chromatin interactions at nuclear confined
regions. 11 of 18 Rinaldi et al., Sci. Adv. 8, eabj8360 (2022) 30 March 2022 SCIE N C E A D V A NCES | RESEA R CH A RT ICL E SCIE N C E A D V A NCES | RESEA R CH A RT ICL E Therefore, there
is a disconnect between the phenotypes observed by NIPBL muta-
tions (slow growth) and the phenotypic changes observed with the
cohesin core subunits (fast growth). Last, we show that GC stimulation relies on the status of the co-
hesin complex to properly regulate gene targets in AML cell lines known
for their high incidence of cohesin gene mutations (Fig. 8, A to C). Although GCs are extensively studied and characterized, the treat-
ment of respiratory diseases and their potential usefulness in cancer
may be marginalized by mutations in cohesin function. NF-kB gene
regulation was also hampered by Rad21-depleted cells (23), suggesting
that cohesin associates to a much greater panel of TFs (Fig. 6) (16). Therefore, consideration of the mutational landscape of the patient,
especially the presence of cohesin mutations, could help in the eval-
uation of possible benefits of GC and/or cytokine treatment. Proteomics
GR ChIP-SICAP spectral library generation and
data-dependent acquisition All proteomic experimental procedures were already described in
detail in our previous work (55). In brief, a fraction (20%) of trypsin-
digested peptides from each ChIP-SICAP–obtained samples were
combined and used to generate the spectral library for the following
liquid chromatography–tandem MS (LC-MS/MS) data-independent
acquisition (DIA). The combined peptide mixture was fractionated
using high-pH reversed-phase chromatography on an Ultimate3000
high-performance liquid chromatography system (Thermo Fisher
Scientific) using a 10-cm-long ACQUITY CSH C18 1.7-m column
(Waters). The fractionated peptides, together with the input flow-
through fraction, were vacuum-dried in a speed-vac, resolubilized
in 9 l of 0.5% AA in water, and used for the nanoLC-MS/MS anal-
ysis on a Q Exactive HF-X mass spectrometer coupled with an
EASY-nLC 1000 ultrahigh-pressure system (Thermo Fisher Scientific). MS data were acquired using a data-dependent acquisition (DDA)
method switching between full scan events and the top 12 MS/MS
scans. An automatic gain control target value was set to 3 × 106, and
resolution was set to 60,000 for full MS scan events with a scan
range of 300 to 1700 mass/charge ratio (m/z) and a maximum ion
injection time (IT) of 15 ms. Precursors were fragmented by higher-
energy collisional dissociation with a normalized collisional energy
of 28%. MS/MS scans were acquired with a resolution of 60,000,
maximum IT of 110 ms, and 1.2 m/z isolation window. The ob-
tained Thermo .raw files were analyzed using MaxQuant software
(version 1.5.2.8, Max Planck Institute of Biochemistry, Martinsried,
Germany) and a Mus musculus FASTA file downloaded from Uni-
Prot (www.uniprot.org/) in January 2019, supplemented with com-
monly observed contaminants. The MaxQuant search settings for
maximum missed cleavages were set to 2, peptide mass tolerance to
4.5 parts per million (ppm), and fragment ion tolerance to 20 ppm,
and trypsin was chosen as enzyme. Variable modifications were
specified to include oxidation on methionine and acetylation on
protein N-terminus. As fixed modification, carbamidomethylation
of cysteine was specified. MaxQuant data were filtered for re-
verse identifications, with false discovery rate (FDR) set as 1%. DIA
d d t
i SCIE N C E A D V A NCES | RESEA R CH A RT ICL E 8, eabj8360 (2022) 30 March 2022 SCIE N C E A D V A NCES | RESEA R CH A RT ICL E Bioscience) using a DNA terminal transferase for 1 hour at 37°C
(M0315, NEB). Beads were then successively washed with low-salt,
high-salt, and LiCl buffer, and the chromatin was eluted for 15 min
at 37°C in the SICAP elution buffer [7.5% SDS and 200 mM dithio-
threitol (DTT)]. Chromatin was then resuspended in SICAP buffer
[0.5% NP-40, 1% Triton X-100, 5 mM EDTA, 50 mM tris-HCl
(pH 7.4), and 150 mM NaCl] and incubated with streptavidin beads
(NEB) for 1 hour at room temperature. The beads were then exten-
sively washed with the following solutions: three times with the SDS
buffer [1% SDS, 1 mM EDTA, 10 mM tris-HCl (pH 7.4), and 200 mM
NaCl], then once with the BW2x buffer [0.1% Triton X-100, 1 mM
EDTA, 10 mM tris-HCl (pH 7.4), and 2 M NaCl], then twice with
20% isopropanol, and, lastly, four times with 40% acetonitrile. Dry
beads were then frozen at −80°C and sent for MS analysis. Bioscience) using a DNA terminal transferase for 1 hour at 37°C
(M0315, NEB). Beads were then successively washed with low-salt,
high-salt, and LiCl buffer, and the chromatin was eluted for 15 min
at 37°C in the SICAP elution buffer [7.5% SDS and 200 mM dithio-
threitol (DTT)]. Chromatin was then resuspended in SICAP buffer
[0.5% NP-40, 1% Triton X-100, 5 mM EDTA, 50 mM tris-HCl
(pH 7.4), and 150 mM NaCl] and incubated with streptavidin beads
(NEB) for 1 hour at room temperature. The beads were then exten-
sively washed with the following solutions: three times with the SDS
buffer [1% SDS, 1 mM EDTA, 10 mM tris-HCl (pH 7.4), and 200 mM
NaCl], then once with the BW2x buffer [0.1% Triton X-100, 1 mM
EDTA, 10 mM tris-HCl (pH 7.4), and 2 M NaCl], then twice with
20% isopropanol, and, lastly, four times with 40% acetonitrile. Dry
beads were then frozen at −80°C and sent for MS analysis. subunit, suggesting that co-occurring mutations are not advanta-
geous for cancer cells (40). Instead, NIPBL is very rarely mutated in
cancer. On the other hand, NIPBL is a hallmark of the Cornelia de
Lange syndrome, a disease exhibiting growth anomalies, facial
dysmorphism, and cognitive retardation (53, 54). Chromatin immunoprecipitation–selective isolation
of chromatin-associated proteins The procedure basically follows the initial publication with some
adjustments (25). A total of 25 million mammary breast carcinoma
cells were cultured for each condition and treated with corticoste-
rone (600 M) or EtOH for 1 hour. Cells were then fixed for 13 min
with 1% paraformaldehyde, washed three times with phosphate-
buffered saline (PBS), and collected. After 1 hour of incubation with
lysis buffer [0.5% SDS, 10 mM EDTA, and 50 mM tris-HCl (pH 8.1)],
cells were sonicated to reach a 500-bp shredded chromatin (Bioruptor,
Diagenode). Chromatin was then diluted and incubated overnight
at 4°C with GR antibody preconjugated beads (sc-393232, Santa Cruz
Biotechnology; MA1-510, Thermo Fisher Scientific). On-beads
chromatin was then tagged with ddUTP-biotin (NU-1619-biox, Jena SCIE N C E A D V A NCES | RESEA R CH A RT ICL E Boxplots represent minimum to maximum
values, and error bars represent SE (n = 4 independent biological replicates). P values derived from unpaired t test. (D) Model of GR-NIPBL synergy to promote cohesin
chromatin binding, activation of the loop extrusion, and long-range gene regulation. contradict either of these hypotheses, our results point to a mecha-
nism wherein TFs initiate the binding of NIPBL-cohesin to chromatin,
mediating the loop extrusion mechanisms that drive the enhancer
near the promoter (Fig. 8D). Even if most of the interactions bound
by the GR are already present before hormone activation (22), our
analysis showed dex-induced strengthening of both chromatin loops
and architectural stripes (Fig. 3). Our data demonstrate that GR and
NIPBL promote the formation architectural stripes, reinforcing our
hypothesis that TFs associate with the cohesin complex initiating
DNA extrusion to promote long-range gene regulation. as for NIPBL, these factors do not recognize specific sites. We
demonstrate here that the process is initiated, at enhancers, by TFs. as for NIPBL, these factors do not recognize specific sites. We
demonstrate here that the process is initiated, at enhancers, by TFs. The association between TFs and the cohesin complex occurs in
a positive feedback mechanism, increasing the concentration of TFs
in the environment of specific sites, thus amplifying transcriptional
output (Figs. 4 to 6). This concept is particularly evident through
the SMT experiments, which demonstrate a significant loss of the
confinement population of GR upon depletion of the cohesin com-
plex (Fig. 7). The association between TFs and the cohesin complex occurs in
a positive feedback mechanism, increasing the concentration of TFs
in the environment of specific sites, thus amplifying transcriptional
output (Figs. 4 to 6). This concept is particularly evident through
the SMT experiments, which demonstrate a significant loss of the
confinement population of GR upon depletion of the cohesin com-
plex (Fig. 7). An important discussion in the community concerns whether
an active regulatory enhancer must build a specific contact with the
promoter or simply migrate into the neighborhood of the promoter
(6, 51, 52). Although the data presented here neither support nor From the clinical perspective, NIPBL and cohesin subunits are
frequently mutated in fast-growing cancers such as AML (40). How-
ever, patients do not harbor mutations in more than one cohesin 12 of 18 Rinaldi et al., Sci. Adv. MATERIALS AND METHODS Cell culture, auxin treatment, and siRNA transfection
Cells of 3134 mammary breast carcinoma were grown in Dulbecco’s
modified Eagle’s medium (DMEM) and 10% fetal bovine serum
(FBS) supplemented with sodium pyruvate, l-glutamine, and non-
essential amino acids. HCT116 RAD21mAID cells were grown in
McCoy medium supplemented with 10% charcoal-stripped FBS
(CSS) and l-glutamine. Complete RAD21 depletion was achieved
by the addition of 500 M indole-3-acetic acid (IAA; from Millipore/
Sigma-Aldrich). AML cells were grown in RPMI medium supple-
mented with 20% FBS, pyruvate, l-glutamine, and essential amino
acids. Before each dexamethasone (100 nM) treatment experiment,
all cells were grown for 48 hours in CSS. To achieve an effective
knockdown, 5 million 3134 cells were transfected during log-phase
growth, by electroporation (140 V, 10 ms, three pulses) with 10 g
of each siRNA against NIPBL, SMC1, or RAD21. Smartpool siRNAs
were purchased from Dharmacon. Cells were treated with vehicle
or dexamethasone after 48 and 72 hours after electroporation. After
vehicle or dexamethasone treatment, nascent RNA was extracted
using the Macherey-Nagel Kit following the manufacturer’s instruc-
tions. Reverse transcription was carried out using 1 g of RNA
using the Bio-Rad complementary DNA synthesis kit. qPCR was
performed using Bio-Rad SYBR-Green Master Mix. g
High-throughput HCR Proximity ligation assay Downloaded from https://www.science.org on April 11, 2022 DIA and data processing After generating a GR ChIP-SICAP spectral library using a combina-
tion of DDA .raw files from method test runs (n = 6) and high-pH
fractionations (n = 14), the remaining 80% of trypsin-digested pep-
tides from each ChIP-SICAP sample were analyzed using a DIA
method exactly as described in our previous works (55). DIA raw Rinaldi et al., Sci. Adv. 8, eabj8360 (2022) 30 March 2022 SCIE N C E A D V A NCES | RESEA R CH A RT ICL E y
Subcellular fractionation About 2 million 3134 cells were detached by Accutase digestion, then
centrifuged (5 min, 300g, 4°C), and lastly washed three times with
ice-cold PBS. Cells were then incubated on ice for 10 min with buffer A
[15 mM tris-HCl (pH 8.0), 15 mM NaCl, 60 mM KCl, 1 mM EDTA,
0.5 mM EGTA, and 0.02% NP-40] to extract the cytoplasmic frac-
tion by centrifugation at 1300g for 5 min at 4°C (supernatant). The
purified nuclei (pellet) were then washed twice with buffer A and
rotated for 1 hour at 4°C with buffer B (3 mM EDTA, 0.2 mM EGTA,
and 1 mM DTT). Following that, the samples were centrifugated (5 min,
1400g, 4°C), and the chromatin fraction was collected (insoluble). The pellet of chromatin was then washed twice with buffer B, and
the proteins were extracted with 50 mM tris (pH 8), 1 mM EDTA,
0.05% SDS, and 250 U of benzonase in the presence of 2 mM MgCl2
for 1 hour. After centrifugation (10 min, 15,000g, 4°C), the supernatant
(chromatin fraction) was lastly collected. Equal amounts of protein
from the different fractions were then processed for the Western
blot procedure. SCIE N C E A D V A NCES | RESEA R CH A RT ICL E assay was performed following the manufacturer’s instructions
(DUO92101, Sigma-Aldrich). Briefly, after treatment, cells were fixed
with 4% paraformaldehyde for 20 min and then washed extensively
with PBS. Next, permeabilization was achieved with a PBS solu-
tion with 0.5% Triton X-100 for 20 min, and cells were blocked with
PBS with 3% bovine serum albumin and 0.05% Triton X-100 solution
for an hour at room temperature. A second blocking was performed
with the manufacturer’s solution for another hour at 37°C. After
antibody incubation (see the “Antibodies” section; room temperature
for 45 min), probes were added and incubated for an hour at 37°C,
washed with buffer A, ligated (30 min at 37°C), and washed again
with buffer A. Last, signal amplification was accomplished for 100 min
at 37°C and washed with buffer B before getting stained with DAPI. The
images were then acquired on a CV7000 microscope (Yokogawa)
and analyzed on the Columbus platform. S b
ll l
f
i
i files were analyzed using Skyline v4.2.0.18305 (MacCoss Lab soft-
ware, University of Washington) following the authors’ guidelines
and settings. Library ion match tolerance was set to 5 mDa, and MS/
MS filtering was set to centroid with a 10-ppm mass accuracy. Retention time (RT) filtering was set to use only the scan within
15 min of the predicted RT and to extract the area under the curve
relative to the five most intense product ions for each peptide. mProphet peak scoring algorithm was trained against the decoy
peptide library and used to identify correctly integrated target peptide
with a Q value of <0.01 (i.e., 1% FDR). Data matrix was exported in
.csv format, and subsequent analysis of data was performed in Excel. In brief, after normalization using the median of MS/MS intensities
within the runs, differential expression analysis was performed us-
ing only proteins identified in at least 50% of the samples and with
a fold change of ≥2 among the different GR treatment conditions. Missing values were filled by randomly picking a number in the 1%
percentile of the distribution of each condition of each replicate. Significant GR interactors at chromatin level are listed in table S1. g
High-throughput HCR g
g p
Appropriate siRNA oligos (0.25 pmol) were spotted at the bottom
of each well of a 384-well imaging plate (6057300, Greiner) using an
Echo525 (Beckman Coulter) acoustic liquid handler. The siRNA
oligos were air-dried, and the plates were then sealed and stored at
−20°C. The day of the transfection, plates were thawed and spinned
down at 500g for 1 min. For each well, dried oligo siRNAs were re-
suspended in 20 l of Opti-MEM (Thermo Fisher Scientific) con-
taining 50 nl of RNAiMax (Thermo Fisher Scientific) for 30 min at
room temperature. A total of 500 mammary breast carcinoma cells
were added to the complexed siRNA/transfection mix in 20 l of
culture media containing 2× serum, for a total volume of 40 l, and
cultured for 72 hours at 37°C. Cells were then processed for HCR
according to a slightly modified version of the original protocol
(56). Briefly, after the specified treatment (+10 l), imaging plates
were fixed by adding 50 l of 8% paraformaldehyde in PBS directly
to the cells, incubated at room temperature for 20 min, and then
washed for three times with PBS using a Bluewasher plate washer
(Blue Cat Bio). Last, cells were permeabilized with 70% EtOH at −20°C
for a minimum of 8 hours. Cells were rehydrated with 5× SSC Tween
0.1% buffer (5× SSCT) and preincubated with the hybridization
buffer (Molecular Instruments) for 30 min at 37°C. Custom-design
probes targeting intronic regions of the specified target genes
Tsc22d3, Arl4d, Ccl2, and Cxcl5 (Molecular Instruments) were then
added at a final concentration of 2 nM in a 10-l volume using a
Mosquito liquid handler (SPT-Labtech) and incubated overnight at
37°C. Probes were later washed for 15 min at 37°C with the Probes
Wash buffer (Molecular Instruments) with increasing proportions
of 5× SSCT (25, 50, and 75%) then washed twice with 100% 5×
SSCT (first at 37°C and second at room temperature). Later, probes
were preincubated with the Amplifier buffer (Molecular Instruments)
and then incubated with 75 nM proper hairpin amplifiers for 45 min at
room temperature. Wells were next washed three times for 20 min
each with 5× SSCT at room temperature. Following that, cells
were stained with 4′,6-diamidino-2-phenylindole (DAPI) for
nuclear localization, and images were acquired on a CV7000 high-
throughput microscope (Yokogawa). Images analysis was lastly per-
formed on the Columbus platform then with a custom R script. Micro-C Duplicate biological replicates were carried out for each Micro-C
experiment, following the published protocol (30, 31). Briefly, after
evaluating the best conditions for MNase treatment (nuclei prepa-
ration using Igepal at 0.03% and 200 U of MNase enzyme for 10 min
at 37°C) in our mouse breast adenocarcinoma cells, we performed
all Micro-C protocol as described in detail in (30, 31) using 2.5 million
3134 mouse breast adenocarcinoma cells for each biological repli-
cate. Briefly, after stopping the MNase reaction for 10 min at 65°C,
the DNA ends were dephosphorylated using rSAP for 45 min at
37°C. Later, the 5′ overhangs were generated by 3′ resection by
adding Klenow fragment polymerase and PNK in a nucleotide-free
solution for 15 min at 37°C. The DNA overhangs were filled with
biotinylated nucleotides for 45 min at room temperature using
biotin-ATP, biotin-CTP, 2′-deoxyguanosine 5′-triphosphate, and
3′-deoxythymidine 5′-triphosphate. After stopping the reaction
and isolating the nuclei by centrifugation, we incubated the isolated
nuclei for 3 hours at room temperature with 12,500 U of NEB T4
ligase. After proximal ligation, nonligated biotinylated ends were
removed by incubating the isolated nuclei with 200 U of exonucle-
ase III for 5 min at 37°C. Samples were decross-linked for 7 hours at
65°C with shaking, and DNA was isolated by phenol-chloroform
extraction. The 300- to 400-bp-sized (dinucleosome band) Micro-C g
g
ChIP and ATAC-seq analysis Biological duplicates were sequenced using Illumina NextSeq 500
single reads, whereas ATAC-seq was sequenced pair-ended. The
reads were trimmed in silico to remove adapter sequences, low-quality
reads, and 50-bp length using Trimmomatic 0.30 software and aligned
to mm10 reference genome using Bowtie2 alignment tool. Mito-
chondrial reads were filtered for the subsequent analyses. All peak
calling of ATAC-seq data was performed using MACS2 v.2.1.1 with
callpeak-format BAMPE parameters. The heatmaps were generated
using an in-house R script. HiC balanced files were generated by cooltools (https://github. com/mirnylab/cooltools) and visualized by Juicebox (61). Loop
calling and the detection of differential loops between dex-treated
and EtOH cells (siCTRL and siNIPBL) were performed by diff_
mustache.py function in Mustache (60) with default parameter op-
tions (loop call FDR = 0.2, differential loop detection FDR = 0.1)
except sparsityThreshold (-st) as 0.7. Data were aligned to the mouse reference mm10 genome by
STAR (58). ChIP-seq was analyzed mostly using homer (59) and
bedtools. Cohesin quantification at previously identified GR sites
was performed by homer using annotatePeaks.pl -ghist. siSMC1a
and siNIPBL GR peaks were identified using homer findpeaks algo-
rithm using style for TF and style histone for H3k27ac. Input DNA
was used as control sequence. Genomic results such as cohesin en-
richment after dexamethasone treatment are listed in table S2. Immunoprecipitation About 20 million cells were treated with EtOH or dexamethasone
(100 nM) and fixed for 12 min with 1% paraformaldehyde. After
three washes with PBS, cells were harvested and incubated with the
lysis buffer (see ChIP-SICAP procedure) on ice for an hour. After
sonication, to obtain an average DNA length of 500 bp, the lysate
was diluted and incubated overnight at 4°C with GR antibody pre-
incubated beads (sc-393232, Santa Cruz Biotechnology; MA1-510,
Thermo Fisher Scientific). The next day, the beads were washed
successively with low-salt, high-salt, LiCl, and lastly TE buffer. Then,
the beads were incubated in 1× Laemmli buffer for 10 min at 95°C
for elution/denaturation and loaded on a precast 3 to 8% tris-acetate
gel (Thermo Fisher Scientific). Proteins were next transferred on a
polyvinylidene difluoride membrane for Western blotting. ChIP-seq and ATAC-seq /www.science.org on April 11, 2022 Duplicate biological replicates were carried out for each ChIP-seq
and ATAC-seq experiment. For GR ChIP-seq, 10 million to 20 million
log-phase growth cells were treated with vehicle (EtOH) or treated
with 100 nM dex (Sigma-Aldrich) for 1 hour. For ChIP, after
cross-linking with paraformaldehyde and cell collection, the chro-
matin was sonicated (Bioruptor, Diagenode) to an average DNA
length of 200 to 700 bp. For immunoprecipitation, 1000 g of chro-
matin was incubated with appropriate antibody coupled onto
Dynabeads magnetic beads (Thermo Fisher Scientific) with rota-
tion overnight at 4°C. Then, the chromatin-bead conjugates were
washed with low-salt, high-salt, and LiCL buffer and eluted in 1% Proximity ligation assay Mammalian breast cancer cells were plated in 386-well plates
(MGBB096-1-2-LG-L, Matriplate, Brooks), and proximity ligation 14 of 18 Rinaldi et al., Sci. Adv. 8, eabj8360 (2022) 30 March 2022 SCIE N C E A D V A NCES | RESEA R CH A RT ICL E SCIE N C E A D V A NCES | RESEA R CH A RT ICL E SDS and 100 M NACO3, proteinase K–treated, and the cross-linking
was reversed at 65°C for 7 hours. DNA was extracted from the sam-
ples with phenol-chloroform extraction and EtOH precipitation. ChIP-seq libraries were generated using a TruSeq ChIP sample prep
kit (Illumina, IP-202-1012) according to the manufacturer’s instruc-
tions. For NIPBL ChIP, we implemented a disuccinimidyl glutarate
(DSG)/FA cross-link that has been shown to allow efficient detec-
tion of weaker NIPBL-binding sites (57). Briefly, cells were sus-
pended in PBS and treated for 45 min with 2 mM DSG. After three
washes with PBS, cells were cross-linked with formaldehyde as
described above. For ATAC-seq, the cells were detached from the
flasks using 5 ml of Accutase (Thermo Fisher Scientific) by incubating
for 5 min at room temperature. ATAC was performed according to
Omni-ATAC protocol with double amount of transposase compared
to the original protocol. Size selection was performed using SPRIselect
(Beckman Coulter) to remove <150-bp and >1000-bp fragments accord-
ing to the manufacturer’s instructions. Size selection was verified
using the Agilent TapeStation System (Agilent Technologies). ChIP
d ATAC
l
i library was purified by 2% agarose gel (run at 70 V) and purified
using the Zimo DNA Clean and Concentrator Kit. Purified dinucleosome
samples were quantified using the Qubit DNA HS Kit and balanced
among samples. Then, purified DNA was incubated with 5 l of MyOne
C1 streptavidin beads for 20 min at room temperature. After washes,
Micro-C sequencing libraries were generated using the Kapa HyperPrep
Kit from Roche. To reach high resolution, we sequenced around 3 billion
to 4 billion reads for each biological sample using the Illumina
NovaSeq sequencer. q
q
Micro-C analysis Micro-C datasets were analyzed following the published bioinformatic
pipelines (30, 31). Briefly, raw data were analyzed through the dis-
tiller pipeline (60) (https://github.com/mirnylab/distiller-nf), map-
ping to the mouse reference assembly mm10 using bwa mem with
the -SP flags. Pairtools package was then used to parse alignments
and classify pairs to generate pair files compliant with the 4DN and
deduplicated pair files with an option -max-mismatch=1 on either
side. Pairs classified as uniquely mapped with high mapping quality
scores (MAPQ > 30 for both) were used to obtain contact matrices
in the cooler format at 500 bp and in balanced multiresolution cooler
format files (500 bp, 1 kb, 2 kb, 5 kb, 10 kb, 20 kb, 50 kb, 100 kb,
250 kb, 500 kb, 1 mb, and 10 mb) using cooler with default options
[low-coverage bins were excluded using the MADmax (maximum
allowed median absolute deviation) filter on genomic coverage, de-
scribed in (30) using a threshold of 5.0 MADs]. p
p
y
Micro-C Stripenn analysis To identify the architectural stripes found in our Micro-C dataset,
we used the mcool datasets to the compute function of the Stripenn
algorithm (32) with default parameters (KR normalization, -p 0.2
and -m 0.95,0.96,0.97,0.98,0.99) set at 5000-bp resolution. To iden-
tify the GR-bound stripes (n = 561), we used bedtools to intersect
the Stripenn-identified architectural stripes with our GR ChIP-seq
peaks. Then, we used the Stripenn score function to calculate the
significance (P value) of the GR-bound architectural stripes in
all our sample conditions, at 5000-bp resolution, using default
parameters (32). from https://www.science.org on April 11, 2022 SCIE N C E A D V A NCES | RESEA R CH A RT ICL E SCIE N C E A D V A NCES | RESEA R CH A RT ICL E HiChIP of 83 Hz with 10-ms exposure time was used to study the mean
square displacement. GR-HiChIP was performed following the previously published
HiChIP protocol (28). Briefly, cells, after dexamethasone treatment,
were detached using Accutase (Thermo Fisher Scientific) before cross-
linking with formaldehyde for 10 min and quenched with 125 mM
glycine. Here, 3134 cells were lysed in preparation for in situ con-
tact generation. Isolated nuclei were permeabilized, and restric-
tion digestion was carried out for 2 hours at 37°C with Mbo I (New
England Biolabs). Restriction sites were filled with dNTPs using
biotin-14-dATP (Jena Bioscience) for 1 hour at 37°C. The filled ends
were then ligated together using a T4 ligase at room temperature for
4 hours before nuclei were lysed and sonicated (using Covaris), and
then GR immunoprecipitation was carried out overnight using
antibodies. The morning after, 30 l of beads was added to collect
the chromatin-antibody complex; then, the ChIP DNA was collected
and washed, and cross-links were reversed overnight using proteinase
K. ChIP DNA was eluted, and samples were purified using the DNA
Clean up Kit. The DNA was quantified using a Qubit before biotin
ligation junction capture using streptavidin C-1 beads. Samples
were washed and taken forward for Tn5 tagmentation. Tagmentation
and PCR amplification were performed as described by Mumbach et al. (28). Libraries were size-selected to 200 to 700 bp and sequenced on
the HiSeq using 2 × 150 bp. HiChIP fastq files were aligned using
HiCPro (62), and thereafter, FitHiChIP (29) was used to identify
significant interactions and interaction strength for each experimental
condition. CoverageBias was used to normalize the data and call sig-
nificant interaction. The genome browser WashU was used to visualize
the HiChIP loops. GR-HiChIP significant interaction at q value of
0.01 for samples EtOH, siCTRL, and siNIPBL is listed in table S3. Viability assay The particle tracking was performed with the “TrackRecord”
software developed in MATLAB (MathWorks Inc.). The procedure
is summarized in a previous publication (63). The molecules were
allowed to move a maximum of four pixels from one frame to the
next for the 5-Hz acquisition and six pixels for 83-Hz acquisition;
for both conditions, only tracks that were at least two frames long
were kept. p
Viability assay A total of 2000 cells treated with the indicated siRNA were plated
into a 384-well plate (Greiner). Twenty-four hours later, we applied
the Live/Dead Sytox staining procedure recommended by the manu-
facturer (S1138, Thermo Fisher Scientific). Briefly, cells were stained
for 15 min in regular growing medium then washed three times with
PBS. The images were acquired on a CV7000 microscope (Yokagawa)
and analyzed using the Columbus platform. y
RNA was extracted using the Macherey-Nagel Kit, following the
manufacturer’s instructions. RIN scores of all samples were above
7.6. RNA-seq libraries were constructed using the Illumina TruSeq
Stranded Total RNA with Ribo-Zero Human/Mouse/Rat library kit
according to the manufacturer’s instructions. We sequenced two
biological replicates for each condition using Illumina NovaSeq6000 S4
with 150-bp paired-end reads. RTA was used for base calling, and
Bcl2fastq was used for demultiplexing. Trimmomatic 0.39 was used
to trim for adapters. RNA-seq alignment to human hg19 genome
was performed by STAR (58) using default parameters with the following
modifications: “--genomeDir hg19-150 --outSAMunmapped
Within --outFilterType BySJout --outFilterMultimapNmax
20 --outFilterMismatchNmax 999 --outFilterMismatchNoverL-
max 0.04 --alignIntronMin 20 --alignIntronMax 1000000 --align-
MatesGapMax 1000000 --alignSJoverhangMin 8 --limitSjdbInsertNsj
2500000 --alignSJDBoverhangMin 1 --sjdbScore 1 --sjdbFileChrStartEnd
hg19-150/sjdbList.out.tab --sjdbGTFfile gencode.v19.annotation. gtf --peOverlapNbasesMin 10 --alignEndsProtrude 10 ConcordantPair.”
Raw count data for a total of 55,765 genes were obtained using htseq
0.11.4 using the default parameters and the option “--stranded=re-
verse.” Low-count genes were removed by requiring more than 15
reads in at least 2 samples for each gene across the 12 samples, and
the remaining 15,612 genes were used for the subsequent analyses. Differentially expressed genes were identified on the basis of the
criteria of adjusted P < 0.05 and shrunken log2 fold change (LFC) >
log2(1.5) using DESeq2 (65). Shrunken LFC was obtained using
the adaptive shrinkage estimator. Wald test was used to detect p
CTCF boundary prediction CTCF boundaries were predicted using the script published by
Oti et al. (27) run on CTCF ChIP-seq peaks published previously in
mouse breast adenocarcinoma 3134 cells (24). Briefly, we over-
lapped the genome-wide CTCF motifs with the CTCF peaks to ob-
tain the subset of peak motifs. We used homer to quantify CTCF
peaks, and we considered for the follow-up analysis only the CTCF
peaks above 40 normalized sequenced tag. Peak-contained motifs
were considered as possible anchors for loop prediction. Two possi-
ble anchors constituted a TAD loop when the two CTCF motifs
were convergent. The probability and scores of the loop anchors
were computed from both peak and motif scores by multiplying the
ChIP-seq peak scores. We intersected the predicted TADs (with
high probability) with GR ChIP-seq dataset to obtain a list of pre-
dicted TADs containing a GR-bound site and a list of TADs with no
GR-bound sites. 15 of 18 Rinaldi et al., Sci. Adv. 8, eabj8360 (2022) 30 March 2022 p
SMT analysis An improved method that accounts for photobleaching effects was
applied to the dwell time distribution analysis (64). Briefly, the dwell
time distribution of histone H2B was measured at the focal plane
under identical SMT acquisition conditions and then fitted to a
triple-exponential model to calculate photobleaching parameters. The dwell time distribution is obtained by calculating the weighted
ensemble average distribution of bound times for each diffusive
state in different cells in the experiment, and then it is corrected by
dividing the exponential component estimated in the H2B dwell time
distribution analysis. After photobleaching correction, the dwell time
distribution is fitted to a power-law distribution. Using a machine learning–based classification described previ-
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generated. Perturbation expectation maximation (pEM) together
with BIC was used to classify the trajectories of the protein into the
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Laboratories, A301-779A; Thermo Fisher Scientific, MA1-72534),
YY1 (Active Motif, 61779), H3K27ac (Active Motif, 39133), GR (Santa
Cruz Biotechnology, sc-393232; Thermo Fisher Scientific, MA1-510),
SMC1a (Bethyl Laboratories, A300-055A; Abcam, ab133643), SMC3
(Abcam, ab9263), RAD21 (Abcam, ab992), H2B (Abcam, ab61250),
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of chromatin loops by a composite loop extrusion factor. Phys. Rev. E 104, 024414 (2021). Single-molecule tracking Data acquisition of SMT experiments was described previously
(36, 63, 64). Briefly, HCT116 RAD21mAID cells were plated into
two-well Lab-Tek chamber slides (Thermo Fisher Scientific, Waltham,
MA, USA) in Phenol Red–free DMEM medium containing 10% CSS
(Hyclone, Logan, UT) and transfected with a Halo-GR plasmid. Later,
cells were treated with 500 M IAA (from Millipore/Sigma-Aldrich)
for 24 hours and, the next day, incubated with 0.25 nM cell-permeable
Janelia Fluor 549 HALOTag ligand (JF549) for 20 min. Cells were
lastly extensively washed with media and treated with 100 nM
dexamethasone or EtOH for 20 min before acquisition. A custom-built microscope (Optical Microscopy Core facility,
LRBGE, NCI) controlled by Micro-Manager software (Open Imag-
ing Inc., San Francisco, CA) was used. It was equipped with a 150×
1.45 numerical aperture objective (Olympus Scientific Solutions,
Waltham, MA), a 561-nm laser (iFLEX-Mustang, Excelitas Technolo-
gies Corp., Waltham, MA), an acousto-optic tunable filter (AOTFnC-
400.650, AA Optoelectronic, Orsay, France), and HILO (highly inclined
and laminated optical sheet) illumination microscope. Eight hundred
frames of fluorescent images were collected on an EM-CCD camera
(Evolve 512, Photometrics) at a rate of 5 Hz with 10-ms exposure
time to resolve the confinement and slow bound state, while a rate 16 of 18 Rinaldi et al., Sci. Adv. 8, eabj8360 (2022) 30 March 2022 SCIE N C E A D V A NCES | RESEA R CH A RT ICL E Genome Biol. 15, 550 (2014). 46. E. H. Finn, G. Pegoraro, H. B. Brandão, A.-L. Valton, M. E. Oomen, J. Dekker, L. Mirny,
T. Misteli, Extensive heterogeneity and intrinsic variation in spatial genome organization. Cell 176, 1502–1515.e10 (2019). Acknowledgments: We thank M. Kanemaki for providing the HCT116 RAD21mAID cells. We thank J. Taub for providing the DS-AMKL cells. We thank the Center for Cancer
Research (CCR) Genomics Core, CCR Sequencing Facility, Flow Cytometry, and High-
Throughput Facility at NCI. We would like to thank T. Karpova and D. Ball at the Optical
Microscopy Core at NIH. We thank P. Rocha, E. Arda, and L. Wang for technical support to
perform Micro-C and HiChIP experiments. This work used the computational resources of
the NIH HPC Biowulf cluster. We thank G. Vahedi and S. Yoon from Penn University of
Medicine for technical support to run the Stripenn algorithm. We would like to thank the
Danish National Research Foundation (DNRF grant no. 141 to ATLAS) and Novo Nordisk
Foundation (NNF18OC0052768). We thank A. Lillich, NIH Library Editing Service, for
manuscript editing assistance. The current affiliation of S.F. is the Kanagawa Cancer Center
of Yokohama, Japan, while G.F. is at the University of Liège, Belgium. D.A.G. is currently
employed at the Boston Consulting Group, Chicago, IL. Funding: S.F. was supported by the
JSPS Research Fellowship for Japanese Biomedical and Behavioral Researchers at NIH. A.U. acknowledges support from NSF PHY 1806903 and NSF PHY 1915534. L.R. was supported
by the EMBO long-term postdoctoral fellowship. This work was supported (in part) by the
Intramural Research Program of the NIH, National Cancer Institute, Center for Cancer
Research. Author contributions: L.R., G.F., and G.L.H. conceived the study and wrote the
manuscript with input of all the other coauthors. L.R. performed and analyzed genomic
experiments such as ChIP-seq and HiChIP. L.R. and T.A.J. performed the Micro-C
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Copyright © 2022 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim
to original U.S. Government Works. Distributed under a Creative Commons Attribution License 4.0 (CC BY). Use of this article is subject to the Terms of service SCIE N C E A D V A NCES | RESEA R CH A RT ICL E Submitted 4 June 2021
Accepted 7 February 2022
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long-range gene regulation long range gene regulation
Lorenzo RinaldiGregory FettweisSohyoung KimDavid A. GarciaSaori FujiwaraThomas A. JohnsonTheophilus T. TetteyLaurent OzbunGianluca PegoraroMichele PugliaBlagoy BlagoevArpita UpadhyayaDiana A. StavrevaGordon L. Hager Sci. Adv., 8 (13), eabj8360. • DOI: 10.1126/sciadv.abj8360 Downloaded from https://www.science.org on April 11, 2022 Use of this article is subject to the Terms of service Science Advances (ISSN ) is published by the American Association for the Advancement of Science. 1200 New York Avenue NW,
Washington, DC 20005. The title Science Advances is a registered trademark of AAAS. Copyright © 2022 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim
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Dutch guideline for clinical foetal-neonatal and paediatric post-mortem radiology, including a review of literature
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Dutch guideline for clinical foetal-neonatal and paediatric post-mortem radiology, including a
review of literature
Sonnemans, L.J.P.; Vester, M.E.; Kolsteren, E.E.M.; Erwich, J.; Nikkels, P.G.; Kint, P.A.M.; Rijn, R.R.
van; Klein, W.M.
2018, Article / Letter to editor (European Journal of Pediatrics, 177, 6, (2018), pp. 791-803)
Doi link to publisher: https://doi.org/10.1007/s00431-018-3135-9 Version of the following full text: Publisher’s version
Downloaded from: http://hdl.handle.net/2066/193604
Download date: 2024-10-24 Dutch guideline for clinical foetal-neonatal and paediatric post-mortem radiology, including a
review of literature
Sonnemans, L.J.P.; Vester, M.E.; Kolsteren, E.E.M.; Erwich, J.; Nikkels, P.G.; Kint, P.A.M.; Rijn, R.R. van; Klein, W.M. 2018, Article / Letter to editor (European Journal of Pediatrics, 177, 6, (2018), pp. 791-803)
Doi link to publisher: https://doi.org/10.1007/s00431-018-3135-9 Dutch guideline for clinical foetal-neonatal and paediatric post-mortem
radiology, including a review of literature L. J. P. Sonnemans1 & M. E. M. Vester2,3,4 & E. E. M. Kolsteren5 & J. J. H. M. Erwich6 & P. G. J. Nikkels7 & P. A. M. Kint8 &
R. R. van Rijn2,3,4 & W. M. Klein1,9 & On behalf of the Dutch post-mortem imaging guideline group L. J. P. Sonnemans1 & M. E. M. Vester2,3,4 & E. E. M. Kolsteren5 & J. J. H. M. Erwich6 & P. G. J. Nikkels7 & P. A. M. Kint8 &
R. R. van Rijn2,3,4 & W. M. Klein1,9 & On behalf of the Dutch post-mortem imaging guideline group Received: 22 November 2017 /Revised: 5 February 2018 /Accepted: 26 March 2018 /Published online: 19 April 2018
# The Author(s) 2018 Abstract Clinical post-mortem radiology is a relatively new field of expertise and not common practice in most hospitals yet. With the
declining numbers of autopsies and increasing demand for quality control of clinical care, post-mortem radiology can offer a
solution, or at least be complementary. A working group consisting of radiologists, pathologists and other clinical medical
specialists reviewed and evaluated the literature on the diagnostic value of post-mortem conventional radiography (CR), ultra-
sonography, computed tomography (PMCT), magnetic resonance imaging (PMMRI), and minimally invasive autopsy (MIA). Evidence tables were built and subsequently a Dutch national evidence-based guideline for post-mortem radiology was devel-
oped. We present this evaluation of the radiological modalities in a clinical post-mortem setting, including MIA, as well as the
recently published Dutch guidelines for post-mortem radiology in foetuses, neonates, and children. In general, for post-mortem
radiology modalities, PMMRI is the modality of choice in foetuses, neonates, and infants, whereas PMCT is advised in older
children. There is a limited role for post-mortem CR and ultrasonography. In most cases, conventional autopsy will remain the
diagnostic method of choice. g
Conclusion: Based on a literature review and clinical expertise, an evidence-based guideline was developed for post-mortem
radiology of foetal, neonatal, and paediatric patients. L. J. P. Sonnemans and M. E. M. Vester shared first authorship and
contributed equally to this work. Communicated by Piet Leroy
* M. E. M. Vester
m.e.vester@amc.uva.nl
L. J. P. Sonnemans
lianne.sonnemans@radboudumc.nl
E. E. M. Kolsteren
e.kolsteren@kennisinstituut.nl
J. J. H. M. Erwich
j.j.h.m.erwich@umcg.nl
P. G. J. Nikkels
P.G.J.Nikkels@umcutrecht.nl
P. A. M. Kint
pkint@amphia.nl
R. R. van Rijn
r.r.vanrijn@amc.uva.nl
W. M. Klein
willemijn.klein@radboudumc.nl 1
Department of Radiology, Radboud University Medical Center,
Nijmegen, The Netherlands
2
Department of Radiology, Academic Medical Center,
Amsterdam, The Netherlands
3
Department of Forensic Medicine, Netherlands Forensic Institute,
The Hague, The Netherlands
4
Amsterdam Centre for Forensic Science and Medicine,
Amsterdam, The Netherlands
5
Knowledge Institute of Medical Specialists, Utrecht, The Netherlands
6
Department of Obstetrics and Gynaecology, University Medical
Center Groningen, University of Groningen,
Groningen, The Netherlands
7
Department of Pathology, University Medical Center Utrecht,
Utrecht, The Netherlands
8
Department of Radiology, Amphia Hospital, Breda, The Netherlands
9
Department of Radiology, Maastricht University Medical Center,
Maastricht, The Netherlands 1
Department of Radiology, Radboud University Medical Center,
Nijmegen, The Netherlands 1
Department of Radiology, Radboud University Medical Center,
Nijmegen, The Netherlands * M. E. M. REVIEW
Dutch guideline for clinical foetal-neonatal and paediatric post-mortem
radiology, including a review of literature
L. J. P. Sonnemans1 & M. E. M. Vester2,3,4 & E. E. M. Kolsteren5 & J. J. H. M. Erwich6 & P. G. J. Nikkels7 & P. A. M. Kint8 &
R. R. van Rijn2,3,4 & W. M. Klein1,9 & On behalf of the Dutch post-mortem imaging guideline group REVIEW REVIEW Note: Note:
To cite this publication please use the final published version (if applicable). To cite this publication please use the final published version (if applicable). European Journal of Pediatrics (2018) 177:791–803
https://doi.org/10.1007/s00431-018-3135-9 Materials and methods The guideline was developed under the guidance of the
Dutch knowledge institute of medical specialists. An im-
portant objective of the Dutch knowledge institute is to
preserve and pool knowledge and expertise about the de-
sign and execution of quality assurance projects in the
realm of specialist medical care. Medline and Embase were
searched for studies comparing clinical post-mortem radi-
ology to autopsy in foetal, neonatal, and paediatric patients
from January 2000 up to January 2016, when the guideline
committee started her work (Appendix 1, a further detailed
search strategy is available upon request). Language selec-
tion was restricted to studies published in Dutch and
English. The study selection and analysis was performed
separately for the group of foetal and neonatal cases (de-
ceased within 28 days post-partum) and for the group of
paediatric cases (aged 1 month to 18 years). Studies were
initially screened on title and abstract (JE, RR), and here-
after analysed on full text (EK, JE, RR). Case reports and
forensic articles were excluded. Outcomes in sensitivity
and specificity were mandatory. Reference lists of included
studies were screened for additional relevant studies. What is Known: • Post-mortem investigations serve as a quality check for the provided health care and are important for reliable epidemiological registration. • Post-mortem radiology, sometimes combined with minimally invasive techniques, is considered as an adjunct or alternative to autopsy. What is New: • We present the Dutch guidelines for post-mortem radiology in foetuses, neonates and children. • Autopsy remains the reference standard, however minimal invasive autopsy with a skeletal survey, post-mortem computed tomography, or post-mortem
magnetic resonance imaging can be complementary thereof. Keywords Post-mortem . Paediatric . Neonatal . Foetal . Radiology . Autopsy Keywords Post-mortem . Paediatric . Neonatal . Foetal . Radiology . Autopsy the basis for the evidence-based Dutch guideline for clinical
foetal, neonatal, and paediatric post-mortem radiology [17]. Abbreviations
CR
Conventional radiography
GRADE
Grading Recommendations Assessment,
Development and Evaluation
MaRIAS
Magnetic Resonance Imaging Autopsy Study
MIA
Minimally invasive autopsy
PMCT
Post-mortem computed tomography
PMMRI
Post-mortem magnetic resonance imaging Abstract Vester
m.e.vester@amc.uva.nl 2
Department of Radiology, Academic Medical Center,
Amsterdam, The Netherlands 2
Department of Radiology, Academic Medical Center,
Amsterdam, The Netherlands L. J. P. Sonnemans
lianne.sonnemans@radboudumc.nl
E. E. M. Kolsteren
e.kolsteren@kennisinstituut.nl
J. J. H. M. Erwich
j.j.h.m.erwich@umcg.nl
P. G. J. Nikkels
P.G.J.Nikkels@umcutrecht.nl
P. A. M. Kint
pkint@amphia.nl
R. R. van Rijn
r.r.vanrijn@amc.uva.nl
W. M. Klein
willemijn.klein@radboudumc.nl 3
Department of Forensic Medicine, Netherlands Forensic Institute,
The Hague, The Netherlands 4
Amsterdam Centre for Forensic Science and Medicine,
Amsterdam, The Netherlands 6
Department of Obstetrics and Gynaecology, University Medical
Center Groningen, University of Groningen,
Groningen, The Netherlands 7
Department of Pathology, University Medical Center Utrecht,
Utrecht, The Netherlands 7
Department of Pathology, University Medical Center Utrecht,
Utrecht, The Netherlands 8
Department of Radiology, Amphia Hospital, Breda, The Netherlands 9
Department of Radiology, Maastricht University Medical Center,
Maastricht, The Netherlands Eur J Pediatr (2018) 177:791–803 792 Introduction Paediatric post-mortem radiology, in addition to autopsy, is
becoming widely accepted as an important component of
cause of death determination [1–5]. The trend in declining
clinical autopsy rates in adults [6–9] is also evident in the
foetal and paediatric population, though higher autopsy rates
of approximately 50% remain [3, 10–13]. This decline is in
spite of evidence that clinical error rates persist: approximately
25% discrepancy between clinical ante-mortem diagnosis and
autopsy cause of death diagnosis [3, 11, 14, 15]. If an alternative, less- or non-invasive diagnostic method
could adequately determine the cause of death, current objec-
tions to conventional autopsy (e.g. its invasiveness) could be
met. Consequently, this might increase quality control and
subsequently improve clinical care. Post-mortem radiology
might be such an alternative diagnostic method. It can be
helpful for diagnosing anatomic abnormalities, identification
of syndromes, or to narrow down the differential diagnosis of
genetic disorders. Consequently, it can also be useful for
identifying potential siblings at risk, counselling for future
pregnancies, and helping the parents in their process of grief
[7, 16]. Methodological quality assessment of included studies was
performed (EK) according to the AMSTAR checklist,
PRISMA checklist, or QUADAS II, depending on the type
of article [18–20]. The joint evidence of included articles was
scored (EK) according to the Grading Recommendations
Assessment, Development and Evaluation (GRADE) tool
[21]. GRADE divides the quality (or certainty) of evidence
and conclusions into four categories: high, medium, low or
very low. A high GRADE level of evidence means that the
conclusion is unlikely to change with future research, whereas
in a very low GRADE level of evidence the conclusion is very
precarious. In addition to the level of evidence in literature,
expertise from the Dutch post-mortem imaging guideline
group members was taken into account, along with prefer-
ences of bereaved relatives, costs, availability of devices, Post-mortem radiology is evolving into a subspecialty,
reflected by the large increase of publications and the broad
spectrum of used techniques [1]. Nevertheless, a guideline on
the indications and contraindications for the use of post-
mortem conventional radiography (CR), ultrasonography,
computed tomography (PMCT), magnetic resonance imaging
(PMMRI), and minimally invasive autopsy (MIA), was not
yet available. This article provides the literature review that is 793 Eur J Pediatr (2018) 177:791–803 Fig. 2 Paediatric study selection. * Several papers had multiple reasons
for full text exclusion. Study identification The literature search resulted in 268 eligible articles for foe-
tuses and neonates and 415 articles for paediatric studies. After title, abstract, and full-text selection 14 foetal-neonatal
articles and 9 paediatric studies remained (Figs. 1 and 2). Studies on CR, PMCT, PMMRI, and MIA were included,
other post-mortem imaging methods (e.g. post-mortem ultra-
sound) did not meet the inclusion criteria. Fig. 2 Paediatric study selection. * Several papers had multiple reasons
for full text exclusion. Maximum one reason per article was scored,
according to the order presented Introduction Maximum one reason per article was scored,
according to the order presented and organisational issues when formulating the guideline
recommendations. and organisational issues when formulating the guideline
recommendations. Foetal-neonatal Both in foetal and neonatal patients, as well as in paediatric
patients, the GRADE evidence for post-mortem CR, PMCT,
and MIA was graded as low because few studies, with few
patients included, have been performed. More studies were pub-
lished on PMMRI, yet the evidence for PMMRI was also graded
as low in both groups, because almost all results were based on
the Magnetic Resonance Imaging Autopsy Study (MaRIAS). This study was performed in a specialised setting with well-
trained specialists and a relatively low number of patients. A clinical, foetal post-mortem skeletal survey consists
mainly of a whole-body radiograph; a ‘babygram’
(Fig. 3). A study of 377 foetal post-mortem skeletal surveys
showed a 100% sensitivity and 97% specificity for Fig. 3 Example of a diagnostic babygram. This pregnancy was
terminated at 22 weeks of gestation because of micromelia on prenatal
2nd trimester ultrasound, suspected to be a skeletal dysplasia. The
babygram showed skeletal abnormalities with shortened ribs,
metaphyseal flaring (1) and shortened and bowed long bones (2). Histology revealed abnormalities in the liver, kidneys, lungs, bone and
cartilage compatible with ciliopathy with major skeletal involvement. Jeune syndrome is the most likely diagnosis Example of a diagnostic babygram. This pregnancy was
ed at 22 weeks of gestation because of micromelia on prenatal
mester ultrasound, suspected to be a skeletal dysplasia. The
am showed skeletal abnormalities with shortened ribs Post-mortem conventional radiography (CR) One article was included from the literature review on post-
mortem CR in foetal and neonatal patients. No articles on
post-mortem CR of paediatric patients met the inclusion
criteria. Fig. 1 Foetal-neonatal study selection. * Several papers had multiple
reasons for full text exclusion. Maximum one reason per article was
scored, according to the order presented Fig. 3 Example of a diagnostic babygram. This pregnancy was
terminated at 22 weeks of gestation because of micromelia on prenatal
2nd trimester ultrasound, suspected to be a skeletal dysplasia. The
babygram showed skeletal abnormalities with shortened ribs,
metaphyseal flaring (1) and shortened and bowed long bones (2). Histology revealed abnormalities in the liver, kidneys, lungs, bone and
cartilage compatible with ciliopathy with major skeletal involvement. Jeune syndrome is the most likely diagnosis Fig. 1 Foetal-neonatal study selection. * Several papers had multiple
reasons for full text exclusion. Maximum one reason per article was
scored, according to the order presented Eur J Pediatr (2018) 177:791–803 794 Table 1
Table of evidence of diagnostic performance of PMCT in foetuses, neonates and paediatric patients
Author (ref)
Year
Study design
Anatomical system
Outcome parameter
Foetuses < 24 weeks
of gestation
Foetuses > 24 weeks
of gestation
Neonates and children
Sensitivity
(95%CI)
Specificity
(95%CI)
Sensitivity
(95%CI)
Specificity
(95%CI)
Sensitivity
(95%CI)
Specificity
(95%CI)
Arthurs [23]
2016
Prospective
(MaRIAS)
General
Main diagnosis or cause of death
28 (13–51)
100 (44–100)
50 (22–79)
100 (61–100)
50 (29–71)
100 (74–100)
Any lesion (cardiac, thoracic,
neurologic, abdominal or skeletal)
67 (35–88)
91 (81–96)
62 (36–82)
93 (80–97)
58 (42–72)
95 (89–98)
Cardiac
Cardiac lesions
NA
100 (61–100)
100 (21–100)
100 (65–100)
50 (22–79)
100 (83–100)
Non-cardiac thoracic
Non-cardiac thoracic lesions
0 (0–79)
100 (51–100)
100 (34–100)
80 (38–96)
60 (36–80)
85 (58–96)
Neurologic
Neurologic lesions
100 (44–100)
67 (44–84)
50 (22–79)
100 (57–100)
58 (32–81)
100 (82–100)
Abdominal
Abdominal lesions
0 (0–79)
100 (65–100)
100 (21–100)
67 (30–90)
50 (10–91)
93 (77–98)
Musculo-skeletal
Skeletal lesions
75 (30–95)
100 (89–100)
0 (0–79)
100 (82–100)
100 (21–100)
96 (82–99)
Arthurs [24]
2015
Prospective
Non-cardiac thoracic
Abnormal lung areas
100 (52–100)a
63% (31–86)a detection of skeletal abnormalities compared to diagnosis
based on autopsy, genetics, and prenatal investigations
[22]. However, the number of diagnostic abnormalities in
this population was limited. Post-mortem computed tomography (PMCT) One study was included on the sensitivity and specificity of
PMCT for both foetal-neonatal and paediatric patients, and an
additional article on paediatric patients (Table 1). Foetal-neonatal PMCT and PMMRI were both compared to autopsy, and to
each other in 53 foetuses, finding 40% of the PMCT’s non-
diagnostic in foetuses below 24 weeks of gestation (n = 35)
compared to 11% of PMMRI’s, with twice as many correct
diagnoses on PMMRI compared to PMCT (10 vs. 5, p <
0.005) [23]. In foetuses above 24 weeks of gestation (n =
18), 22% of PMCT’s were non-diagnostic, compared to 0%
of PMMRI’s (p < 0.005). In cases where radiology was diag-
nostic, both PMCTand PMMRI showed a 50% sensitivity and
100% specificity for main diagnosis or cause of death. Also,
no significant differences were observed for identification of
pathological lesions in individual organ systems, irrespective
of contribution to death. Post-mortem conventional radiography (CR) The authors concluded that
there is no indication for a foetal post-mortem skeletal sur-
vey in cases without previous suspicion of skeletal abnor-
malities on prenatal ultrasound or during post-mortem ex-
ternal inspection. If a foetal ‘babygram’ is obtained, it
should preferably be done using a high resolution ‘cabinet
radiography’ system. If this is not available, the use of a
mammography system is advised. Paediatric Sensitivity of PMCT for cause of death determination depends
on the type of pathology and age of the child [23, 24]. The
same study as for foetuses and neonates, included 29 children
with an average age of 6.9 months (range 1 day–16 years)
[23]. In this small group, both PMCT and PMMRI showed a
50% sensitivity and 100% specificity for the main diagnosis or
cause of death. The overall concordance was slightly lower for
PMCT than PMMR (59.4% vs. 62.8%). In another study with
12 children under the age of 1 year, PMCT’s of the lungs were
non-diagnostic in 75% prior to post-mortem ventilation, com-
pared to 0% of PMCT’s with ventilation [24]. A 100% sensi-
tivity and 63% specificity were found for the detection of
abnormal lung areas with ventilated PMCT. Therefore, venti-
lated PMCT could be used to improve identification of abnor-
mal areas of the lungs. Eur J Pediatr (2018) 177:791–803 795 Foetal-neonatal MaRIAS reported a 100% sensitivity and 98% specificity for
major and minor structural heart defects in neonates and chil-
dren with 1.5 T PMMRI [25]. A substantial lower sensitivity
of 62% was observed for any cardiac pathology, both struc-
tural and non-structural. Identification of non-cardiac, thoracic
abnormalities was difficult, especially in case of pneumonia
[27]. Sensitivities of 100% and specificities of 98–100% were
reported for the detection of brain malformations and minor
and major intracranial haemorrhages [28]. In contrast to foe-
tuses, PMMRI showed a high sensitivity (93%) for ischaemic
brain injury in neonates and children. Just as in foetuses,
PMMRI showed a moderate sensitivity (71%) and high spec-
ificity (87%) for abdominal abnormalities [29]. The sensitivity
for skeletal abnormalities was poor (31%) [30]. Before the MaRIAS study, a systematic review, investigating
the diagnostic accuracy of PMMRI, included five studies on
foetuses [33]. In four of those five studies, a complete autopsy
was used as the reference standard. The included studies were
of moderate quality as the groups were small and the popula-
tion heterogeneity large. There was a pooled sensitivity of
69% (95%CI 56–80) and a pooled specificity of 95%
(95%CI 88–98) for detection of clinically significant
abnormalities. The MaRIAS study reported high sensitivities (82–100%)
and high specificities (93–97%) for both major and minor
cardiac pathology, as well as for structural and non-structural
heart disease in foetuses below and above 24 weeks of gesta-
tion [25]. Votino et al. (2012) compared high-field PMMRI
(9.4 T) to lower-field PMMRI (1.5 T and 3.0 T) and stereo-
microscopic autopsy (MIA) [26]. In contrast to lower-field
PMMRI, the heart situs, four-chamber view and outflow tracts
could be visualised in all foetuses with 9.4 T, irrespective of
gestational age. High-field PMMRI identified seven out of
eight cases with major congenital heart disease. In foetuses
below and above 24 weeks of gestation, MaRIAS reported
low sensitivities of 30 and 38% and high specificities of 96
and 88% respectively for the detection of non-cardiac, thorac-
ic abnormalities with 1.5 T [27]. Based on these results and the
reasonable negative predictive values of approximately 85%,
PMMRI appeared to be more useful in the exclusion of tho-
racic abnormalities, rather than in its identification. Detection
of pulmonary tract infection and diffuse alveolar haemorrhage
was difficult, whereas PMMRI was most sensitive for detec-
tion of anatomical abnormalities, including pleural effusions
and lung hypoplasia. Minimal invasive autopsy (MIA) One article included from the literature search reported on
MIA in both foetal-neonatal and paediatric patients
(MaRIAS) [31]. This study compared the diagnostic accuracy
of MIA to conventional autopsy. MIA consisted of PMMRI,
combined with other post-mortem radiology, genetic and met-
abolic tests (ante-mortem and post-mortem blood sampling), a
review of the clinical history, external examination, and ex-
amination of placental tissue, if available. No foetal-neonatal
or paediatric studies combining PMMRI or PMCT with tissue
biopsies or angiography met the inclusion criteria. Post-mortem magnetic resonance imaging (PMMRI) provided clinically important information in 23 out of 43 foe-
tuses in whom neuropathological examination was non-
diagnostic due to maceration. Seven articles were included on the diagnostic performance of
PMMRI in foetuses and neonates, along with five articles on
paediatric patients (Table 2). The majority of these studies
reported on the Magnetic Resonance Imaging Autopsy
Study (MaRIAS) (sub)population [23, 25, 27–30]. MaRIAS
is a large, 3.5 year, double-blind prospective study in 277
foetuses (185 foetuses of 24 weeks gestation or less and 92
foetuses of 24 weeks gestation or more) and 123 children (42
neonates, 53 infants up to 1 year of age, and 28 children above
1 year of age), which compared the diagnostic accuracy of
1.5 T PMMRI to conventional autopsy [31, 32]. PMMRI showed moderate sensitivities of 77 and 65% for
abdominal abnormalities in foetuses below and above
24 weeks gestation, respectively [29]. Diagnostic accuracy
was variable per organ system, with the highest sensitivity
for renal abnormalities (18/21 = 86%) and the lowest for in-
testinal abnormalities (2/7 = 29%). In addition, MaRIAS re-
ported moderate and very low sensitivities for detection of
musculoskeletal abnormalities in foetuses below and over
24 weeks of gestation, respectively 69 and 17% [30]. Foetal-neonatal Both a high sensitivity (100%, 95%CI 97–100) and high spec-
ificity (98%, 95%CI 88–100) were reported for the detection
of major pathological abnormalities or cause of death in foe-
tuses below 24 weeks of gestation [31]. In foetuses above
24 weeks of gestation, sensitivity and specificity were also
high (respectively 96%, 95%CI 86–99, and 95%, 95%CI
84–99). Moreover, MIA had a higher sensitivity and specific-
ity compared to PMMRI alone. In both groups of foetuses, the Based on MaRIAS, very high sensitivities (80–100%) and
specificities (87–100%) were found for the detection of brain
malformations (Fig. 4) and minor and major intracranial
bleedings [28]. A lower sensitivity of 30% was found for the
detection of hypoxic-ischaemic brain injury in foetuses above
24 weeks of gestation. Foetal-neonatal Furthermore, cerebral PMMRI 796 Eur J Pediatr (2018) 177:791–803 Table 2
Table of evidence of diagnostic performance of PMMRI in foetuses, neonates and paediatric patients
Author (ref) Year Study design
Anatomical system
Outcome parameter
Foetuses < 24 weeks
of gestation
Foetuses > 24 weeks
of gestation
Neonates and children
Sensitivity
(95%CI)
Specificity
(95%CI)
Sensitivity
(95%CI)
Specificity
(95%CI)
Sensitivity
(95%CI)
Specificity
(95%CI)
Arthurs [23] 2016 Prospective (MaRIAS) General
Main diagnosis or cause of death
40 (23–59)
100 (61–100)
50 (24–76)
100 (68–100)
50 (29–71)
100 (74–100)
Any lesion (cardiac, thoracic, neurologic,
abdominal or skeletal)
58 (39–76)
88 (81–93)
79 (57–92)
92 (83–96)
70 (55–82)
84 (76–90)
Cardio-vascular
Cardiac lesions
100 (44–100) 86 (69–94)
100 (44–100) 100 (80–100)
63 (31–86)
95 (77–99)
Non-cardiac thoracic Non-cardiac thoracic lesions
20 (4–62)
96 (78–99)
67 (21–94)
87 (62–96)
47 (26–69)
50 (25–75)
Neurological
Neurologic lesions
83 (44–97)
52 (32–72)
75 (41–93)
70 (40–89)
100 (76–100)
77 (53–90)
Abdominal
Abdominal lesions
40 (12–77)
100 (86–100) 100 (51–100)
93 (69–99)
100 (34–100)
82 (63–92)
Musculo-skeletal
Skeletal lesions
60 (23–88)
100 (88–100)
0 (0–79)
100 (82–100) 100 (21–100)
96 (82–99)
Taylor [25]
2014 Prospective (MaRIAS) Cardio-vascular
Structural and non-structural heart diseases 82 (59–94)
96 (91–98)
83 (44–97)
94 (87–97)
62 (41–79)
98 (93–100)
Structural heart defects (major and minor)
83 (61–94)
97 (92–99)
100 (57–100)
93 (85–98)
100 (77–100)
98 (94–100)
Major structural heart defects
87 (62–96)
99 (95–100)
100 (51–100)
99 (94–100) 100 (68–100) 100 (97–100)
Votino [26]
2012 Prospective (High-field
MRI, 9.4 T)
Cardio-vascular
Abnormalities of the four-chamber view
67 (30–92)
80 (52–95)
Outflow-tract-abnormalities
75 (20–96)
100 (83–100)
Abnormalities of the aortic arch
100a
100a
Abnormalities of the systemic veins
100a
100a
Arthurs [27] 2014 Prospective (MaRIAS) Non-cardiac thoracic Non-cardiac thoracic abnormalities
30 (17–47)
96 (91–98)
38 (19–61)
88 (79–94)
45 (33–58)
61 (48–72)
Arthurs [28] 2015 Prospective (MaRIAS) Neurological
Ischaemic brain injury
NA
100 (97–100)
30 (11–60)
90 (81–95)
93 (70–99)
95 (89–98)
Major intracranial bleed
100 (21–100) 99 (95–97)
100 (21–100) 100 (96–100) 100 (82–100)
99 (95–100)
Minor intracranial bleed
100 (21–100) 87 (80–91)
80 (38–96)
99 (93–100) 100 (44–100)
98 (94–100)
Brain malformations
86 (69–94)
90 (83–94)
90 (60–98)
96 (87–99)
100 (57–100) 100 (97–100)
Overall brain pathology
87 (71–95)
69 (60–77)
71 (53–84)
77 (64–86)
98 (90–100)
81 (70–89)
Arthurs [29] 2015 Prospective (MaRIAS) Abdominal
Abdominal abnormalities
77 (61–88)
95 (90–98)
65 (41–83)
89 (80–95)
71 (47–87)
87 (79–92)
Arthurs [30] 2014 Prospective (MaRIAS) Musculo-skeletal
Skeletal abnormalities
69 (50–84)
100 (97–100)
17 (3–56)
98 (92–99)
31 (13–58)
96 (91–99) 797 Eur J Pediatr (2018) 177:791–803 ventricle (3) was found on PMMRI along with the additional findings
of a left choroid plexus cyst (4) and polymicrogyria (5). Foetal-neonatal Furthermore,
autopsy diagnosed a choroid plexus papilloma in the left lateral ventricle,
but the additional finding of polymicrogyria (5) on PMMRI revealed
Aicardi syndrome as the most likely diagnosis. a Axial. b Sagittal Fig. 4 a, b Example of abnormalities of the central nervous system
diagnosed at PMMRI in a female foetus. This pregnancy was
terminated at 23 weeks of gestation because of corpus callosum
agenesis (1), an interhemispheric cyst (2) and fossa posterior anomalies
on prenatal 2nd trimester ultrasound, which were confirmed by PMMRI
and/or conventional autopsy. A non-cystic dilatation of the fourth ventricle (3) was found on PMMRI along with the additional findings
of a left choroid plexus cyst (4) and polymicrogyria (5). Furthermore,
autopsy diagnosed a choroid plexus papilloma in the left lateral ventricle,
but the additional finding of polymicrogyria (5) on PMMRI revealed
Aicardi syndrome as the most likely diagnosis. a Axial. b Sagittal Fig. 4 a, b Example of abnormalities of the central nervous system
diagnosed at PMMRI in a female foetus. This pregnancy was
terminated at 23 weeks of gestation because of corpus callosum
agenesis (1), an interhemispheric cyst (2) and fossa posterior anomalies
on prenatal 2nd trimester ultrasound, which were confirmed by PMMRI
and/or conventional autopsy. A non-cystic dilatation of the fourth Discussion respectively 94% (95%CI 84–98) and 27% (95%CI 14–44)
were reported for the detection of non-infectious and in-
fectious pathologies, with specificities of respectively 96%
(95%CI 89–99) and 100% (95%CI 96–100). Pneumonia
and myocarditis were the main undetected abnormalities. This study showed an increase in the diagnostic accuracy
of post-mortem radiology when PMMRI was extended
with additional (minimal-invasive, genetic and metabolic)
tests or examination of placental tissue. Like in the foetal
patient group, MIA showed better results than PMMRI
alone. Autopsy is traditionally considered as the gold standard for
post-mortem diagnoses and quality assessment of provided
health care. However, the declining autopsy rates of the last
decennia result in decreasing expertise, especially in foetal-
neonatal and paediatric cases where mortality rates are low. Although autopsy remains the preferred diagnostic method in
foetal, neonatal, and paediatric death, post-mortem radiology,
after consent, can be used in adjunct to autopsy or as an alter-
native in cases without consent for conventional autopsy. In
general, PMMRI is advised in foetuses, neonates, and young
children, as PMMRI has a higher soft-tissue contrast com-
pared to PMCT. The small body size enables high-resolution
whole-body imaging in a reasonable amount of time. The
limited value of PMCT in young children is illustrated in a
study of 54 children (median age 1.0 years old, range 2 days–
17.9 years) who died of an assumed natural cause, where
PMCT could establish the cause of death in mere 12.9%
[34]. In older children, just as in adults, PMCT is the preferred
modality because of the lack of evidence of superiority of
PMMRI over PMCT, its high availability, lower costs, and
reduced scan time compared to PMMRI. With the limited Paediatric 6 Flowchart for post-mortem radiology in paediatric deaths* *
The Dutch ‘Nader Onderzoek naar de DoodsOorzaak van Kinderen’ (i e Fig. 6 Flowchart for post-mortem radiology in paediatric deaths*. *
adapted from the Dutch guideline for clinical foetal, neonatal, and paedi-
atric post-mortem radiology [17]. PMMRI: post-mortem magnetic reso-
nance imaging. PMCT: post-mortem computed tomography. NODOK: The Dutch ‘Nader Onderzoek naar de DoodsOorzaak van Kinderen’ (i.e. ‘further examination of cause of death in children’) procedure is a step-
wise approach to investigate the cause of death in children with an as-
sumed natural unexpected and unexplained death [34] Paediatric sensitivity and specificity for detection of non-infectious pa-
thologies were above 95%. Sensitivity for infectious patholo-
gies was with 80% (95%CI 38–96) lower in foetuses above
24 weeks of gestation than in foetuses below 24 weeks of
gestation (100%, 95%CI 92–100). A 69% sensitivity (95%CI 58–78) and 93% specificity
(95%CI 81–98) were found for major pathological abnor-
malities or cause of death in children [31]. Sensitivities of Fig. 5 Flowchart for post-mortem radiology in foetal and neonatal
deaths*. * adapted from the Dutch guideline for clinical foetal, neonatal,
and paediatric post-mortem radiology [17]. GA: gestational age. US:
ultrasonography. The ‘routine 2nd trimester ultrasound’ is a standard pre-
natal US in all growing foetuses. The ‘US for foetal death determination’
is a second, separate antenatal US by the gynaecologist in order to
confirm death. PMMRI: post-mortem magnetic resonance imaging. CNS: central nervous system. NODOK:: The Dutch ‘Nader Onderzoek
naar de DoodsOorzaak van Kinderen’ (i.e. ‘further examination of cause
of death in children’) procedure is a stepwise approach to investigate the
cause of death in children with an assumed natural unexpected and un-
explained death [34] Fig. 5 Flowchart for post-mortem radiology in foetal and neonatal
deaths*. * adapted from the Dutch guideline for clinical foetal, neonatal,
and paediatric post-mortem radiology [17]. GA: gestational age. US:
ultrasonography. The ‘routine 2nd trimester ultrasound’ is a standard pre-
natal US in all growing foetuses. The ‘US for foetal death determination’
is a second, separate antenatal US by the gynaecologist in order to confirm death. PMMRI: post-mortem magnetic resonance imaging. CNS: central nervous system. NODOK:: The Dutch ‘Nader Onderzoek
naar de DoodsOorzaak van Kinderen’ (i.e. ‘further examination of cause
of death in children’) procedure is a stepwise approach to investigate the
cause of death in children with an assumed natural unexpected and un-
explained death [34] Eur J Pediatr (2018) 177:791–803 798 Fig. 6 Flowchart for post-mortem radiology in paediatric deaths*. *
adapted from the Dutch guideline for clinical foetal, neonatal, and paedi-
atric post-mortem radiology [17]. PMMRI: post-mortem magnetic reso-
nance imaging. PMCT: post-mortem computed tomography. NODOK:
The Dutch ‘Nader Onderzoek naar de DoodsOorzaak van Kinderen’ (i.e. ‘further examination of cause of death in children’) procedure is a step-
wise approach to investigate the cause of death in children with an as-
sumed natural unexpected and unexplained death [34] Fig. Eur J Pediatr (2018) 177:791–803 799 survey or conventional radiographs in natural causes of death. In a study in 542 perinatal deaths (from 16 weeks gestation to
1 week after birth), the diagnostic value was very limited: 30%
had abnormal radiographs, of which only 0.9% were of diag-
nostic importance for establishing the cause of death [40]. amount of studies in children, it is not possible to be more
specific about the age range where PMCT and PMMRI have
equal diagnostic performances. The Dutch guideline for pae-
diatric post-mortem radiology describes PMCT as a possible
adjunct to PMMRI and autopsy, in children of 2 to 5 years of
age (Fig. 7). Furthermore, either PMCT or PMMRI is advised
in children of 5 years or older, depending on the type of pa-
thology expected. Given the limited amount of evidence, we
would like to underline that, especially in infants and children,
post-mortem imaging should be seen as an adjunct to the
autopsy and not as a replacement. The cut-off age levels were
the results of combined expert opinion, this as there is insuf-
ficient evidence to define a set cut-off age level. Although ultrasound did not meet the inclusion criteria for
the guideline it is a technique that could be considered in
selected cases where parents do not approve the use of
PMCT or PMMRI [41–43]. Due to open sutures and absence
of inhaled air, the brain and lungs can be examined by ultra-
sonography in cases of foetal demise [44]. In 88 foetuses of
11–40 weeks of gestation sensitivities of 91, 88, and 87% and
specificities of respectively 90, 92, and 95% were reported
with ultrasound for respectively brain, thoracic and abdominal
anomalies [45]. No eligible paediatric studies on post-mortem CR were
included. Nevertheless, in deceased children up to 4 years of
age, a skeletal survey (consisting of 20–30 images) is advised
to detect fractures, potentially caused by non-accidental injury
[35–39]. In deceased children of 5 years or older, with possi-
ble child abuse, conventional radiographs of the areas of in-
terest are advised on a low-threshold basis. This is despite a
lack of evidence for the supplementary value of a skeletal To meet the demand for less invasive alternatives to autop-
sy [46, 47], as well as a high diagnostic performance, it is
likely that a combination of imaging and minimal invasive
tissue acquisition will be increasingly used in future. Fig. 8 a, b Example of the
difference in resolution between
1.5 (a) and 7 (b) Tesla PMMRI in
a foetus of 18 weeks and 2 days of
gestation. The 7 T image shows
development of polymicrogyria
(arrow) of the left temporal cor-
tex, which is not detectable at the
1.5 T images Dutch post-mortem imaging guideline The Dutch guideline working group developed an evidence
and practice-based flowchart for post-mortem radiology in
non-forensic foetal and neonatal deaths (Fig. 5), and pae-
diatric deaths (Fig. 6). It must be emphasised that, based on
the literature, due to the low GRADE level of evidence,
post-mortem radiology without clinical autopsy should be
considered as insufficient for best-practice post-mortem
diagnosis. PMCTand PMMRI showed a volvulus of the ileum around its mesentery
(whirl sign) (arrow). Ischemic haemorrhagic volvulus of the ileum was
confirmed by autopsy (b) as the cause of death Fig. 7 a, b Example of a PMCT (a) of a 4-year-old child with an unex-
pected and unexplained but assumed natural cause of death. Cardiopulmonary resuscitation was performed but not successful. PMCTand PMMRI showed a volvulus of the ileum around its mesentery
(whirl sign) (arrow). Ischemic haemorrhagic volvulus of the ileum was
confirmed by autopsy (b) as the cause of death Fig. 7 a, b Example of a PMCT (a) of a 4-year-old child with an unex-
pected and unexplained but assumed natural cause of death. Cardiopulmonary resuscitation was performed but not successful. Fig. 9 a, b Examples of normal
post-mortem findings. (a)
Opacification dorsal in the lung
lobes due to septal oedema and
pleural fluid (arrow). (b)
Distension of bowel lumen due to
post-mortem gas formation, and
portal venous (1) and ventricular
gas (2) Eur J Pediatr (2018) 177:791–803 Other
minimal invasive techniques such as genetic and metabolic
testing as well as virology and microbiology sampling can a, b Examples of normal
mortem findings. (a)
fication dorsal in the lung
due to septal oedema and
l fluid (arrow). (b)
nsion of bowel lumen due to
mortem gas formation, and
venous (1) and ventricular
) Fig. 9 a, b Examples of normal
post-mortem findings. (a)
Opacification dorsal in the lung
lobes due to septal oedema and
pleural fluid (arrow). (b)
Distension of bowel lumen due to
post-mortem gas formation, and
portal venous (1) and ventricular
gas (2) 800 Eur J Pediatr (2018) 177:791–803 J.J.E. screened studies on title, abstract, and full text for the Dutch
guideline development, and developed the Dutch guideline for clinical
postmortem radiology. be added on indication. The more post-mortem radiology is
expanded with minimally invasive investigations, the higher
the diagnostic yield will be; the border area of a minimal
invasive radiological test and a restricted autopsy demands
for close collaboration between these two specialities. Furthermore, the diagnostic performance of post-mortem ra-
diology will increase by improvements of diagnostic tech-
niques such a high-field PMMRI (Fig. 8), post-mortem angi-
ography, and post-mortem ventilation [24, 48, 49]. Non- or
minimally invasive autopsy evokes much less objections from
parents compared to conventional autopsy, resulting in overall
increasing post-mortem investigation rates [46, 47]. Hence,
post-mortem radiology can increase post-mortem investiga-
tion rates, and subsequently improve family counselling and
quality control of clinical diagnosis. P.K. developed the Dutch guideline for clinical postmortem radiology. P.K. developed the Dutch guideline for clinical postmortem radiology. P.N. developed the Dutch guideline for clinical postmortem radiology. P.N. developed the Dutch guideline for clinical postmortem radiology. R.R. screened studies on title, abstract, and full text for the Dutch
guideline development, and developed the Dutch guideline for clinical
postmortem radiology. W.K. chaired the Dutch post-mortem imaging guideline group and
developed the Dutch guideline for clinical postmortem radiology. All authors contributed to the interpretation of the data and revision of
the manuscript for important intellectual content. Funding The development of the Dutch postmortem imaging guideline
was funded by the Quality Foundation of the Dutch Medical Specialists
(SKMS). Guideline working group This guideline was developed and sponsored by the
Radiological Society of the Netherlands (NVvR), using gov-
ernmental funding from the Stichting Kwaliteitsgelden
Medisch Specialisten in the Netherlands (SKMS, Quality
foundation of the Dutch Federation of Medical Specialists). The early preparative phase started July 2015 and the guide-
line will officially be authorized by the Radiological Society
of the Netherlands at the end of 2017. The working group had
nine in-person meetings (between September 2015 and
September 2017) and otherwise communicated by phone
and email. Decisions were made by consensus. At the start
of guideline development, all working group members com-
pleted conflict of interest forms. Acknowledgements M.M.J. Ploegmakers (Knowledge Institute of
Medical Specialists, Utrecht, The Netherlands), M. Wessels
(Knowledge Institute of Medical Specialists, Utrecht, The Netherlands),
I.M.B. Russel (Department of Paediatrics, University Medical Center
Utrecht, the Netherlands), M. ten Horn (Patientfederation, Utrecht, the
Netherlands), R. Kranenburg (Patientfederation, Utrecht, the
Netherlands), D. van Meersbergen (The Royal Dutch Medical
Association (KNMG), the Netherlands). Compliance with ethical standards As post-mortem radiology is a relatively new subspecialty,
images should be evaluated by an experienced radiologist. This should preferably be a paediatric radiologist who is fa-
miliar with normal post-mortem changes, which to the un-
trained eye can mimic pathologic abnormalities (Fig. 9) [50,
51]. Therefore, it is advised for non-specialised centres to ask
assistance from experienced radiologists. Conflict of interest
The authors declare that they have no conflict of
interest. Appendix 1. Materials and methods To conclude, post-mortem radiology without clinical au-
topsy is yet considered as insufficient to establish the cause
of death, due to the low GRADE level of evidence. Autopsy is
therefore still regarded as the reference standard [23]. Post-
mortem radiology, especially as part of a MIA procedure, is
considered a useful adjunct or valuable alternative in cases
where autopsy is not performed. In general, neonatologists
or paediatricians will be the referring physicians and as such
they will be the ones obtaining parental informed consent. Therefore, it is imperative that they are aware of the advan-
tages and limitations of post-mortem imaging. A multidisci-
plinary approach including clinicians, radiologists, and pa-
thologists seems most beneficial. At present, PMMRI is the
imaging modality of choice in foetuses, neonates, and young
children, whereas PMCT is preferred in in older children. Text adjusted from Acta Orthopedica (Besselaar et al [52];
PubMed PMID: 28266239). Text adjusted from Acta Orthopedica (Besselaar et al [52];
PubMed PMID: 28266239). Methodology bodyofevidenceacrossallrelevant outcomes,valuesandprefer-
ences, and resource use. The strength of a recommendation re-
flects the extent to which the guideline panel was confident that
desirableeffectsoftheinterventionoutweighundesirableeffects,
or vice versa, across the range of patients for whom the recom-
mendation is intended. The strength of a recommendation is de-
terminedbyweightingallrelevantargumentstogether,theweight
ofthebodyofevidence from thesystematicliterature analysis,as
well as the weight of all complementary arguments. Guideline
panels must use judgment in integrating these factors to make a
strong or weak recommendation. Thus, a low quality of the body
of evidence from the systematic literature analysis does not ex-
clude a strong recommendation, and weak recommendations
may follow from high quality evidence [56]. The guideline was developed in agreement with the criteria set
by the advisory committee on guideline development of the
Federation of Medical Specialists in the Netherlands (Medisch
Specialistische Richtlijnen 2.0; OMS [53], which are based on
theAGREEII instrument (Brouwers [54]; www.agreetrust.org). Theguidelinewasdevelopedusinganevidence-basedapproach
endorsing GRADE methodology, and meeting all criteria of
AGREE-II. Grading of Recommendations Assessment,
Development and Evaluation (GRADE) is a systematic ap-
proach for synthesizing evidence and grading of recommenda-
tions offering transparency at each stage of the guideline devel-
opment [55, 56]. The guideline development process involves a number of
phases, a preparative phase, development phase, commentary
phase, and authorization phase. After authorization, the guide-
line has to be disseminated and implemented, and uptake and
use have to be evaluated. Finally, the guideline has to be kept
up-to-date. Each phase involves a number of practical steps
(see Schünemann [57]). After reaching consensus in the working group, the concept
guideline was subjected to peer review by all relevant
stakeholders. Amendments were made and agreed upon by
the working group, and the final text was presented to the
Dutch societies of medical specialists and other organiza-
tions that participated in the working group for approval
and formal authorization. The guideline will be published
and be freely accessible in the Dutch guideline database
(Richtlijnendatabase, www.richtlijnendatabase.nl). The Dutch
guideline database has a modular structure, with each clinical
question as a separate entry, thus allowing for modular updates. A methodologist together with the chairman of the working
group drafted a concept list of key issues which was exten-
sively discussed in the working group. The selected (high
priority) issues were translated into carefully formulated clin-
ical questions, defining patient/problem, intervention, and pri-
oritizing the outcomes relevant for decision-making. Target group and aims This guideline was developed for Dutch radiologists con-
cerned with postmortem radiology, and other medical special-
ists involved in postmortem diagnostics. The main purpose of
the guideline is to provide best possible care to fetuses or
neonates, children and their relatives in a postmortem radiol-
ogy setting, by informing optimal treatment decisions, and
reduce unwarranted variation in the delivery of postmortem
diagnostic care. Authors’ contributions L.S. reported on the literature review and Dutch
guideline for postmortem radiology/wrote the submitted manuscript, and
provided tables and figures for the manuscript. M.V. reported on the literature review and Dutch guideline for post-
mortem radiology/wrote the submitted manuscript, and provided tables
and figures for the manuscript. E.K. analysed appropriate articles on full text, performed methodolog-
ical quality assessment of included studies, and assessed the joint evi-
dence of included articles according to the GRADE tool. Eur J Pediatr (2018) 177:791–803 801 Methodology Particular attention was paid to relevant outcomes for relatives
of fetuses or children undergoing postmortem radiology and
defining minimal clinically important differences. Therefore,
a focus group was organized in cooperation with the
Federation of Patient Organizations in the Netherlands. Dutch post-mortem imaging guideline group Apart from the
named authors, the following persons are the collaborators in the
Dutch post-mortem imaging guideline group: W.L.J.M. Duijst
(GGD IJsselland Zwolle, the Netherlands, and Maastricht
University, the Netherlands), P.A.M. Hofman (Department of
Radiology, Maastricht University Medical Center, the
Netherlands), J.J.F. Kroll (Department of Radiology, Maastricht
University Medical Center, the Netherlands), N.S. Renken
(Department of Radiology, Reinier de Graaf Gasthuis, Delft, the
Netherlands), Y.O. Rosier (NVMBR Utrecht, the Netherlands),
C.I.E. Scheeren (Department of Intensive Care, Zuyderland
Heerlen, the Netherlands), S.J. Stomp (GGD, Amsterdam, the
Netherlands), P. van der Valk (Department of Pathology, Free
University Medical Center, Amsterdam, the Netherlands). Theliteraturewassystematicallysearchedusingthedatabases
MEDLINE (Ovid) and Embase (a detailed search strategy is
available upon request). Selection of the relevant literature was
based on predefined inclusion and exclusion criteria and was
carried out by members of the working group (JE, RR) in collab-
oration with the methodologist (EK). For each of the clinical
questions, the evidence was summarized by the guideline meth-
odologist using the GRADE approach: a systematic review was
performed for each of the relevant outcomes and the quality of
evidencewasassessedinoneoffourgrades(high,moderate,low,
very low) by analyzing limitations in study design or execution
(risk of bias), inconsistency of results, indirectness of evidence,
imprecision, and publication bias. The evidence synthesis was
complemented by a working group member (JE or RR) consid-
ering any additional arguments relevant to the clinical question,
including relatives values and preferences, and resource use
(costs, organization of care issues). Evidence synthesis, comple-
mentary arguments, and concept recommendations were exten-
sivelydiscussedintheworkinggroupandfinalrecommendations
were formulated. Final recommendations are based on the bal-
ance of desirable and undesirable outcomes, the quality of the Open Access This article is distributed under the terms of the Creative
Commons Attribution 4.0 International License (http://
creativecommons.org/licenses/by/4.0/), which permits unrestricted use,
distribution, and reproduction in any medium, provided you give appro-
priate credit to the original author(s) and the source, provide a link to the
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Highly Engaged Video-Watching Pattern in Asynchronous Online Pharmacology Course in Pre-clinical 4th-Year Medical Students Was Associated With a Good Self-Expectation, Understanding, and Performance
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Frontiers in medicine
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ORIGINAL RESEARCH
published: 21 January 2022
doi: 10.3389/fmed.2021.799412 Highly Engaged Video-Watching
Pattern in Asynchronous Online
Pharmacology Course in Pre-clinical
4th-Year Medical Students Was
Associated With a Good
Self-Expectation, Understanding, and
Performance Jann-Yuan Wang 1,2, Chia-Hsien Yang 3, Wei-Chih Liao 1,2, Kai-Chien Yang 1,4, I-Wen Chang 5,
Bor-Ching Sheu 1,6* and Yen-Hsuan Ni 1,7 1 Division of Curriculum Integration, Center of Faculty Development, National Taiwan University College of Medicine, Taipei,
Taiwan, 2 Department of Internal Medicine, National Taiwan University College of Medicine, Taipei, Taiwan, 3 Office of
International Affairs and Global Master of Business Administration Program, National Taiwan University College of
Management, Taipei, Taiwan, 4 Department and Graduate Institute of Pharmacology, National Taiwan University College of
Medicine, Taipei, Taiwan, 5 School of Medicine, National Taiwan University College of Medicine, Taipei, Taiwan, 6 Department
of Obstetrics and Gynecology, National Taiwan University College of Medicine, Taipei, Taiwan, 7 Department of Pediatrics,
National Taiwan University College of Medicine, Taipei, Taiwan Edited by:
Ray Samuriwo,
Cardiff University, United Kingdom Reviewed by:
Maria Bloksgaard,
University of Southern
Denmark, Denmark
Hosam Eldeen Elsadig Gasmalla,
Al-Neelain University, Sudan Reviewed by:
Maria Bloksgaard,
University of Southern
Denmark, Denmark
Hosam Eldeen Elsadig Gasmalla,
Al-Neelain University, Sudan Background: Online video-based learning is more common in higher education. Investigating students’ viewing behaviors while watching online video lectures is essential
for instructors to understand their learning status so that the course content, structure,
and media selection can be improved continuously. The current study identified the
engagement level of the learners based on their online video-watching behaviors, and
tested the correlation between the engagement level and learning outcome. *Correspondence:
Bor-Ching Sheu
bcsheu@ntu.edu.tw *Correspondence:
Bor-Ching Sheu
bcsheu@ntu.edu.tw Methods:
The action logs of watching online video lectures in 2020 Spring
Pharmacology of the 4th-year medical students of the 6-year course and their feedbacks
by questionnaires after each exam during the semester were provided anonymously. The
data were analyzed and visualized for an efficient way to comprehend and interpret. To
define the student’s engagement level in his or her video-based learning journey, three
viewing criteria, “Completion,” “Pausing,” and “Repeated watching” were identified. We
evaluated the association between the engagement level and the students’ learning
outcomes, including their learning satisfaction, knowledge acquisition progresses based
on assessment results, and the grades measured by the instructors. Specialty section:
This article was submitted to
Healthcare Professions Education,
a section of the journal
Frontiers in Medicine Received: 21 October 2021
Accepted: 16 December 2021
Published: 21 January 2022 Received: 21 October 2021
Accepted: 16 December 2021
Published: 21 January 2022 Edited by:
Ray Samuriwo,
Cardiff University, United Kingdom Citation: Wang J-Y, Yang C-H, Liao W-C,
Yang K-C, Chang I-W, Sheu B-C and
Ni Y-H (2022) Highly Engaged
Video-Watching Pattern in
Asynchronous Online Pharmacology
Course in Pre-clinical 4th-Year
Medical Students Was Associated
With a Good Self-Expectation,
Understanding, and Performance. Front. Med. 8:799412. doi: 10.3389/fmed.2021.799412 Results:
The graphs and the charts demonstrate whether the students allocated
enough time to finish the video lectures (completion), paused for a while, then resumed
the video (pausing), or replayed the specific sections of video content (repeated
watching). The engagement level with video lectures, evaluated by pre-defined thresholds
for “Completion,” “Pausing,” and “Repeated watching” had a positive correlation with the
learning outcomes. January 2022 | Volume 8 | Article 799412 Frontiers in Medicine | www.frontiersin.org 1 Wang et al. Video-Watch Pattern and Learning Outcome Conclusions:
We suggested that an engagement dashboard containing real-time
visualized information on students’ online video-watching behaviors can be developed
to help instructors to monitor students’ learning progress and improve teaching in
a timely fashion. It can also help each student to re-feel the stimulation of peers,
prompt self-monitoring, improve their learning attitudes and disciplines for better learning
outcomes. This innovative way of assessing student’s engagement during online video-
based learning can also be used for quality assurance purposes. Keywords: engagement, learning analytics, learning outcome, medical education, online video-based learning,
video-watching pattern Hypothesis We hypothesized that the engagement level of online video
watching can be measured by combinations of learning analytics
and may correlate with learning outcome. Assessment of the online video learning process is even more
crucial for instructors, given that it may serve as a means
of understanding students’ involvement and engagement with
the course materials (20). Such information generated by well-
designed learning analytics may benefit instructors in several
ways, including (1) understanding students’ involvements and
performances, (2) improving instruction and assessment in real-
time, (3) modifying online teaching materials to accommodate
students’ needs, (4) adjusting teaching styles to raise students’
interests and facilitate persistence, and (5) tracking students’ INTRODUCTION Research in learning analytics has revealed that providing
a real-time dashboard to check online learning progress and
participation level compared with peers can support students’
self-management and facilitate their learning attitudes to
improve their comprehensions and learning achievements (19). Therefore, tracing and analyzing the online learning behaviors
presents an effective solution for students to manage their
learnings better, which reduces the instructor’s workloads in
class management. Therefore, we analyzed the video viewing logs, delimited
completion, pausing, and repeated watching as the engagement
criteria, and tested the feasibility of defining three levels
of engagement with video lectures. The correlation between
engagement level and learning outcome regarding the learner’s
satisfaction and performance was also investigated. Frontiers in Medicine | www.frontiersin.org INTRODUCTION usage of different parts of a learning website to have a
better understanding with regards to their learning processes,
effectiveness, and suitability (21–23). In other words, the ability
to understand students’ online video-based learning activities
and evaluate teaching performance is indispensable and helpful
for instructors to design online courses and support their
students (24). Higher education has increasingly developed and offered online
courses as part of their academic curriculum in recent two
decades (1–3). It reaches a wide range of audiences and improves
teaching and learning environments (4, 5). In an asynchronous
online course, the time-independent delivery mode respects
student’s autonomy and has benefited students with different
paces and learning strategies (6, 7). Although students can learn
at their own pace freely, they are required to be self-disciplined
for effective learning (8). To brace for digital education, we started to discuss and re-
design some courses for online video-based learning starting
from 2019. However, in 2020 Spring, the required Pharmacology
course, initially taught in the classroom with more than 150 pre-
clinical medical students (4th year of the 6-year course), was
changed to be online video lectures under the COVID-19 crisis. Though the COVID-19 outbreak pushed us moving faster, it also
revealed opportunities for teaching innovations. As online courses are more and more common, students
often report difficulties in attention and commitments to their
online courses (9). There is an increasing concern with regards
to students’ lack of persistence and engagement, reflected
by low activity (10, 11) and high dropout rate compared
(12–15) with traditional in-person courses. Previous studies
demonstrated that lack of persistence, reflecting low engagement
and poor self-management, is an essential factor leading to
attrition among students in online courses and suboptimal
academic achievements (11, 16, 17). Therefore, instructors
need to track online learners’ engagement status to ensure
teaching effectiveness. However,
as
we
adapted
online
video-based
learning
to the COVID-19 situation, we experienced challenges in
understanding the students’ real-time learning statuses without
in-person interactions like we usually do in the classrooms. Although we still had measurements to grade the students’
learning results, we were considering a better solution to know
their learning progresses so that we would have references to
enhance the course content, media selection, and the lecturing
style in the future. g
Unlike in-person or hybrid courses, online learning does not
involve physical interaction between students and instructors
(18). Research Context The research context for this study was a Pharmacology course
offered for the pre-clinical senior medical students (4th year of
the six-year course) at NTUCM, a top medical school in Taiwan. The course was mandatory for medical students and not open
to other majors as an elective course. The course content was
delivered by 20 video lectures online asynchronously (9 and
11 video lectures in the first and second half of the course,
respectively), delivered by 10 teachers. Each video was around
60 min and uploaded weekly to the National Taiwan University
COurses OnLine (NTU COOL) system with the related course
materials. The Curriculum Committee and the course instructors
define the learning route that drives the students to reach
proficiency in the semester. The students could arrange their
online learning on their own. To brace for online learning, NTU initiated a learning
management platform, the NTU COOL, in 2017, which went live
officially in 2019, with the following main features: 1. Fundamental
LMS
(Learning
Management
System)
Functions: NTU COOL has all necessary functions to support
learning in NTU, including the curriculum organization and
delivery, course material management, discussion board,
learner assessment, and peer evaluation. 1. Fundamental
LMS
(Learning
Management
System)
Functions: NTU COOL has all necessary functions to support
learning in NTU, including the curriculum organization and
delivery, course material management, discussion board,
learner assessment, and peer evaluation. 2. Video-based Learning: It allows users to upload their videos
or to import videos from YouTube. Students can play videos
at different speeds and jump to specific segments accordingly
to their learning needs. When the network bandwidth is
limited, the video resolution can be adjusted accordingly. Both
instructors and learners can post comments and reply to each
other on specific parts of videos. Since the students learned from the videos during the
outbreak, the instructors could use the reserved in-person class
times to foster learning. Before the original in-class times,
the teaching assistant would collect the students’ questions,
feedback, and comments posted on the NTU COOL system. According to the students’ learning needs, the teaching assistant
discussed with the related instructors the online workshop
itinerary (independent beyond the online video-learning courses)
for question clarifications or further discussions. If nothing were
posted, the teaching assistant would consult with the associated
instructors whether the students are in fear of appearing foolish,
having gaps in knowledge, or hard to form the question. Learning Management System g
g
y
Currently, NTU provides two platforms to manage course
delivery, CEIBA and NTU COOL. CEIBA links up with
educational administration systems to assist faculty members
in creating courses websites, by which instructors can upload
courses handouts, announce assignments, and release academic
grades. It also provides other functions such as forums, etc.,
to support the teaching and learning of the courses. Although
CEIBA fulfills the fundamental teaching requirements, it is a
legacy system without supporting online video-learning. Study Aim This study aimed to investigate whether the undergraduate senior
medical students’ online video-watching engagement levels,
measured by their viewing action logs, were associated with their
online Pharmacology learning outcome. A real-time engagement
dashboard can be further developed to facilitate online video-
based learning and teaching. January 2022 | Volume 8 | Article 799412 2 Video-Watch Pattern and Learning Outcome Wang et al. RESEARCH CONTEXT AND LEARNING
MANAGEMENT SYSTEM Though the movement of Pharmacology course from in-person
to online video lectures seemed to be a forced shift resulted from
the COVID-19 pandemic, the video lectures have been used as
part of the teaching materials to improve learning effectiveness
before the COVID-19 crisis, based on the advice from the
Curriculum Committee at our institution, the National Taiwan
University College of Medicine (NTUCM) and the suggestions
from students, and alumni. In recent years, many high educational institutions started
developing web-based learning in either a hybrid or a purely
online mode before the COVID-19 outbreak. The online learning
strategy enables educational institutions to implement a learner-
centered approach to teaching where learners are given space
and flexibility to indulge in constructive learning activities (5, 25,
26). It can lessen teacher’s workload, increase the flexibility and
diversity of course designs, support students to manage their own
pace of learning, and foster students’ autonomy. Frontiers in Medicine | www.frontiersin.org Research Questions The students were required to take four online exams and fill
out the learning satisfaction questionnaire after each exam. The
teaching assistants maintained the syllabus, announced updates,
or posted reminders on the course bulletin board over the
Collaborative Enhanced Instruction By Asynchronous (CEIBA)
course system to ensure all the students were on the same page. 1. How can we define completion, pausing, and repeated
watching by analyzing the online Pharmacology video
viewing logs? 2. How can we use completion, pausing, and repeated watching
to determine the engagement level? 3. Does the highly engaged learning lead to a better learning
outcome in the online pharmacology video lectures? Pausing and Repeated Watching During online video learning, in order to understand better what
has been taught in the video, learners may either pause the lecture
to take a break, to think and reflect, to write a synthesizing note
on the content, or to collaborate with a peer, or to hover over
the filmstrip to locate a specific piece of information to navigate
and repeat explanations until they are fully understood (40). In
a study investigating the underlying meaning of activities during
online video learning with ViDeX, Seo and his colleagues found
that during exam week, students “Search” more and “Reflect” less,
probably in an attempt to be more efficient and mindful in their
time in seeking video segments that they perceive are valuable
for the exam (40). The way of time utilization is another sign
of strategic engagement in online video learning, implying that
students selectively pick parts that they consider vitally important
to re-watch (41, 42). When the COVID-19 outbreak happened, in-person classes
of more than 60 students at NTU had to be distance learning,
according to the guidance announced by the Central Epidemic
Command Center (CECC) of Taiwan Centers for Disease
Control (TCDC). As of more than 150 students, the face-to-
face Pharmacology class was soon replaced by the online video
lectures and virtual workshops for question clarifications or
group discussions since April 6th, 2020 (2nd semester). Study Regularity and Timing Study regularity has also been acknowledged as a strong
indicator of self-regulated learning in asynchronous online
courses, representing learners’ earnestness and engagement in
this learning environment. These self-regulated learners work
hard, regularly allocate their time and, overcome obstacles
on the way forward (43, 44). In a study analyzing log data
from 284 undergraduate students in an asynchronous online
statistics course, Kim et al. noted that self-regulated learners
were more likely to study regularly and demonstrated consistent
commitment to their learnings, leading to significantly higher
final grades (35). Asynchronous online video learning is a self-regulated learning
process
involving
systematic
efforts,
including
planning,
conducting, regulating, and evaluating to attain learning goals
(27, 28) to transform the learner’s mental abilities into academic
skills (29). Since 1960, educational videos have been used as
learning aids in medical education (30). Though online video
learning has become a feasible and popular learning module
that can be applied to clinical medicine (31), its success in
medical education requires learners’ self-regulated learning
and active engagement (32). In general, online video-based
learnings are more autonomous than traditional face-to-face
or blended courses (33). Therefore, it is vital to identify
prominent characteristics or strategies leading to successful
learning in asynchronous online video-earning environments
(34). Moreover, understanding the video-watching behaviors
of students over time is crucial to provide timely instructional
support for improving both teaching and learning. Previous
studies have identified and validated several attributes of
asynchronous online video learning, detailed in the following. In the previously mentioned study done by Seo and his
colleagues (40), the authors found that the video viewing
behavior in exam weeks (the one week before students
take the exam) was different from that in non-exam weeks. Students “Clarify” less during exam weeks probably because
the activity of “Clarify,” such as rewinding and reducing
playback speed, increases engagement time with the video. Usually, this activity implies that learners intend to understand
information comprehensively or to clarify video segments. Specifically, content learning no later than two weeks before
exams significantly increases the probability of being a self-
regulated learner and implies that the learner engages in content
learning with sufficient time. In contrast, students who studied
right before or during the exam week are likely to have a learning
pattern of cramming (29). Research Context Based on
the previous teaching experiences or feedback from the alumni,
the associated instructors would guide the teaching assistant
to conduct an oral quiz to reflect students’ learning or offer
Supplementary Materials to enhance students’ understanding
in the workshop. Otherwise, the associated instructors might
suspend online workshops one time, regardless of whether they
considered students had engaged and learned. The learning
outcome would then be evaluated by mid-term and final exams. 3. Interaction Environment: In addition to the bulletin board or
discussion board, instructors can set up different forums by
subject or group to facilitate teaching effectiveness. Recently,
a new feature, named “Symphony,” was launched for users to
exchange ideas. Teachers can release text files (PDF) onto the
system, and students can mark on the languages to comment
or clarify their questions. 4. Tracking and Report: NTU COOL visualizes some learning
data of students, including their video-viewing time, activity
participation records, and learning progresses. Those graphs
are valuable tools for both instructors and students to
understand their learning situations. Since NTU COOL is more advanced and certified by ISO 27001,
the Office of Academic Affairs has decided to stop the service January 2022 | Volume 8 | Article 799412 3 Video-Watch Pattern and Learning Outcome Wang et al. of CEIBA on August 1, 2022, after several years of operation in
parallel to ease user anxiety and reduce replacement risk. of CEIBA on August 1, 2022, after several years of operation in
parallel to ease user anxiety and reduce replacement risk. one of the fundamental dimensions of engagement and has
been validated to positively impact students’ achievements, final
grades, and retentions in the online courses (37, 38). Specifically,
imperative attributes for time spent may include the total number
of online sessions completed (4, 22), hours viewing main content
(22, 39), time spent in each week (35, 40), and time spent on
learning tools (27). Detailed introduction and usage of the NTU COOL system
are available on the website (https://www.dlc.ntu.edu.tw/en/
coolsupport/). A series of screenshots have been added in the
online Supplementary File to illustrate the NTU COOL learning
platform (Supplementary Figure 4 in the Supplementary File). The videos were Microsoft PowerPoint slideshow with the
instructor’s audio narration. These were uploaded to the
integrated organ system-based online scaffolding learning
modules in the NTU COOL system for students’ convenience to
access and view. Frontiers in Medicine | www.frontiersin.org Definition of Parameters A total of 11 parameters (Table 1) were used to measure the
students’ online video-watching behaviors in this study, including
five for time investment, one for pausing, one for repeated
watching, and four for regularity and timing. Time Investment Asynchronous online courses require students to study on their
own without the instructor’s direct supervision. Therefore, time
spent on video content of asynchronous online courses is a
fundamental issue in understanding course topics and successful
learning (35). Having sufficient time is particularly important
in asynchronous online courses because learning time depends
entirely on students’ perceptions of the importance of the study
and students’ decisions and abilities to secure and allocate time
for learning activities (36). Time spent is thus regarded as Learning analytics is a significant asset for discovering crucial
information and knowledge from an education setting to assess
learning effectiveness and improve teaching (45, 46). In this
study, the learners’ anonymous video-viewing data and course
feedback were collected and analyzed. The parameters were Frontiers in Medicine | www.frontiersin.org January 2022 | Volume 8 | Article 799412 4 Video-Watch Pattern and Learning Outcome Wang et al. developed to generate various attributes of viewing behaviors,
which were visualized and used to define engagement levels with
online Pharmacology video lectures. four senior tutors and one teaching assistant from the Center
of Faculty Development (CFD) of NTUCM in 2010 for
assessing the quality and efficacy of teaching, rather than
for research purpose. The questionnaires have been used
for years and revised several times. Five key questions in
the questionnaires assessing students’ learning expectation,
satisfaction, and efficacy by using 5-point Likert scale system
(strongly disagree, disagree, neutral, agree, strongly agree) (47)
were analyzed in the study (Supplementary Table 1 in online
Supplementary File). METHODS First, we analyzed the students’ video viewing logs to identify
the parameters of time investment, the situation of pausing and
repeated watching, learning regularity, and watching timing. The
associated parameters determined three key viewing behaviors
(completion, pausing, and repeated watching) and evaluated
their video usage’s time investment and regularity. Secondly,
we defined their online video learning engagement level (high,
intermediate, or low) based on the composition of the three key
viewing behaviors. Lastly, the student’s learning satisfaction, self-
assessment of learning effectiveness, and grades were compared
among students with different engagement levels. Participants a) The finished rate, “the watched video length (excluding
re-watch) divided by the video length” (unit: %), was the
percent of the video the audience watched. Initially, a total of 155 pre-clinical medical students (4th year
of 6-year course) were enrolled in the course. Three of the 155
students were repeating the course for a second time, and one
student neither finished the questionnaires after the exams nor
provided his feedback during the whole semester. Therefore, we
used the data from a total of 149 students for further analyses. The
149 participants were all 4th-year medical students of the 6-year
course. Among them, 111 (74.5%) were male. The students were
informed that completion of questionnaires was compulsory but
would not be accounted for grading. b) The watch rate, “the watch time (including re-watch)
divided by the video length” (unit: %), was performed to
understand how much more or less time the students were
watched compared to the total video length. c) The engaged-view rate, the percentage of videos viewed in
high engagement level (unit: %), was to understand the high
engagement situation of the class as a whole. The definitions
of engagement levels are stated in Section 4.6. d) The initial watch rate, “sum of each initial video-watching
time divided by the total length of all videos” (unit: %),
was to know the students’ learning activation status. The
“initial” referred to the first time seeing a video. Frontiers in Medicine | www.frontiersin.org Data Collection and Processing Students’ video-viewing data (action logs), grades, course
feedback, and questionnaires data as well as their personal
information were stored in the Digital Learning Center, National
Taiwan University (NTM-DLC). After the Institutional Review
Board (IRB) approved our research proposal, the de-identified
data (anonymous to the users) in CSV (comma-separated
values) file was provided by the Digital Learning Center,
National Taiwan University (NTU-DLC) after the course was
completed. For the convenience of analysis, the first two
and the last two exam scores were averaged separately to be
used as their exam results for the first and the second half-
semester, respectively. e) The initial learning progress, “the sum of each initial video-
watching time divided by the total video-watching time”
(unit: %), was developed to understand the students’ initial
learning progress compared to their total watching time. The “initial” referred to the first time seeing a video. GURE 1 | Examples of high engagement (upper panel), intermediate engagement (middle panel) and low engagement (lower panel) with video-based learning FIGURE 1 | Examples of high engagement (upper panel), intermediate engagement (middle panel) and low engagement (lower panel) with video-based learning
(X: play rate). FIGURE 1 | Examples of high engagement (upper panel), intermediate engagement (middle panel) and low engagement (lower panel) with video-based learning
(X: play rate) FIGURE 1 | Examples of high engagement (upper panel), intermediate engagement (middle panel) and low engagement (lower panel) with video-based learning
(X: play rate) FIGURE 1 | Examples of high engagement (upper panel), intermediate engagement (middle panel) and low engagement (lower p
(X: play rate). Frontiers in Medicine | www.frontiersin.org 2. Pausing: 2. Pausing:
The pause rate, “total paused duration divided by total video
length” (unit: %), was computed to understand how long a
student paused the videos during online video-watching. JYW processed the raw data of action logs of each
participant using Microsoft Access. The action logs were
visualized to express watching speed, rewinding, repetition, and
pausing. Furthermore, three online video-viewing behaviors,
completeness, pausing, and repeated watching (Figure 1) were
identified (23). 3. Repeated watching:
The re-watch rate, “the sum of video seconds watched for three
or more times divided by total video length” (unit: %), gave us
an overview regarding the proportion of the video length being
repeatedly watched. In this study, a threshold for a parameter of video-watching
behavior was initially selected by the best dichotomization for
correlation with grades. In cases that two cutoffpoints performed
equally well, the threshold was further determined by the
consensus of JYW, CHY, and IWC. 4. Regularity and timing: The following measurements were
determined for each student to investigate their learning
regularity and timing. a) Learning days between two exams: number of days in
watching videos between two exams (unit: day). The questionnaires were initially created by a committee,
which consisted of the program directors from course-related
departments, two pre-clinical senior medical students, and b) When to start learning right after an exam: how many days
after an exam to start watching the video (unit: day). January 2022 | Volume 8 | Article 799412 5 Wang et al. Video-Watch Pattern and Learning Outcome | Examples of high engagement (upper panel), intermediate engagement (middle panel) and low engagement (lower panel) with video-based learning
e). Definition of Engagement Level c) The view rate before exam week: the number of exam
videos viewed before exam week divided by the total
number of exam videos (unit: %) was performed to learn
their exam preparation activation status before exam week. Video
learning
engagement
is
related
to
students’
time
investment and interactions with the video content. Therefore,
we used the finished rate, the pausing rate, and the re-watch
rate to identify three key watching behaviors, “Completion,”
“Pausing,” and “Repeated Watching.” d) The initial finished rate before exam week: “the sum of the
initial video watch length (excluding re-watch) between two
exams and before exam week divided by the total length of
the watched videos before exam week” (unit: %), was used
to understand their exam preparation progress. “Completion” was defined as the finished rate >90%,
“Pausing” was defined as the pausing rate ≥10%, and “Repeated
watching” was defined as repeated watching rate >3%. A Frontiers in Medicine | www.frontiersin.org January 2022 | Volume 8 | Article 799412 6 Video-Watch Pattern and Learning Outcome Wang et al. TABLE 1 | Learning analytics metrics glossary and definition. Terms
Equation/Definition
Measurement in the scenario
Finished rate (%)
Total video length been watched
Total video length
270/540 = 50.0%
Watch rate (%)
Total video−watching time
Total video length
360/540 = 66.7%
Initial watch rate (%)
Sum of each initial video−watching time
Total video length
180/540 = 33.3%
Pause rate (%)
Total paused duration
Total video length
10.8/540 = 2.0%
Re-watch rate (%)
Video length been watched≥3times
Total video length
5.4/540 = 1.0%
Engaged-view rate (%)
No. of videos been watched in highly engaged mode
Total No. of videos
1/9 = 11.1%
Initial learning progress (%)
Sum of each initial video−watching time
Total video−watching time
180/360 = 50.0%
Learning days between two exams (day)
No. of days in watching videos between two exams
8/50 = 16.0%
When to start learning right after an exam (day)
How many days after an exam to start watching the video
15
View rate before exam week (%)
No. of videos been initially watched before exam week
Total No. of videos between 2 exams
3/9 = 33.3%
Initial finished rate before exam week (%)
Video length been initially watched before exam week
Total length of videos been initially watched before exam week
45/180 = 25.0%
The table below explains the terms we used in this study. Definition of Engagement Level A student started
watching the video on the 15th day of the semester. In eight days, he spent 360 min watching 5 videos. Among these 5 watched videos, only one was viewed at a high engagement
level. In addition, the watched length of these 5 videos is 270 min and the sum of the first watch time in these 5 videos is 180 min. In the 360-min watch time, a total of 10.8 min were
paused. During the 270-min watched video length, there were 5.4-min re-watched more than three times. Before exam week, 3 videos were viewed. The sum of the first watch time for
those 3 videos is 45 min. The table below is his video-watching measurements. (Abbreviation: No., number). The table below explains the terms we used in this study. Following is the scenario to provide a case example. There are nine 60-min videos in the first half of the course. A student started
watching the video on the 15th day of the semester. In eight days, he spent 360 min watching 5 videos. Among these 5 watched videos, only one was viewed at a high engagement
level. In addition, the watched length of these 5 videos is 270 min and the sum of the first watch time in these 5 videos is 180 min. In the 360-min watch time, a total of 10.8 min were
paused. During the 270-min watched video length, there were 5.4-min re-watched more than three times. Before exam week, 3 videos were viewed. The sum of the first watch time for
those 3 videos is 45 min. The table below is his video-watching measurements. (Abbreviation: No., number). half (median: 99.2 vs. 60.5 vs. 0%, p < 0.001) and the second half
(median: 92.8 vs. 56.4 vs. 0%, p < 0.001) of the online course
(Figure 2, left panel). Similarly, the pause rate was significantly
different among the 3 groups of participants in the first half
(median: 42.8 vs. 24.4 vs. 0%, p < 0.001) and the second half
(median: 57.4 vs. 25.4 vs. 0%, p < 0.001) of the course (Figure 2,
middle panel). The re-watch rate was also different among the
3 groups in the first half (median: 2.2 vs. 0.5 vs. 0%, p < 0.001)
and the second half (median: 4.2 vs. 0.6 vs. 0%, p < 0.001) of the
course (Figure 2, right panel). Definition of Engagement Level video-watching status was considered highly engaged in the
presence of 2 or 3 attributes, intermediately engaged in the
presence of only one attribute, and low engaged in the absence
of all 3 attributes. Statistical Analysis Quantitative
data
were
expressed
in
percentages
where
appropriate. Non-parametric tests were employed to compare
group differences. Categorical variables were compared using
the chi-squared test, whereas Mann–Whitney U and the
Kruskal–Wallis tests were employed to compare the difference
in continuous variables for 2 and 3 groups, respectively. The
Pearson correlation coefficient assessed the correlation between
two variables. A two-sided p < 0.05 was considered statistically
significant. Statistical analyses were performed using SPSS
version 21.0 (SPSS Inc., Chicago, IL, USA). Other characteristics of online video-watching among the
3 groups with different levels of engagement were shown in
Figure 3. Statistical analyses revealed that the watching rate
(Figure 3, left upper panel), the engaged-view rate (Figure 3,
upper center panel), the initial watch rate (Figure 3, right upper
panel), and the initial learning progress (Figure 3, left middle
panel) (all p < 0.001) of highly engaged participants were higher
than the other two groups. Online Video-Watching Behaviors in Online Video-Watching Behaviors in
Different Engagement Status Definition of Engagement Level Following is the scenario to provide a case example. There are nine 60-min videos in the first half of the course. A student started
watching the video on the 15th day of the semester. In eight days, he spent 360 min watching 5 videos. Among these 5 watched videos, only one was viewed at a high engagement
level. In addition, the watched length of these 5 videos is 270 min and the sum of the first watch time in these 5 videos is 180 min. In the 360-min watch time, a total of 10.8 min were
paused. During the 270-min watched video length, there were 5.4-min re-watched more than three times. Before exam week, 3 videos were viewed. The sum of the first watch time for
those 3 videos is 45 min. The table below is his video-watching measurements. (Abbreviation: No., number). TABLE 1 | Learning analytics metrics glossary and definition. Measurement in the scenario Finished rate (%)
Watch rate (%)
Initial watch rate (%)
Pause rate (%)
Re-watch rate (%)
Engaged-view rate (%)
Initial learning progress (%)
Learning days between two exams (day)
When to start learning right after an exam (day)
View rate before exam week (%)
Initial finished rate before exam week (%) The table below explains the terms we used in this study. Following is the scenario to provide a case example. There are nine 60-min videos in the first half of the course. A student started
watching the video on the 15th day of the semester. In eight days, he spent 360 min watching 5 videos. Among these 5 watched videos, only one was viewed at a high engagement
level. In addition, the watched length of these 5 videos is 270 min and the sum of the first watch time in these 5 videos is 180 min. In the 360-min watch time, a total of 10.8 min were
paused. During the 270-min watched video length, there were 5.4-min re-watched more than three times. Before exam week, 3 videos were viewed. The sum of the first watch time for
those 3 videos is 45 min. The table below is his video-watching measurements. (Abbreviation: No., number). The table below explains the terms we used in this study. Following is the scenario to provide a case example. There are nine 60-min videos in the first half of the course. RESULTS The highly engaged group spent more learning days between
two exams (Figure 3, center panel) during the whole semester,
began to watch the videos earlier than the other two groups in the
second half (p = 0.003) of the course, but had no difference in the
first half (p = 0.107) of the course (Figure 3, right middle panel). The highly engaged group also had a higher view rate before exam
week (Figure 3, left lower panel) and a better initial finished rate
before exam week (Figure 3, lower center panel) (all p < 0.001). Among the 149 students, 46 (30.9%), 42 (28.2%), and 61 (40.9%)
students were considered as highly engaged, intermediately
engaged, and low engaged in the first half of the course; while
during the second half of the course, 30 (20.1%), 48 (32.2%),
and 71 (47.7%), respectively. The engagement status in the first
and the second half of the online Pharmacology course was
significantly correlated (Pearson correlation coefficient = 0.557)
(Table 2). The illustrations of high, intermediate, and low engagement
with online video-watching were shown in Figure 1. Unlike
the latter two, the high engagement composed 2 or 3 viewing
behaviors of completion, pausing, and re-watching. Engagement Status and Learning Outcome
Statistical analysis showed that the exam grades were significantly
different (p < 0.001 in both the first and second half of the course)
among the 3 groups with different levels of engagement. Not
surprisingly, the high-engaged group had the best exam result
(Figure 3, right lower panel). Online Video-Watching Behaviors in
Different Engagement Status Different Engagement Status The finished rate was significantly different among participants
with high, intermediate, and low levels of engagement in the first Results
of
survey
questionnaires
were
shown
in
Supplementary Table 2 in online Supplementary File. For January 2022 | Volume 8 | Article 799412 Frontiers in Medicine | www.frontiersin.org 7 Video-Watch Pattern and Learning Outcome Wang et al. TABLE 2 | Correlations between the engagement status in first and second half of Pharmacology course (Pearson correlation coefficient = 0.557). Engagement status in second half of Pharmacology course
Low
Intermediate
High
Engagement status in first half of Pharmacology course
Low
47 (31.3%)
11 (7.3%)
4 (2.7%)
Intermediate
18 (12.0%)
21 (14.0%)
3 (2.0%)
High
7 (4.7%)
16 (10.7%)
23 (15.3%)
FIGURE 2 | The differences in the finished rate, the pause rate, and the re-watch rate among the students with different engagement levels (p < 0.001 for all). *represents extreme value; ◦represents potential outlier. TABLE 2 | Correlations between the engagement status in first and second half of Pharmacology course (Pearson correlation coefficient = 0.557). FIGURE 2 | The differences in the finished rate, the pause rate, and the re-watch rate among the students with different engagement levels (p < 0.001 for all). *represents extreme value; ◦represents potential outlier. FIGURE 2 | The differences in the finished rate, the pause rate, and the re-watch rate among the students with different engagement levels (p < 0.001 for all). *represents extreme value; ◦represents potential outlier FIGURE 2 | The differences in the finished rate, the pause rate, and the re-watch rate among the students with different engagem
*represents extreme value; ◦represents potential outlier. in the finished rate, the pause rate, and the re-watch rate among the students with different engagement levels (p < 0.001 for all). represents potential outlier. lower center panel) and initial finished rate before exam week
(Figure 4, right lower panel) (all p < 0.001). each of the five questions, <5% of students reported either
disagree or strongly disagree. In the first half of the course, the high engagement was
associated with better learning outcomes, including a higher self-
learning satisfaction and a better understanding of the underlying
concepts. In addition, the students who learned in high-
engaged mode expressed that they could connect Pharmacology
with other classes more efficiently and used what they had
learned from Pharmacology to construct the understandings
of other subjects more widely (Table 3). DISCUSSION The study demonstrated three significant findings. First, the
visualization plot (Figure 1) we constructed from action
logs provides a very intuitive presentation on the student’s
engagement status in online video learning. Furthermore,
using these three essential viewing behaviors, “Completion,”
“Pausing,” and “Repeated Watching” can measure the students’
engagement levels with the online video lectures effectively. Second, learning analytics revealed that the students with
different levels of engagement have completely distinct online
video-watching behaviors. Third, the engagement level with
online video lectures is positively correlated with self-learning
satisfaction, concept understanding, integrations among various
subjects, and grades. Online Video-Watching Behaviors in
Different Engagement Status Though the findings
were similar in the second half of the course, the differences
failed to reach statistical significance except for understanding
underlying concepts. Frontiers in Medicine | www.frontiersin.org Changing of Engagement Level and
Learning Outcome As the course progressed, 18 (12.1%) participants enhanced
their engagement, 90 (60.4%) remained at the same level, and
41 (27.5%) became less engaged (Table 4). Compared students’
grade rankings between the first and the second half of the
semester, 78, 47, and 42% of each track showed the class ranking
improvement, respectively (p = 0.030). When a teacher is teaching in a physical classroom, there are
plenty of visible clues to manage the class. The teacher can look
for participation patterns, body language, and other non-verbal
cues that give some sense of what students might be thinking. The observation and interaction are invaluable because it helps
inform the teacher what the next steps are. With online learning,
especially asynchronous online video lectures, this rich, analog
information stream from a traditional in-person classroom has
turned into a multichannel digital data stream in the virtual
classroom. The data is very different, and teachers are much less
experienced at interpreting it. The changing of engagement levels implied their learning
behavior adjustments. Those who became more engaged showed
a better finished rate (Figure 4, left upper panel), pause rate
(Figure 4, upper center panel), re-watch rate (Figure 4, right
upper panel), watch rate (Figure 4, left middle panel), engaged-
view rate (Figure 4, center), initial watch rate (Figure 4, right
middle panel), and view rate before exam week (Figure 4, January 2022 | Volume 8 | Article 799412 8 Wang et al. Video-Watch Pattern and Learning Outcome FIGURE 3 | Online video-watching characteristics among the 3 groups with different engagement levels (p < 0.001 for all unless otherwise mentioned) (Abbreviation:
No., number). *represents extreme value; ◦represents potential outlier. FIGURE 3 | Online video-watching characteristics among the 3 groups with different engagement levels (p < 0.001 for all unless otherwise mentioned) (Abbreviation:
No., number). *represents extreme value; ◦represents potential outlier. In a study enrolling psychology students at an Australian
university, 67 participants provided 102 reasons in justifying
their modality preferences about completing the class face-
to-face rather than face-to-screen (48). The two themes that
emerged were “more engagement” and “immediate feedback.”
When an instructor teaches an online course, a great deal of
time is required to learn about the learners and their needs
(49). Frontiers in Medicine | www.frontiersin.org LIMITATIONS AND FURTHER WORK However, they cannot capture whether a student is actively
paying attention to the video or just playing it in the background
while multitasking (53). On the contrary, pausing, rewinding, or
repeating videos may represent the purpose of driving attention
to certain parts of the learning material (54). • Students were required to provide feedback and response to
the questionnaires in the Pharmacology course, which may
introduce bias because the answers we obtain in a mandatory
questionnaire can differ from optional ones. • Students were required to provide feedback and response to
the questionnaires in the Pharmacology course, which may
introduce bias because the answers we obtain in a mandatory
questionnaire can differ from optional ones. By simultaneously incorporating three fundamental elements
(completion, pausing, and repeated watching) of active viewing
behavior, the visualization plot (Figure 1) we constructed
can provide a very intuitive interpretation of the student’s
engagement level in online video learning. The instructor can
quickly realize whether the learners have allocated enough
time for self-learning (completion), generated curiosity and
questions about the video content (repeated watching), and
tried to resolve their questions (pausing). Furthermore, an
engagement dashboard containing real-time visualizations that
provide insight into how students are engaging with their
online video lectures can be designed for instructors to monitor
their learning status. With the intuitional presentation on the
dashboard, instructors can quickly identify at-risk learners and
provide timely assistance to get them back to track (55). Indeed,
ways to measure students’ engagement in online video lectures
and blended learning courses remains an unmet need. • It is important not to judge students as active or passive
learners based on the predicted level of engagement and video-
watching behaviors alone (58) because watching itself can be
considered an active process. On the other hand, we cannot
know precisely that this “watching” occurs while the videos
are playing. • Those 149 4th-year medical students are from a top medical
school in Taiwan. They should have always been serious about
learning and studying hard since early in their school stage. However, they may not represent medical students in other
generations. Furthermore, the findings in this study should
be validated in western countries and college students other
than medicine. The learning pattern in the Pharmacology
course may not be the same as that in other courses. Changing of Engagement Level and
Learning Outcome Since there is no facial expressions nor body language
that can alert the teachers, teachers need constantly look for
other information that can help them understand the impact
of their decisions and continually ask the learners to provide
feedback to know where the students are, how they feel, do they
appear engaged. Teachers do need data to help them answer these questions. Therefore, teachers must encourage students to
express themselves in writing as much as possible so teachers
can sense whether everyone is on the same page. However,
writing may not suit everyone and may be difficult for some. For
example, Asian students tend to be passive learners and seldom
ask questions or participate in class discussions (50–52). Available studies on video-based learning lack sufficient
understanding of how students’ behaviors are related to their
engagements with video content. Many studies measured
engagement based on the duration of students’ viewing patterns
(53) or whether they navigate away from a video before
completion (42). Notably, these measures focus on whether
students accessed and covered different parts of the video. January 2022 | Volume 8 | Article 799412 9 Wang et al. Video-Watch Pattern and Learning Outcome LIMITATIONS AND FURTHER WORK The
threshold for “Completion,” “Pausing,” “Repeated watching”
in determining the level of engagement may be different from
various participants. Though we showed that the student’s engagement level
was positively correlated with the learning outcome, the
measurement of engagement level did not directly assess the
educational objectives and learning goals, as presented in the
six hierarchical levels of Bloom’s Taxonomy (56, 57). In this
study, more than 50% of the students had a low engagement
level (either low in both the first and second half of the course,
or a low-intermediate combination) and more than 50% with
low engagement level answered “no” to the question “Does
pharmacology meet your learning expectations.” Therefore, the
teacher should worry that the engagement level may not be a
good measure of learning, in particular if it can stand alone. In fact, we should not use a single dimension to measure
learning effectiveness. Given that this study was designed
to define engagement level by video-watching patterns and
correlate engagement level with general assessment of learning
outcomes, further studies on the correlation between engagement
level and the achievement of different learning goals should
be performed. • The questionnaires used in this study was for the routine
assessment of the quality and efficacy of teaching. They were
not developed in a scientifically rigorous way. Validation of the
questionnaires should be done. • Self-efficacy, defined as the confidence to carry out the courses
of action necessary to accomplish desired goals, plays an
important role in influencing achievement outcomes through
its dynamic interplay with environmental and behavioral
determinants (59, 60). Though we recognize the importance
of motivating the students to increase their self-efficacy
especially for online learning, the current study is a purely
observation design. We are currently planning to build
an engagement dashboard on the NTU COOL platform. We look forward to seeing whether the learning behaviors
are changed and learning outcomes are improved by the
engagement dashboard. Frontiers in Medicine | www.frontiersin.org ngag
n = 7
%)
%)
%)
%) CONCLUSION With
the
visualization
plot
and
algorithm
which
we
constructed to measure the engagement status of online
video learning, the teachers could realize the extent of
students’ involvement and engagement, identify parts of the
video that are difficult to understand. Therefore, the teachers
can re-design video content, supplement video clips, or
critically discuss the problematic parts in the next office
hours. Because students in online video classes often feel
more disconnected from their peers and lecturers (35), the
engagement dashboard containing their engagement status and
learning behaviors compared with the others can also help
learners re-feel the stimulation of peers, prompt self-monitoring,
and increase understanding of the learning content (55). In
addition, this innovative way of assessing student’s engagement
during online video-based learning can be used for quality
assurance purposes. Since online video-based learning is more common in higher
education, learning analytics is essential for instructors to
understand
students’
engagement
situations
and
evaluate
teaching effectiveness for continuous improvements. This
study
developed
the
pre-defined
thresholds
and
algorithms on how the pre-clinical medical students’ video
viewing logs of online Pharmacology course can be analyzed and
visualized more intuitively to present their learning situations. Furthermore, the high, intermediate, and low engagement level
with online video-based lectures was defined by the composition
of different learning behaviors of completion, pausing, and
repeated watching. The study results showed that the highly engaged students had
a better learning outcome, higher learning satisfaction and were
more beneficial in knowledge construction and integration. Frontiers in Medicine | www.frontiersin.org January 2022 | Volume 8 | Article 799412 10 Second half of the online Pharmacology course
ngagement
= 71)
Intermediate
engagement
(n = 48)
High engagement
(n = 30)
P
Yes
No
Yes
No
Yes
%)
29 (41%)
25 (52%)
23 (48%)
12 (40%)
18 (60%)
0.209
%)
37 (52%)
9 (19%)
39 (81%)
7 (23%)
23 (77%)
0.002
%)
55 (77%)
11 (23%)
37 (77%)
2 (7%)
28 (93%)
0.140
%)
56 (79%)
11 (23%)
37 (77%)
2 (7%)
28 (93%)
0.159
%)
55 (77%)
10 (21%)
38 (79%)
2 (7%)
28 (93%)
0.159 59
59 Video-Watch Pattern and Learning Outcome Wang et al. ranking between first and second halves of the Pharmacology course, stratified by the change in engagement status of online
030 for inter-group difference by chi-square test). ETHICS STATEMENT The studies involving human participants were reviewed and
approved by Research Ethics Committee (REC) of National
Taiwan University Hospital (NTUH), Taipei, Taiwan. Written
informed consent for participation was not required for this
study in accordance with the national legislation and the
institutional requirements. FUNDING The engagement dashboard containing students’ engagement
status and learning behaviors compared with the others can
also be customized and provided for each student to re-feel
the stimulation of peers, prompt self-monitoring, improve their
learning attitudes and disciplines for better learning outcomes. The study was supported by the High Education Sprout Project
of the Ministry of Education (NTU-109L3901; NTU-110L3901). The funders had no role in the study design, data collection and
analysis, decision to publish, or manuscript preparation. ACKNOWLEDGMENTS The
datasets
used
and
analyzed
during
the
current
study are available from the corresponding author upon
reasonable request. We thank the student participants for providing feedback
generously and the Center of Faculty Development, NTUCM,
and Center for Teaching and Learning Development, Digital
Learning
Center,
National
Taiwan
University,
for
their
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online
at:
https://www.frontiersin.org/articles/10.3389/fmed. 2021.799412/full#supplementary-material CONCLUSION TABLE 4 | Improve in grades ranking between first and second halves of the Pharmacology course, stratified by the change in engagement status of online
video-watching pattern (p = 0.030 for inter-group difference by chi-square test). Change in engagement status of online video-watching
No. of students
No. (%) of students with
improve in grades ranking
No. (%) of students without
improve in grades ranking
More engaged
18
14 (78%)
4 (22%)
Stationary
90
42 (47%)
48 (53%)
Less engaged
41
17 (42%)
24 (58%) FIGURE 4 | Engagement level changes and watching behavior adjustments (p < 0.001 for all unless otherwise mentioned). *represents extreme value; ◦represents
potential outlier. FIGURE 4 | Engagement level changes and watching behavior adjustments (p < 0.001 for all unless otherwise mentioned). *represents extreme value; ◦represents
potential outlier. Frontiers in Medicine | www.frontiersin.org January 2022 | Volume 8 | Article 799412 12 Video-Watch Pattern and Learning Outcome Wang et al. AUTHOR CONTRIBUTIONS Unlike in-person or hybrid courses, instructors of online
video-based learning cannot interact with students in real-time. Therefore, the article suggested that an engagement dashboard
containing real-time visualized information on each students’
video-based learning situations can be designed, developed,
and provided for instructors to monitor students’ learning
progress, evaluate teaching effectiveness, improve course content,
adjust teaching styles, identify and assist students at risk in a
timely fashion. Unlike in-person or hybrid courses, instructors of online
video-based learning cannot interact with students in real-time. J-YW and C-HY drafted the manuscript. J-YW, B-CS, and Y-HN
designed the study. J-YW, W-CL, K-CY, and I-WC conducted
data processing. J-YW, W-CL, K-CY, I-WC, and B-CS performed
data analysis. Y-HN was the director responsible for general
organization and instruction. All authors contributed to the
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online video: the impact of learning context on engagement. Comput Educ. (2021) 165:104132. doi: 10.1016/j.compedu.2021.104132 Copyright © 2022 Wang, Yang, Liao, Yang, Chang, Sheu and Ni. 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,
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Issues of awards given as a part of social arbitration in a collective dispute. De lege lata and de lege ferenda remarks
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Review of European and Comparative Law
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Maciej Jarota Dr., Assistant Professor, Faculty of Law, Canon Law and Administration, The John Paul II Catholic University of
Lublin, correspondence address: Al. Racławickie 14, 20-950 Lublin, Poland; e-mail: maciejjarota@kul.lublin.pl
https://orcid.org/0000-0001-6568-1626 Keywords:
social arbitration,
collective disputes,
trade union, strike,
arbitration award Abstract: Social arbitration as the third method of resolution of
collective disputes can be used to resolve a dispute in an amica-
ble manner. Thanks to this method, parties to the collective dis-
pute can end their conflict thanks to the arbitration award with
no need to go on strike. The author analyses the legal nature
of arbitration awards and presents consequences of the related
labour law legislation. The conclusion is as follows: current legal
regulations are in need of change, especially when it comes to
the execution, amendment and supplementation of an award is-
sues as a part of social arbitration with the involvement of trade
unions, employers or their organisations. Review of European and Comparative Law | 2022
Vol. 48, No. 1, 7–28
https://doi.org/10.31743/recl.12240
Received: 11 February 2021 | Accepted: 14 April 2021 | Published: 10 March 2022 Review of European and Comparative Law | 2022
Vol. 48, No. 1, 7–28
https://doi.org/10.31743/recl.12240
Received: 11 February 2021 | Accepted: 14 April 2021 | Published: 10 March 2022 This is an open access article under the CC BY license
ISSN 2545-384X (Online) 1
Act on the resolution of collective disputes of 23 May 1991, Journal od Laws 2020, item 123,
hereinafter: “RCD” or “Act”.
2
Article 4 (1) RCD.
3
Article 17 (2) and Article 15 RCD.
4
Article 16 (2) and Article 16 (6) RCD. 1. Introduction Collective labour disputes constitute a material element of the economic
system of a state. It remains a valid question whether amicable methods
of dispute resolution can be used effectively to avoid using strikes as a last
resort. Social arbitration is one such amicable form. To evaluate the impor-
tance of this institution and its possible application objectively, one cannot
ignore the nature of an arbitration award. However, it has to be explained
first what collective disputes are and who they apply to. i
While analysing collective disputes, one should note that a collective
dispute is a legal concept separate from the concept of an individual em-
ployee dispute. The principal difference between an industrial dispute and This is an open access article under the CC BY license
ISSN 2545-384X (Online) tps://creativecommons.org/licenses/by/4.0/d cle under the CC BY license
ISSN 2545-384X (Online) Maciej Jarota an individual dispute is the scope of the subject and object of the dispute. According to art. 2 of the Act of 23 May 1991 on the resolution of collective
disputes1, parties to the dispute can be employers, their organisations and
employees who can only be represented by their trade union. The party to
the dispute will therefore not be the individual employee, but the employees
represented by an entity acting for the collective interests of the employees. In fact, a trade union is the one who can initiate and carry out a collective
dispute. Additionally, pursuant to art. 1 of the said Act, a dispute can relate
to working, remuneration or social benefit terms as well as to union rights
and freedoms of employees or other groups having the right to form trade
unions. It is not permitted to conduct a collective dispute to support indi-
vidual employee claims if their resolution is possible by way of proceedings
before the agency resolving disputes relating to employee claims2. h The legislator provided for three amicable methods of collective dis-
pute resolution. The first method is by bargaining. If it is ineffective as un-
derstood in art. 10 of the Act one shall proceed to mediation. The lack of
an agreement at the stage of the mediation proceedings authorises the trade
union to initiate a strike action3. However, a trade organisation that does
not wish to take advantage of this right can also initiate social arbitration
pursuant to art. 16 RCD. 8
Review of European and Comparative Law | 2022 Vol. 48, No. 1 5
Ordinance of the Council of Ministers of 16th August 1991, Journal of Laws 1991, No. 73,
item 324, hereinafter: “PSA”. 1. Introduction The essence of social arbitration is to authori-
tatively resolve a dispute with the involvement of the social arbitration
college in a competent District Court (one employer dispute) or Supreme
Court (multi-employer dispute). Such a college can issue an award ending
this stage of the collective dispute4. h The paper analyses two ways to conclude arbitration proceedings,
i.e. conclusion of a collective agreement and issuance of an arbitration
award. For this form of dispute resolution to be successful, it is important
to actually be able to end the dispute by opting for one of these two var-
iants of conflict resolution. They should give the parties a feeling of a sta-
ble settlement of the dispute that is consistent with the applicable laws. 8
Review of European and Comparative Law | 2022 Vol. 48, No. 1 Issues of awards given as a part of social arbitration in a collective dispute The institution of social arbitration must inspire confidence in both parties
to the dispute. Both the employee and the employer side should be cer-
tain that the award or agreement will be enforced without any problems
whatsoever. Only clear and comprehensive regulation of the arbitration
will make it possible to resort to arbitration proceedings to end a collective
dispute rather than go on a strike. For this reason, the analysis covers the le-
gal nature of an arbitration award in the context of practical problems with
applying social arbitration in Polish legal reality. h y g
g
y
The aim of this study is to determine whether legal regulations concern-
ing the methods for ending social arbitration are comprehensive and clear
or whether they need to be changed, and if yes, to what extent. The analy-
sis uses the dogmatic-legal and legal-comparative methods. The countries
under analysis share one common feature: they have all implemented leg-
islation to resolve collective disputes. Research into legal mechanisms in
the states concerned leads to the conclusion that these mechanisms are
close to one another in terms of their objective: in each state, the legislator
strives to ensure that the arbitration proceedings are effective in discourag-
ing non-amicable forms of collective dispute resolution. Legal regulations
of the countries in question are influenced by labour law standards adopted
by international and European organisations. 9
Review of European and Comparative Law | 2022 Vol. 48, No. 1 2. Ways to end social arbitration 2.1. Collective agreements as the second method of collective dispu
in arbitration proceedings in addition to arbitration awards 2.1. Collective agreements as the second method of collective dispute resolution
in arbitration proceedings in addition to arbitration awards An award issued by a social arbitration college is not the only way to resolve
a dispute at this stage. Just like with bargaining or mediation, parties to arbi-
tration proceedings can enter into agreements resolving the dispute. Accord-
ing to § 9 of the Regulation of the Council of Ministers of 16 August 1991 on
the procedure before social arbitration colleges5 after the opening of a col-
lege session encourages the parties to reach an agreement. Review of European and Comparative Law | 2022 Vol. 48, No. 1 9 Maciej Jarota Such an agreement as the source of the appropriate content of the labour
law, determining rights and obligations6 has the legal nature characteristic
for agreements based on RCD7 resulting from bargaining and mediation8. It should determine: parties to the dispute, precise claims of the trade un-
ions and normative collective provisions if they apply to the general sit-
uation of the employees. It can also contain individual provisions if they
influence the contents of the employment relationship9. According to the Supreme Court, collective agreements are considered
contractual provisions applying exclusively to entities covered with their
contents. However, they are not treated as generally applicable legal reg-
ulations10. According to the representative theory, parties to a collective
agreement execute it not only on their behalf but also on behalf of mem-
bers they represent or individuals other than their members. It means that
it is possible to make direct demands regarding the fulfilment of duties by
individual employees and employers towards each other11. Agreements are
based on the principle of the freedom of agreements by way of the submis-
sion of declarations of will in the course of social arbitration12. The doctrine Such an agreement as the source of the appropriate content of the labour
law, determining rights and obligations6 has the legal nature characteristic
for agreements based on RCD7 resulting from bargaining and mediation8. It should determine: parties to the dispute, precise claims of the trade un-
ions and normative collective provisions if they apply to the general sit-
uation of the employees. It can also contain individual provisions if they
influence the contents of the employment relationship9. l
According to the Supreme Court, collective agreements are considered
contractual provisions applying exclusively to entities covered with their
contents. However, they are not treated as generally applicable legal reg-
ulations10. 6
See Krzysztof Wojciech Baran, “Porozumienia zawierane w sporach zbiorowych jako
źródła prawa pracy,” Monitor Prawa Pracy, no. 9 (2008): 455; Janusz Żołyński, “Postępowan-
ie arbitrażowe jako metoda rozwiązywania sporu zbiorowego,” Monitor Prawa Pracy, no. 10
(2011): 517. 7
Grzegorz Goździewicz, “Charakter porozumień zbiorowych w polskim prawie pracy,” Work
and Social Security, no. 3 (1998): 23; Łukasz Pisarczyk, “Pokojowe (ireniczne) metody ro-
związywania sporów zbiorowych,” in System prawa pracy. Zbiorowe prawo pracy, vol. V,
ed. Krzysztof Wojciech Baran (Warszawa: Wolters Kluwer S.A., 2014), 643–644; see Baran,
“Porozumienia,” 453–54. The labour law doctrine includes doubts regarding the distinc-
tion of agreements being specific sources of the labour law, see Ludwik Florek, “Charakter
prawny porozumień zbiorowych,” in Prawo pracy. Refleksje i poszukiwania. Księga jubile-
uszowa Profesora Jerzego Wratnego, ed. Gertruda Uścińska (Warszawa: IPISS, 2013), 114–17.
8
L d ik Fl
k U t
i
i
(W
W lt
Kl
P l k 12
Compare Paweł Nowik, Metoda negocjacji układowych w zakresie kształtowania wyna-
grodzenia za pracę pracowników administracji publicznej. Doświadczenia polskie i europejsk-
ie (Lublin: Wydawnictwo KUL, 2014), 90–1. 9
Pisarczyk, “Pokojowe,” 650–52. 13
See Pisarczyk, “Pokojowe,” 650–51; see also the topic of a collective agreement in Florek,
Ustawa, 224–27.
14
Andrzej Marian Świątkowski, “Ustawa o rozwiązywaniu sporów zbiorowych,” in Zbiorowe
prawo pracy, eds. Jerzy Wratny, Krzysztof Walczak (Warszawa: C.H. Beck, 2009), 334.
15
E.g. according to the information obtained as a part of access to the public information,
the award rejecting the related request of the applicant was issued by the social arbitration
college at the Regional Court in Piotrkow Trybunalski in 2012, Decision of the College
for Social Arbitration at the Regional Court in Piotrków Trybunalski, Judgment of 2012,
Ref. No. KAS - z 1/12, unreported. Data referring to specific awards under social arbitration
that were referred to in the article were collected on the basis of enquiries emailed to all
Regional Courts in Poland.
16
Artur Rycak, “Praktyka arbitrażu społecznego w zbiorowych sporach pracy w Polsce,” in Ar- 2.1. Collective agreements as the second method of collective dispute resolution
in arbitration proceedings in addition to arbitration awards According to the representative theory, parties to a collective
agreement execute it not only on their behalf but also on behalf of mem-
bers they represent or individuals other than their members. It means that
it is possible to make direct demands regarding the fulfilment of duties by
individual employees and employers towards each other11. Agreements are
based on the principle of the freedom of agreements by way of the submis-
sion of declarations of will in the course of social arbitration12. The doctrine 7
Grzegorz Goździewicz, “Charakter porozumień zbiorowych w polskim prawie pracy,” Work
and Social Security, no. 3 (1998): 23; Łukasz Pisarczyk, “Pokojowe (ireniczne) metody ro-
związywania sporów zbiorowych,” in System prawa pracy. Zbiorowe prawo pracy, vol. V,
ed. Krzysztof Wojciech Baran (Warszawa: Wolters Kluwer S.A., 2014), 643–644; see Baran,
“Porozumienia,” 453–54. The labour law doctrine includes doubts regarding the distinc-
tion of agreements being specific sources of the labour law, see Ludwik Florek, “Charakter
prawny porozumień zbiorowych,” in Prawo pracy. Refleksje i poszukiwania. Księga jubile-
uszowa Profesora Jerzego Wratnego, ed. Gertruda Uścińska (Warszawa: IPISS, 2013), 114–17. 9
Pisarczyk, “Pokojowe,” 650–52. 10
Polish Supreme Court, Judgment of 22 February 2008, Ref. No. II BP 36/07, Journal of Laws
2009, no. 11–12, item 138. 11
Wacław Szubert, Układy zbiorowe pracy (Warszawa: Państwowe Wydawnictwo Naukowe,
1960), 10–11. 12
Compare Paweł Nowik, Metoda negocjacji układowych w zakresie kształtowania wyna-
grodzenia za pracę pracowników administracji publicznej. Doświadczenia polskie i europejsk-
ie (Lublin: Wydawnictwo KUL, 2014), 90–1. 10
Review of European and Comparative Law | 2022 Vol. 48, No. 1 10 Issues of awards given as a part of social arbitration in a collective dispute notices elements of a civil law agreement contained in such agreements that,
however, do not rule out the possibility that above-mentioned acts compiled
at the arbitration stage in a collective dispute can be seen as sources of the la-
bour law based on the act13. Agreements signed by parties to the dispute
in the course of social arbitration entail an automatic change of collective
interests of employees the satisfaction of which the trade union demanded
into individual subjective rights just like agreements executed at the bar-
gaining and mediation stage14. 16
Artur Rycak, “Praktyka arbitrażu społecznego w zbiorowych sporach pracy w Polsce,” in Ar-
bitraż i mediacja w polskim prawie pracy, ed. Grzegorz Goździewicz (Lublin: Wydawnictwo
KUL, 2005), 142. 17
It has to be stated that both RCD and PSA do not introduce the possibility to reject a re-
quest, only to return it due to formal defects not remedied on time, see: Walery Masewicz,
Zatarg zbiorowy pracy (Poznań: Polski Dom Wydawniczy “Ławica”, 1994), 97–98. Some
representatives of the labour law science indicate that the college issues substantive awards
considering demands of the trade union in part or in whole or dismissing them in part of
in while, see: Bogusław Cudowski, Spory zbiorowe w polskim prawie pracy (Białystok: Tem-
ida, 1998), 114. However, if arbitration is not admissible due to the fact that there was no
bargaining or mediation carried out or when proceedings before the college demonstrate
that the dispute is not a collective dispute the request will have to be rejected for purposive
reasons. The postulate that the trade union’s request can be rejected by the issue of an award
by the social arbitration college is justified. Checking whether a dispute is a collective dis-
pute lies within the competences of the college, see Rycak, “Praktyka,” 142. The labour law
doctrine also contains the view according to which a request can be destroyed due to the in-
admissibility of arbitration proceedings due to its return by the court president, see: Walery
Masewicz, Ustawa o związkach zawodowych Ustawa o rozwiązywaniu sporów zbiorowych
(Warszawa: Wydawnictwo Prawnicze PWN, 1998), 180. 20
Decision of the College for Social Arbitration at the Supreme Court of January 26, 2006,
Ref. No. III KAS 1/05, Journal of Laws 2007, no. 3–4, item 59. 19
Rycak, “Praktyka,” 142. 2.2. Arbitration awards – decisions of social arbitration colleges If an agreement resolving a collective dispute is not reached in the arbitration
proceedings an arbitration award will be issued. In practice, one can distin-
guish substantive decisions considering the demand made by a trade union
and dismissing collective claims made with regard to payment, working and
social benefit conditions15. When a trade union makes a claim regarding
union rights and freedoms, a decision can be made to dismiss that claim,
i.e. considering the trade union’s position ungrounded or to grant the appli-
cation in whole or in part16. h A social arbitration college also issues typically formal awards. These
type of awards includes a decision to refuse to hear the arbitration, de facto
to reject the application to the inadmissibility of social arbitration as under-
stood in RCD regulations, even though no legal basis for such a conclusion Review of European and Comparative Law | 2022 Vol. 48, No. 1 11 Maciej Jarota of arbitration proceedings can be found in PSA or even less in RCD17. Addi-
tionally, a decision to discontinue proceedings exists in legal transactions18. y
p
g
g
In the issued award, the social arbitration college also refers the case
to a competent social arbitration college for the ruling, e.g. the college
at the Supreme Court19. Decisions of the social arbitration college at
the Supreme Court adopted the rule according to which “employer dis-
putes can be transformed during the proceedings before a social arbitration
college into a single multi-employer dispute if parties to these disputes are
willing and the subject matter of the dispute applies to workers employed in
at least two workplaces”20. In the analysed case being the basis for the issue
of the above-mentioned award, the college primarily examined its compe-
tence to hear the dispute. It was necessary due to the fact that the dispute
was conducted as eight separate disputes in the bargaining and media-
tion phase. Findings made by the college led to the conclusion according
to which trade unions representing all workers covered with disputes in
the bargaining and mediation phase jointly applied for the submission of 17
It has to be stated that both RCD and PSA do not introduce the possibility to reject a re-
quest, only to return it due to formal defects not remedied on time, see: Walery Masewicz,
Zatarg zbiorowy pracy (Poznań: Polski Dom Wydawniczy “Ławica”, 1994), 97–98. 12
Review of European and Comparative Law | 2022 Vol. 48, No. 1 2.2. Arbitration awards – decisions of social arbitration colleges Some
representatives of the labour law science indicate that the college issues substantive awards
considering demands of the trade union in part or in whole or dismissing them in part of
in while, see: Bogusław Cudowski, Spory zbiorowe w polskim prawie pracy (Białystok: Tem-
ida, 1998), 114. However, if arbitration is not admissible due to the fact that there was no
bargaining or mediation carried out or when proceedings before the college demonstrate
that the dispute is not a collective dispute the request will have to be rejected for purposive
reasons. The postulate that the trade union’s request can be rejected by the issue of an award
by the social arbitration college is justified. Checking whether a dispute is a collective dis-
pute lies within the competences of the college, see Rycak, “Praktyka,” 142. The labour law
doctrine also contains the view according to which a request can be destroyed due to the in-
admissibility of arbitration proceedings due to its return by the court president, see: Walery
Masewicz, Ustawa o związkach zawodowych Ustawa o rozwiązywaniu sporów zbiorowych
(Warszawa: Wydawnictwo Prawnicze PWN, 1998), 180. 18 18
E.g. in 2005-2014, the social arbitration college at the Regional Court in Łodz dismissed ar-
bitration proceedings twice: in one case, it was due to the trade union’s loss of its mandate to
represent employees, in another case, it was due to the withdrawal of the request for social
arbitration. 18
E.g. in 2005-2014, the social arbitration college at the Regional Court in Łodz dismissed ar-
bitration proceedings twice: in one case, it was due to the trade union’s loss of its mandate to
represent employees, in another case, it was due to the withdrawal of the request for social
arbitration. 12
Review of European and Comparative Law | 2022 Vol. 48, No. 1 12 Issues of awards given as a part of social arbitration in a collective dispute the dispute for resolution by the social arbitration college at the Supreme
Court as a multi-employer dispute21. 27
In turn, the college at the Regional Court in Olsztyn examining the case, granted the trade
union’s request in full by obliging to introduce the salary agreement of 21 February 2005 in
the award not binding the parties, issued on 4 April 2006. Decision of the College for Social 26
Bogusław Cudowski, “Rola państwa w rozwiązywaniu sporów zbiorowych,” Państwo i Prawo,
no. 10 (1994): 69. 24
See Grzegorz Goździewicz, “Mediacja i arbitraż w polskim prawie pracy,” in Arbitraż i me-
diacja w polskim prawie pracy, ed. Grzegorz Goździewicz (Lublin: Wydawnictwo KUL,
2005), 24. 25
Zbigniew Hajn, Zbiorowe prawo pracy. Zarys systemu (Warszawa: Wolters Kluwer Pols-
ka sp. z o.o., 2013), 188. 23
Janusz Żołyński, Ustawa o rozwiązywaniu sporów zbiorowych. Komentarz. Wzory pism
(Warszawa: Wolters Kluwer Polska sp. z o.o., 2011), 92. 21
Ibid.
22
Świątkowski, “Ustawa,” 374.
23
Janusz Żołyński, Ustawa o rozwiązywaniu sporów zbiorowych. Komentarz. Wzory pism
(Warszawa: Wolters Kluwer Polska sp. z o.o., 2011), 92.
24
See Grzegorz Goździewicz, “Mediacja i arbitraż w polskim prawie pracy,” in Arbitraż i me-
diacja w polskim prawie pracy, ed. Grzegorz Goździewicz (Lublin: Wydawnictwo KUL,
2005), 24.
25
Zbigniew Hajn, Zbiorowe prawo pracy. Zarys systemu (Warszawa: Wolters Kluwer Pols-
ka sp. z o.o., 2013), 188.
26
Bogusław Cudowski, “Rola państwa w rozwiązywaniu sporów zbiorowych,” Państwo i Prawo,
no. 10 (1994): 69.
27
In turn, the college at the Regional Court in Olsztyn examining the case, granted the trade
union’s request in full by obliging to introduce the salary agreement of 21 February 2005 in
the award not binding the parties, issued on 4 April 2006. Decision of the College for Social ą
,
,
23
Janusz Żołyński, Ustawa o rozwiązywaniu sporów zbiorowych. Komentarz. Wzory pism
(Warszawa: Wolters Kluwer Polska sp. z o.o., 2011), 92.
24
See Grzegorz Goździewicz, “Mediacja i arbitraż w polskim prawie pracy,” in Arbitraż i me-
diacja w polskim prawie pracy, ed. Grzegorz Goździewicz (Lublin: Wydawnictwo KUL,
2005), 24. 3. Legal nature of arbitration awards In light of art. 16 clause 6 RCD, the arbitration award is binding for par-
ties to the dispute unless they agree differently. If both the trade union in
its application for social arbitration and the employer responding to that
application fail to submit, pursuant to art. 16 clause 6 RCD, an appropriate
statement of application for arbitration with the issue of an award non-bind-
ing for the parties, the decision of the social arbitration college, in prin-
ciple, will bind the parties22. The employer can express their position on
the subject responding to the application of the trade union or in another
letter before the date of the commission’s session but not later than upon
the opening of that session23. Contrary to the situation in which both par-
ties express their conclusive consent to the binding nature of the college’s
decision, a trade union can decide to initiate a protest action in the form of
a strike if the award is non-binding. Purposive considerations are in favour
of this postulate24. The parties can autonomously choose the dispute reso-
lution variant after the mediations end and apply non-amicable resolution
methods. An award in arbitration proceedings whose binding power results
from the will of the parties ends the proceedings related to the occurrence of
a collective dispute with the employer25; as a consequence, the collective dis-
pute is resolved26. The statement of the binding power27 shall be contained in igniew Hajn, Zbiorowe prawo pracy. Zarys systemu (Warszawa: Wolters Kluwer Pols-
sp. z o.o., 2013), 188. gusław Cudowski, “Rola państwa w rozwiązywaniu sporów zbiorowych,” Państwo i Prawo,
. 10 (1994): 69. Review of European and Comparative Law | 2022 Vol. 48, No. 1 13 Maciej Jarota the award itself28; however, this situation does not always happen29. Accord-
ing to § 11 clause 3 PSA, an arbitration award should also contain the name
and content of the college, award issue date, definition of parties, indication
of the subject matter of the dispute, the resolution30 and its justification,
the statement whether the award binds the parties and signatures of mem-
bers of the college31. If the award does not contain any of the above-mentioned elements, it
seems that it is not possible to supplement them pursuant to art. 351 § 3 of
the Act of 17 November 1964 – Code of Civil Procedure32 for two reasons. Arbitration at the District Court in Olsztyn, Judgment of 2006, Ref. No. Kas-z.1/06, un-
reported. The above data come from the information obtained by email as an answer to
enquiries addressed to Regional Courts. See more Maciej Jarota, “Arbitraż społeczny –
fakultatywna czy obligatoryjna metoda rozwiązywania sporów zbiorowych? Przyczynek do
dyskusji o wykorzystaniu postępowania arbitrażowego w zbiorowych stosunkach pracy,”
ADR Arbitraż i Mediacja, no. 2 (2018): 48–49. 32
Act on the Code of Procedural Civil of 17 November 1964, Journal od Laws 2020, item
1575, as amended, hereinafter: “CPC”. 29
Rycak, “Praktyka,” 145. 28
Goździewicz, “Mediacja,” 23. 3. Legal nature of arbitration awards Firstly, provisions of the Code of Civil Procedure do not apply to arbitra-
tion proceedings before social arbitration colleges – obviously with some
exceptions. Civil procedure was referred to only in one place of the provi-
sion regulating the arbitration procedure, however, it only had to do with
evidentiary proceedings. In the light of § 8 clause 2 PSA, a college can take
evidence in line with the provisions of the Code of Civil Procedure on evi-
dence. Secondly, it is the social arbitration college rather than a public court
that issues an award; this is why, in light of the linguistic interpretation of 29
Rycak, “Praktyka,” 145. 30
In practice, the awards of the social arbitration college sometimes lacks the dispute resolu-
tion, which cannot be considered positive at this stage of the dispute. E.g. in the operative
part of the award of 7 May 2015 regarding the proceedings requested by the trade union
against the employer, the social arbitration college at the Regional Court in Warsaw limited
itself to the indication that the parties failed to reach an agreement. Decision of the Col-
lege for Social Arbitration at the District Court in Warszawa, Judgment of 2015, Ref. No. XXI Kas-z 2/14, unreported. The operative part of the decision did not refer to the dispute
resolution while item 5 of the award states that the award is not binding for the parties. See
more Maciej Jarota, “Arbitraż społeczny – fakultatywna czy obligatoryjna metoda rozwiązy-
wania sporów zbiorowych? Przyczynek do dyskusji o wykorzystaniu postępowania arbi-
trażowego w zbiorowych stosunkach pracy,” ADR Arbitraż i Mediacja, no. 2 (2018): 48–49. 31
Świątkowski, “Ustawa,” 374. 32
Act on the Code of Procedural Civil of 17 November 1964, Journal od Laws 2020, item
1575, as amended, hereinafter: “CPC”. 14
Review of European and Comparative Law | 2022 Vol. 48, No. 1 14 Issues of awards given as a part of social arbitration in a collective dispute art. 351 § 3 CPC in connection with art. 351 § 1 CPC, it is not possible to
supplement an award issued pursuant to § 11 PSA. It is worth mentioning that, in the past, according to art. 33
Ordinance of the President of the Republic of Poland 27th October 1933, Journal of Laws
1933, No. 82, item 604.
34
Marek Włodarczyk, “Historia porozumień normatywnych na szczeblu zakładu pracy
w Polsce,” in Studia z prawa pracy. Księga pamiątkowa ku czci Docenta Jerzego Logi,
ed. Zbigniew Góral (Łódź: Wydawnictwo Uniwersytetu Łódzkiego 2007), 210. 3. Legal nature of arbitration awards 9 of the Reg-
ulation of the President of the Republic of Poland of 27 October 1933 on
extraordinary disputes committees for the resolution of collective disputes
between employers and employees in the industry and commerce33, the le-
gal construct in force in Poland provided that the committee’s award had
the economically prevailing importance in the work branch covered with
the award, the Council of Ministers could issue a regulation if requested by
the minister of social care to give binding legal effect to the award in the
entire area for which the award was issued or in a part of the area where it
attained prevailing importance. Such an award, as understood in the said
regulation, would apply directly to all employees and employers. Said le-
gal regulations have overcome the rule of committee awards contained in
the pre-WWII Law of Obligations, typical for collective labour agreements
(c.l.a.), according to which they are only binding for those parties who have
executed them34. To summarize this part of the discussion, a concern may be expressed
about the impossibility to supplement an existing award, if necessary. Sim-
ilarly, the Polish legislation does not provide for rectification of an award
should there be an obvious error in the dispute resolution. In the Polish
legal reality, there are no legal regulations that would precisely define the
manner in which the panel should act if it is necessary to amend the award
from the proceedings. 15
Review of European and Comparative Law | 2022 Vol. 48, No. 1 35
Żołyński, Ustawa, 95. In 1960ies, doubts existed regarding the enforceability of collective
labour agreements as far as the enforcement of resulting obligations is concerned. Free mar-
ket economies adopted the inadmissibility of the formulation of individual employee claims
against a participant in the collective labour agreement. A particular significance of rights
vested in the employee organisation representing employees rather than individual rights
was stressed, see Szubert, Układy, 229. 35
Żołyński, Ustawa, 95. In 1960ies, doubts existed regarding the enforceability of collective
labour agreements as far as the enforcement of resulting obligations is concerned. Free mar-
ket economies adopted the inadmissibility of the formulation of individual employee claims
against a participant in the collective labour agreement. A particular significance of rights
vested in the employee organisation representing employees rather than individual rights
was stressed, see Szubert, Układy, 229.
36
See Świątkowski, “Ustawa,” 376; see also Pisarczyk, “Pokojowe,” 676.
37
See Świątkowski, “Ustawa,” 376; see also a different position: Żołyński, Ustawa, 94.
38
See Pisarczyk, “Pokojowe,” 680; Krzysztof Wojciech Baran, Zbiorowe prawo pracy. Komen-
tarz (Warszawa: Wolters Kluwer Polska sp. z o.o., 2010), 442; Cudowski, Spory, 115; see also
a different position: Żołyński, Ustawa, 94.
39
Goździewicz, “Mediacja,” 25.
40
Pisarczyk, “Pokojowe,” 680. y
36
See Świątkowski, “Ustawa,” 376; see also Pisarczyk, “Pokojowe,” 676.f 37
See Świątkowski, “Ustawa,” 376; see also a different position: Żołyński, Ustawa, 94. 38
See Pisarczyk, “Pokojowe,” 680; Krzysztof Wojciech Baran, Zbiorowe prawo pracy. Komen-
tarz (Warszawa: Wolters Kluwer Polska sp. z o.o., 2010), 442; Cudowski, Spory, 115; see also
a different position: Żołyński, Ustawa, 94. 4. Execution of arbitration awards While analysing the issues of arbitration awards, it is worthwhile to con-
sider whether parties to the employment relationship are entitled to
the claim for the execution of an award issued by a social arbitration col-
lege on the same terms as those applying to the formulation of demands Review of European and Comparative Law | 2022 Vol. 48, No. 1 15 Maciej Jarota referring to the execution of provisions of the collective agreement executed
in the course of social arbitration. The view that it is possible for employees
and employer to make direct civil law claims based on an arbitration award
just as is the case with the collective agreement35 is debatable36. j
g
As soon as demands made by the trade union are transformed into in-
dividual rights pursuant to the collective agreement executed at the arbitra-
tion stage, individual employees acquire the right to claim the satisfaction
of individual rights guaranteed to them. In turn, the issue of an arbitration
award not being a source of labour law does not entail the legal transfor-
mation of employee interests to be satisfied by the employer on the basis
of the decision of the social arbitration college into rights of individuals
with an employment relationship. The conclusion of this analysis is that
the issue of an award does not result in an automatic transformation of
employees’ collective interests into their rights37. Reference publications
present the prevailing view that, to enforce the employer’s observance of
the arbitration award referring to employee interests, it is only possible for
the trade union to exert pressure by organizing a strike or another non-am-
icable method of resolution of collective disputes even with no renewed
procedure for the initiation of a collective dispute38. h The Polish model of an amicable resolution of collective disputes does
not provide for sanction for the failure to comply with an award issued in
the arbitration proceedings39 even though the failure to comply can be con-
sidered a violation of art. 26 clause 1 clause 2 RCD40. The enforceability of 16
Review of European and Comparative Law | 2022 Vol. 48, No. 1 16 Issues of awards given as a part of social arbitration in a collective dispute arbitration awards is not subject to enforcement proceedings41. This fact is
demonstrated in the linguistic interpretation of art. 41
Żołyński, Ustawa, 93.
42
Baran, Zbiorowe, 442. 4. Execution of arbitration awards 777 CPC, in particular,
the lack of an indication of awards issued in the social arbitration mode in
its contents and the absence of a legal standard in RCD that would estab-
lish the admissibility of enforcement of such awards by way of enforcement
proceedings42.i Such deficiencies may raise doubts whether a trade union is actually
able to effectively enforce pay and work conditions, social benefits, or trade
union rights and freedoms established by an arbitration award. Hence,
the trade union organisation, unlike the employer, will essentially go for
a strike method rather than arbitration proceedings. Mediation failing,
the trade union party will count on a strike as a viable method to achieve
its demands from a collective dispute stage. The mere fact that an arbitra-
tion award will become non-binding if one of the parties submits a rele-
vant declaration hardly encourages the use of the social arbitration method. Since parties to a collective dispute are not bound by the arbitration award,
decisions of the social arbitration committee are treated as non-mandato-
ry for the trade union and the employer. On the other hand, the inability
to effectively enforce a binding arbitration award means that arbitration
proceedings actually lose their sense as a constructive method of resolving
a controversy. 5. Arbitration awards in selected European states vs. Polish legal realities 41
Żołyński, Ustawa, 93. 42
Baran, Zbiorowe, 442. 5. Arbitration awards in selected European states vs. Polish legal realities In light of the unique nature of an arbitration award and a limited possibility
of its enforcement in Polish labour law, it is worthwhile to analyse the said
institution from the perspective of selected examples of European states. Legal regulations of individual European states define the legal nature of
arbitration awards in an inconsistent manner. In some European states, ar-
bitrators issue awards. In the Russian Federation, an arbitration award is
binding for the parties. They are obliged to execute it in pain of the fine of
2000-4000 roubles. If the employer fails to comply with the award the trade Review of European and Comparative Law | 2022 Vol. 48, No. 1 Review of European and Comparative Law | 2022 Vol. 48, No. 1 17 17 Maciej Jarota union can initiate a protest action in the form of a strike43. In France, the ar-
bitrator’s decision can be appealed against to the Supreme Court of Arbitra-
tion consisting of the equal number of judges from the Council of State and
judges from the Court of Cassation44. j
g
In light of art. 20 clause 4 of the Latvian Act of 26 September 2002 on
employment relationships, compliance with an arbitration award is volun-
tary in Latvia. If parties compile a written agreement to determine the bind-
ing power of the arbitration award that arbitration award shall have legal
effects typical for a collective agreement45. In Great Britain, an award issued
in the course of an optional arbitration is binding if the parties decide dur-
ing the pending procedure that they would comply with the award irre-
spective of its contents46. In Slovakia, awards issued by an arbitrator regarding the execution of
collective agreements can be appealed against to a District Court that re-
peals the arbitrator’s award if it is in conflict with the legal regulations or
with the collective agreement. In the same country, an arbitrator’s decision
regarding the conclusion of a collective labour agreement is final with no
appeal possible, unlike decisions referring to disputes regarding the execu-
tion of duties under collective agreements. If a court annuls the arbitrator’s
award the dispute shall be referred to the same arbitrator for reassessment. 43
Elena Gerasimowa, “The Resolution Of Collective Labour Disputes,” in Labour Law in Rus-
sia: Recent Developments and New Challenges, eds. Vladimir Lebedev and Elena Radevich
(Newcastle: Cambridge Scholars Publishing, 2014), 274.
44
Michel Despax, Jaques Rojot, and Jean Pierre Laborde, Labour Law in France (Alphen
aan den Rijn: Kluwer Law International, 2011), 347.
45
In Greece, like in Latvia, the arbitrator’s award entails legal effects typical for a collective
agreement, see Theodore Konaris, Labour law in Hellas (Alphen aan den Rijn: Kluwer Law
International, 2002), 239.
46
Steven Hardy, Labour Law in Great Britain (Alphen aan den Rijn: Kluwer Law Internation-
al, 2002), 44–45.
47
Helena Barancová and Andrea Olšowská, Labour Law in Slovak Republic (Alphen aan den
Rijn: Kluwer Law International, 2002), 191. Review of European and Comparative Law | 2022 Vol. 48, No. 1 47
Helena Barancová and Andrea Olšowská, Labour Law in Slovak Republic (Alphen aan den
Rijn: Kluwer Law International, 2002), 191. 43
Elena Gerasimowa, “The Resolution Of Collective Labour Disputes,” in Labour Law in Rus-
sia: Recent Developments and New Challenges, eds. Vladimir Lebedev and Elena Radevich
(Newcastle: Cambridge Scholars Publishing, 2014), 274. Michel Despax, Jaques Rojot, and Jean Pierre Laborde, Labour Law in France (Alphe
aan den Rijn: Kluwer Law International, 2011), 347.f 48
Manuel Alonso Olea and Fermĺn Rodríguez - Sañudo, Labour Law in Spain (Alphen aan de
Rijn: Kluwer Law International, 2002), 156.
49
Manfred Weiss and Marlene Schmidt, Labour Law in Germany (Alphen aan den Rijn: Klu-
wer Law International, 2008), 236.
50
Ole Hasselbalch, Labour Law in Denmark (Alphen aan den Rijn: Kluwer Law International,
2011), 300–01.
51
Polish Supreme Court, Resolution of 23 May 1986, Ref. No. III PZP 9/86, Journal of Laws
1987, no. 4, item 77; Polish Supreme Court, Resolution of 10 December 1986, Ref. No.
III PZP 72/86, Journal of Laws 1987, no. 4, item 47.
52
Act on the Labour Code of 26 June 1974 Journal od Laws 2020 item 1320 5. Arbitration awards in selected European states vs. Polish legal realities The lack of consent to the participation of the same person as the arbitrator
results in the nomination of an arbitrator on the request of any of the parties
by the Minister of Labour, Social Affairs and Family of the Slovak Republic47. yf
y
p
In Spain, art. 21 clause 3 V ASEC provides that a binding arbi-
tration award is enforceable immediately. Each award is submitted to 8
Review of European and Comparative Law | 2022 Vol. 48, No. 1 18 Issues of awards given as a part of social arbitration in a collective dispute the SIMA office. After that, the award is forwarded to an appropriate agen-
cy for publication if required under the law. The award has the same legal
effects as a collective labour agreement48. f
In Germany, parties to a dispute can appeal from the decision of
an arbitration committee to a labour court within 2 weeks of the award
announcement. The appeal can be upheld in the event of a law violation. The German labour law doctrine indicates that parties rarely decide to un-
dermine the resolution made at the arbitration stage in collective disputes
in this manner49. In Denmark, an award issued at the arbitration stage is
final even though, if material rules of the procedure influencing the res-
olution of the case are violated it is possible to consider the award invalid
before the labour court50. Polish legal regulations do not assume the two-tiered procedure in
arbitration proceedings51. As already mentioned, parties in Slovakia and
Germany have the possibility to appeal against an arbitration award to
a labour court. Analysed legal solutions applied in above-mentioned coun-
tries make the appellate review of an arbitration award possible, which is
particularly desirable for a discretionary ruling by an arbitration agency in
a specific case, in a manner not limited with statutory criteria. The aspect of
determination of an entity competent to consider the means of challenge of
arbitration awards is also extremely important. The labour court seems to
be competent to assess an arbitration award because judges who are labour
law practitioners are able to guarantee reliability and independence while
analysing arbitration proceedings in a collective dispute. It should be remembered that, according to the rule set out in art. 52
Act on the Labour Code of 26 June 1974, Journal od Laws 2020, item 1320. 54
In the previous legal regime applicable in 1980ies, the Public Prosecutor General argued
that purposive considerations (the need to amend awards) warrant the application of rem-
edies provided for in civil procedure regulations but the Supreme Court did not share this
position in its decision of 10 December 1986, III PZP 72/86, see Polish Supreme Court,
Resolution of 23 May 1986, Ref. No. III PZP 72/86, unreported. The labour law doctrine
also indicated that, even though the nature of arbitration proceedings is different than the
nature of litigation, this circumstance does not entail the right to conclude that it is not
possible to appeal against an arbitration award on the basis of autonomous findings of
the parties, see Andrzej Marian Świątkowski, “Spory zbiorowe (I),” Praca i Zabezpieczenie
Społeczne, no. 8 (1987): 13–17. p
55
See Cudowski, Spory, 112; Żołyński, Ustawa, 93; Żołyński, Ustawa, 438.i Http://www.mpips.gov.pl/gfx/mpips/userfiles/File/Departament%20Prawa%20Pracy/kod-
eksy%20pracy/ZKP_04.08..pdf., accessed May 9, 2016, hereinafter: CLC. The CLC draft
was submitted to the President of the Council of Ministers on 5.12.2006 even though its
contents refer to “April 2007”, while the draft description found at the website provides
the information that the draft originated in April 2008. The Labour Law Codification
Commission had been preparing the draft for a few years on the basis of the Ordinance of
the Council of Ministers of 20th August 2002 on the establishment of a labour law codifica-
tion commission, Journal of Laws 2002, No. 139 item 1167, as amended. The Commission
initially worked under the leadership of Tadeusz Zieliński. As of 5.12.2003, the Commis-
sion consisted of: Michał Seweryński, a professor at the Łódz University (the chairman);
Ludwik Florek, a professor at the Warsaw University (deputy chairman); Grzegorz
Goździewicz, a professor at the M. Kopernik University in Toruń; Zbigniew Hajn, a profes-
sor at the Łódz University, a judge at the Supreme Court; Andrzej Kijowski, a professor at
the A. Mickiewicz University in Poznań, a judge of the Supreme Court; Walerian Sanetra,
a professor at the Białystok University, President of the Supreme Court; Barbara Wagner,
a professor at the Jagiellonian University, judge of the Supreme Court; Jan Wojtyła, a pro-
fessor at the K. Adamiecki University of Economics in Katowice; Jerzy Wratny, a professor Review of European and Comparative Law | 2022 Vol. 48, No. 1 53
Żołyński, Ustawa, 93. 5. Arbitration awards in selected European states vs. Polish legal realities 262
§ 2 item 1 of the Act of 26 June 1974 – Labour Code52 public courts cannot Review of European and Comparative Law | 2022 Vol. 48, No. 1 19 Maciej Jarota interfere with disputes regarding the establishment of new payment and
working terms or the application of labour law standards to the nomina-
tion of college members at the social arbitration stage53. The lack of a two-
tier system in social arbitration in Poland provokes doubts54. In particular,
the literature rightly indicates that the delegation of three, by definition, in-
dependent members of the college from the employer side and three mem-
bers from the trade union to form the college is only apparent; in fact, a dis-
pute is resolved by a professional judge. Individuals indicated by the trade
union or by the employer do not vote against their principals55. ht y
p y
g
p
p
The statement of reasons for the draft collective labour code of 2008 pre-
pared by the Labour Law Codification Commission56 provides that social p
y
y
y
Http://www.mpips.gov.pl/gfx/mpips/userfiles/File/Departament%20Prawa%20Pracy/kod-
eksy%20pracy/ZKP_04.08..pdf., accessed May 9, 2016, hereinafter: CLC. The CLC draft
was submitted to the President of the Council of Ministers on 5.12.2006 even though its
contents refer to “April 2007”, while the draft description found at the website provides
the information that the draft originated in April 2008. The Labour Law Codification
Commission had been preparing the draft for a few years on the basis of the Ordinance of
the Council of Ministers of 20th August 2002 on the establishment of a labour law codifica-
tion commission, Journal of Laws 2002, No. 139 item 1167, as amended. The Commission
initially worked under the leadership of Tadeusz Zieliński. As of 5.12.2003, the Commis-
sion consisted of: Michał Seweryński, a professor at the Łódz University (the chairman);
Ludwik Florek, a professor at the Warsaw University (deputy chairman); Grzegorz
Goździewicz, a professor at the M. Kopernik University in Toruń; Zbigniew Hajn, a profes-
sor at the Łódz University, a judge at the Supreme Court; Andrzej Kijowski, a professor at
the A. Mickiewicz University in Poznań, a judge of the Supreme Court; Walerian Sanetra,
a professor at the Białystok University, President of the Supreme Court; Barbara Wagner,
a professor at the Jagiellonian University, judge of the Supreme Court; Jan Wojtyła, a pro-
fessor at the K. 53
Żołyński, Ustawa, 93.
54
In the previous legal regime applicable in 1980ies, the Public Prosecutor General argued
that purposive considerations (the need to amend awards) warrant the application of rem-
edies provided for in civil procedure regulations but the Supreme Court did not share this
position in its decision of 10 December 1986, III PZP 72/86, see Polish Supreme Court,
Resolution of 23 May 1986, Ref. No. III PZP 72/86, unreported. The labour law doctrine
also indicated that, even though the nature of arbitration proceedings is different than the
nature of litigation, this circumstance does not entail the right to conclude that it is not
possible to appeal against an arbitration award on the basis of autonomous findings of
the parties, see Andrzej Marian Świątkowski, “Spory zbiorowe (I),” Praca i Zabezpieczenie
Społeczne, no. 8 (1987): 13–17.
55
See Cudowski, Spory, 112; Żołyński, Ustawa, 93; Żołyński, Ustawa, 438.
56
Http://www.mpips.gov.pl/gfx/mpips/userfiles/File/Departament%20Prawa%20Pracy/kod-
eksy%20pracy/ZKP_04.08..pdf., accessed May 9, 2016, hereinafter: CLC. The CLC draft
was submitted to the President of the Council of Ministers on 5.12.2006 even though its
contents refer to “April 2007”, while the draft description found at the website provides
the information that the draft originated in April 2008. The Labour Law Codification
Commission had been preparing the draft for a few years on the basis of the Ordinance of
the Council of Ministers of 20th August 2002 on the establishment of a labour law codifica-
tion commission, Journal of Laws 2002, No. 139 item 1167, as amended. The Commission
initially worked under the leadership of Tadeusz Zieliński. As of 5.12.2003, the Commis-
sion consisted of: Michał Seweryński, a professor at the Łódz University (the chairman);
Ludwik Florek, a professor at the Warsaw University (deputy chairman); Grzegorz
Goździewicz, a professor at the M. Kopernik University in Toruń; Zbigniew Hajn, a profes-
sor at the Łódz University, a judge at the Supreme Court; Andrzej Kijowski, a professor at
the A. Mickiewicz University in Poznań, a judge of the Supreme Court; Walerian Sanetra,
a professor at the Białystok University, President of the Supreme Court; Barbara Wagner,
a professor at the Jagiellonian University, judge of the Supreme Court; Jan Wojtyła, a pro-
fessor at the K. Adamiecki University of Economics in Katowice; Jerzy Wratny, a professor at the Rzeszów University; dr Eugenia Gienieczko, Director of the Labour Law Department
in the then Ministry of Labour and Social Policy. In 2005, Teresa Liszcz, a professor of
the Maria Curie-Skłodowska University in Lublin, later a judge in the Constitutional Tribu-
nal, joined the Commission. t 57
Art. 158 § 2 of the draft Collective Labour Code from mid 1990ies suggested that each of
the parties and the labour inspector could be granted the right to appeal against the arbitra-
tor’s award violating the laws, see Cudowski, Spory, 115.
58
The text of the draft collective labour agreement, see https://www.gov.pl/web/rodzina/
bip-teksty-projektu-kodeksu-pracy-i-projektu-kodeksu-zbiorowego-prawa-pracy-opra-
cowane-przez-komisje-kodyfikacyjna-prawa-pracy, accessed January 23, 2021. The last La-
bour Law Codification Commission was established pursuant to the Ordinance of the Coun-
cil of Ministers of 9th August 2016 on the establishment of a labour law codification
commission, Journal of Laws 2016, item 1366. The Commission consisted of: Prof. UG
dr hab. Marcin Zieleniecki – the Chairman, Prof. dr hab. Arkadiusz Sobczyk, Prof. UJ dr
hab. Leszek Mitrus, Prof. UW dr hab. Łukasz Pisarczyk, Prof. UAM dr hab. Michał Skąpski,
Prof. UG dr hab. Jakub Stelina, Prof. UW dr hab. Jacek Męcina, Prof. UKSW dr hab. Mon-
ika Gładoch, Prof. UAM dr hab. Anna Musiała, Prof. WSH dr hab. Marek Pliszkiewicz, 5. Arbitration awards in selected European states vs. Polish legal realities Adamiecki University of Economics in Katowice; Jerzy Wratny, a professor Review of European and Comparative Law | 2022 Vol. 48, No. 1 20 Issues of awards given as a part of social arbitration in a collective dispute arbitration as a resolution method for dispute of the voluntary nature of
awards issued by an arbitration commission does not fulfil the role expect-
ed by the legislature. In light of this fact, authors of the project observed
that it was necessary to reinstate the importance of arbitration by consid-
ering that the arbitrator’s decision would be binding for the parties and
end the collective dispute. Additionally, authors of the draft believe that
above-mentioned problems justify the introduction of the rule according
to which an arbitration award would be subjected to judicial control when
it comes to its legal compliance and interests of the parties, which would
strengthen the rule of law and social peace in collective labour agreements. This position of the Labour Law Codification Commission was expressed
in the suggestion contained in art. 156 § 2 CLC that assumed that each of
the parties to a collective dispute would be able to appeal to a court against
an arbitration award within 7 days of its receipt if that award blatantly vi-
olates the party’s interest or the law57. The appeal would be made to a dis-
trict court in the case of a one employer dispute and to a regional court in
the case of a multi-employer dispute – both these courts having jurisdiction
in the dispute initiation location. Even though an appeal from an arbitra-
tion award is not provided for in the following draft of the collective labour
code of 14 March 2018 by the new Labour Law Codification Commission58,
there is no doubt that the concept worked out in 2006 is worth considering. arbitration as a resolution method for dispute of the voluntary nature of
awards issued by an arbitration commission does not fulfil the role expect-
ed by the legislature. In light of this fact, authors of the project observed
that it was necessary to reinstate the importance of arbitration by consid-
ering that the arbitrator’s decision would be binding for the parties and
end the collective dispute. 57
Art. 158 § 2 of the draft Collective Labour Code from mid 1990ies suggested that each of
the parties and the labour inspector could be granted the right to appeal against the arbitra-
tor’s award violating the laws, see Cudowski, Spory, 115.ht Prof. UŁ dr hab. Mirosław Włodarczyk, Dr Jakub Szmit, legal counsel Marta Matyjek,
attorney at law dr Liwiusz Laska.
59
The granting of this right to the labour inspector was postulated by Michał Seweryński, see:
Michał Seweryński, “Wybrane zagadnienia rozwiązywania sporów zbiorowych w Polsce,”
in Arbitraż i mediacja w prawie pracy, ed. Grzegorz Goździewicz (Lublin: Wydawnictwo
KUL, 2005), 52. 5. Arbitration awards in selected European states vs. Polish legal realities Additionally, authors of the draft believe that
above-mentioned problems justify the introduction of the rule according
to which an arbitration award would be subjected to judicial control when
it comes to its legal compliance and interests of the parties, which would
strengthen the rule of law and social peace in collective labour agreements. hi 2
Review of European and Comparative Law | 2022 Vol. 48, No. 1 21 Maciej Jarota One has to welcome the rule corresponding, among other things, with
the German or French legislation, that is expressed in art. 156 § 2 CLC and
guarantees the parties to a dispute the right to appeal against the arbitration
award while satisfying conditions provided for in the laws. Considering
that the appellate review of arbitration awards is necessary in complicated
collective labour relationships, the suggestion presented in CLC is very de-
sirable. However, it would be worthwhile to think about a prolongation of
the 7-day deadline for the appeal to 14 days. Such a solution would make
a professional preparation of the appeal possible, especially in cases with
complicated factual and legal circumstances. p
g
One has to note that satisfying the appeal condition, i.e. blatant viola-
tion of an interest of the party, can turn out to be ambiguous. It can be diffi-
cult to define the blatant nature of the arbitrator’s undesirable resolution if
the arbitrator has the freedom of decision with no statutory model imposed
in advance. The grounds for an appeal will be evaluated by an independent
court. It seems that, even though the court analysing the legal compliance
of an award will be limited by the proper application of the principles of
interpretation of the law, it will have the margin of decision when it comes
to the analysis of the party’s interest. Therefore, the court hearing the appeal
would have the particular responsibility for the correct determination of
facts and an appropriate dispute resolution. While analysing the issue of an appeal from the arbitrator’s award,
the participation of a labour inspector at this stage of the dispute is worth
considering. 22
Review of European and Comparative Law | 2022 Vol. 48, No. 1 5. Arbitration awards in selected European states vs. Polish legal realities In light of the 2006 proposal, the labour inspector would not
have the right to appeal59 even though, in certain situations such as the an-
nouncement of a strike, suspension of operations of a plant or its part by
the employer for more than 3 months, creation of a major threat to public
interest, the labour inspector would be able to initiate a collective dispute
pursuant to art. 154 § 2 CLC. According to art. 156 § 1 CLC, the arbitra-
tor would resolve a collective dispute by issuing an award to be delivered 22
Review of European and Comparative Law | 2022 Vol. 48, No. 1 22 Issues of awards given as a part of social arbitration in a collective dispute to the parties, to an appropriate labour inspector and to the National La-
bour Dialogue Consultant. Therefore, the labour inspector would receive
the arbitrator’s award and, in certain cases, would in fact be able to initiate
arbitration proceedings according to CLC but would not be able to appeal
against the decision issued by way of social arbitration. Such a situation
can cause doubts whether the suggested participation of the labour in-
spector in social arbitration would be sufficient. It seems that the lack of
interference from the labour inspector at the stage of the appeal against
the arbitrator’s decision is justified in the context of the desirable autonomy
of the will of parties to the dispute regarding the application of arbitration
proceedings. The freedom of trade unions and employers should also cover
the making of decisions regarding the undermining of arbitration awards. Review of European and Comparative Law | 2022 Vol. 48, No. 1 6. Conclusionsh The above considerations allow us to formulate three principal conclusions. Firstly, the Polish legislature should offer an in-depth analysis of institu-
tions lacking in PSA. A reference should be introduced to labour law regu-
lations to state that in cases not regulated in the appropriate regulation on
the amendment and supplementation of an arbitration award and the rejec-
tion of an arbitration application, CPC provisions shall be applied accord-
ingly. As a consequence, the amendment and supplementation of an arbi-
tration award would be permitted in line with cases specified in art. 350
§ 1 CPC and art. 351 § 1 CPC. Such an action would also remove doubts
regarding the interpretation of the possibility that the social arbitration col-
lege may reject the employee application for procedural reasons. Secondly, the failure of parties to the dispute to respect binding arbi-
tration awards is also a problematic issue. Legal consequences of the par-
ties’ failure to comply with the award issued by an arbitrator within specific
time limits has to be set out precisely in the Polish act. The example of
Russia is interesting here, where a fine is imposed for non-compliance with
the award. Indeed, it would be worth adopting such a sanction in the Pol-
ish legal reality – a pecuniary penalty could be imposed by the National
Labour Inspectorate (PIP). Additionally, the arbitration award should be
included in the catalogue of enforcement titles referred to in art. 777 § 1 of
the Code of the Civil Procedure so that it could be efficiently enforced in
practice. Review of European and Comparative Law | 2022 Vol. 48, No. 1 23 Maciej Jarota It also seems appropriate to adopt the principle that an arbitration
award is binding on the parties to a collective dispute and is made immedi-
ately enforceable, as is the case, for example, in Spain. Such a legal construct
could increase confidence in this method of collective dispute resolution. Legal certainty that the award will be enforced is essential from the per-
spective of the effectiveness of social arbitration itself. h f
Thirdly, it is worth considering whether it might be necessary to in-
troduce the possibility of an appeal against an arbitration award in such
socially important cases relating to the resolution of collective disputes. It seems that this solution would contribute to an increased importance of
social arbitration. 24
Review of European and Comparative Law | 2022 Vol. 48, No. 1 6. Conclusionsh Judicial control over the award issued in arbitration pro-
ceedings would promote trust among parties to the dispute, which could
mean that this method of resolution of collective disputes would be used
more frequently. Award correctness verification would also make it possi-
ble to eliminate errors that can appear in practice during the case assess-
ment. It would not be unusual if such a possibility is introduced into Polish
legislation. In France, Slovakia or Germany, an option to appeal against
an arbitration award is guaranteed by law. It seems that, just like in Germa-
ny, the Labour Court should be competent to hear appeals. Obviously, it re-
mains an open point whether the case should be examined by the Court
of Appeal or the Supreme Court. Given that social arbitration committees
competent for in-company disputes operate at District Courts, it would
not necessarily be desirable to make the District Court an appellate body. However, if awards are reviewed by the Court of professional judges, there
is a reason to believe without any doubt that the process will be carried out
with due diligence. In view of the foregoing, how should we assess the above-described
regulations on the settlement of a collective dispute through social arbi-
tration? First of all, do they provide the balance between social partners? It ought to be emphasized that seemingly these regulations affect the legal
situation of both employers and trade unions to an equal extent. Neverthe-
less, the provisions are unclear and the enforcement of an arbitration award
uncertain, which makes the trade unions reluctant when it comes to this
form of dispute resolution. However, this is a disadvantage for the employer
itself as well. Failing successful mediation, the employer must be aware that
a strike is forthcoming. 24 Issues of awards given as a part of social arbitration in a collective dispute If we interpreted the principle of equal treatment of parties to a col-
lective dispute in its broad sense, we could not unambiguously claim that
the rule is complied with, given that only a trade union party is vested with
the right to institute arbitration proceedings. Still, the rule is not absolute,
and we should share the view that it is permissible that in certain situations
the legislator may intentionally differentiate the rights of the subjects of
collective labour relations in order to achieve a legal balance in practice60. 60
Paweł Nowik, Pojęcie równowagi prawnej w zbiorowym prawie pracy (Lublin: Wydawnictwo
KUL, 2016), 90–91. 6. Conclusionsh It seems legitimate whenever the legislator differentiates between the legal
situation of the trade unions and the employers in this respect. It cannot be
presumed that the employer could also submit a motion to initiate social
arbitration in a binding manner. This would be an excessive interference
in the collective dispute resolution procedure, giving the employer a real
opportunity to block the trade union’s right to organise a strike for some
indefinite period of time. Given the current problems in the application of
arbitration proceedings and an illusory, non-binding nature of arbitration
awards, this would be a highly dysfunctional step. Pre-arbitration meas-
ures, i.e. negotiations and mediations give the parties to a collective dis-
pute the opportunity to reach an agreement before a strike is initiated in
the wake of a failed mediation. Postponing the possibility of resorting to
a non-amicable action due to pending arbitration initiated by the employer
could adversely affect the success of previous dispute resolution methods. The employer would then be basically deprived of any pressure in the event
of a dispute, which could mean its lower involvement in the amicable set-
tlement of the dispute during negotiations or mediations. It is particularly worth noting that the common objective of bargain-
ing, mediation and arbitration is to prevent non-amicable actions, espe-
cially strikes. However, arbitration is the last amicable stage of collective
disputes in the light of RCD regulations. It does not necessarily mean that
it is the most important method of dispute resolution even though, in
the Polish legal reality, arbitration is the final tool making reconciliation of
the parties possible. In turn, a strike can negatively impact various aspects
of daily life, in particular, it can worsen the employer’s economic situation. Therefore, so as not to permit an automatic cessation of work by employees Review of European and Comparative Law | 2022 Vol. 48, No. 1 25 Maciej Jarota after unsuccessful mediation, one has to guarantee complete and clear
mechanisms of arbitration proceedings. From this perspective, changes in
the legal nature of an arbitration award, the possibilities to appeal against it,
enforce, supplement or amend it are unavoidable. A comprehensive anal-
ysis of the arbitration award institution by the legislature is necessary to
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Rijn: Kluwer Law International, 2008. Review of European and Comparative Law | 2022 Vol. 48, No. 1 27 Maciej Jarota Żołyński, Janusz. Ustawa o rozwiązywaniu sporów zbiorowych. Komentarz. Wzory
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Effect of environment and cultivar on the expression of banana streak disease symptoms in Kenya
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African journal of biotechnology
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Accepted 2 April, 2010 Accepted 2 April, 2010 Banana (Musa spp.) is grown for subsistence and income generation by 80% of small scale farmers all
year round in Kenya hence it is an important food security crop. However viral diseases such as banana
streak disease (BSD), caused by Banana streak virus, hamper the production of the crop. BSV has been
reported to be present in all the commercial banana cultivars in Kenya. Tissue culture materials of 15
cultivars were evaluated for BSV expression so as to determine the tolerant cultivars under field and
greenhouse conditions and stages of disease expression. A number of factors including plant age,
cultivar, season and growth site were investigated in the greenhouse and field to assess their effect on
BSD symptom expression. Statistical analysis system (SAS) for ANOVA was used for analysis of data for
the experiments. Results indicated that BSD symptom expression is significantly influenced by all the
factors under investigation. Significant correlation was also observed between symptom severity and
plant height, girth, and number of leaves. Findings of this study will be invaluable to stakeholders and
researchers in banana industry by laying a foundation for development and adoption of viable BSD
management strategies. ana streak virus, Banana streak disease, symptoms expression, tissue culture, ELISA. Key words: Banana streak virus, Banana streak disease, symptoms expression, tissue c *Corresponding author. E-mail: laurashali@yahoo.com. INTRODUCTION The banana industry in Kenya is entering a new era
based on the demands of the farmers and consumers. There has been interest in the use of in vitro produced
material to re-invigorate the banana industry. Reports
point to the superior performance of tissue culture plants
compared to suckers (Robinson, 1993; Qaim, 1999). Food quality, environmental degradation, increased pest
and disease pressure and market competition are key
issues favouring use of in vitro propagated banana material
over the suckers (Qaim, 1999.; KARI, 1998). However,
the occurrence of banana streak badnavirus (BSV) in
recent years has negatively affected in vitro production
and is considered a major constraint to banana
improvement worldwide (Cote et al., 2010). integration and expression, it is difficult to develop an
effective strategy in developing Musa hybrids with
resistance to BSV. Therefore short term alternatives are
required for the management of BSV in the farmers’
fields. Nine Cavendish and six East Africa Highland
cultivars were evaluated for BSV symptom expression at
Njoro, Kokoto and Rongai in Nakuru district in Kenya and
in a greenhouse in 2005/2006. The objective was to
establish the effect of the environment on the expression
of BSV symptoms in tissue culture banana cultivars. African Journal of Biotechnology Vol. 12(16), pp. 1999-2005, 17 April, 2013
Available online at http://www.academicjournals.org/AJB
DOI: 10.5897/AJB09.1433
ISSN 1684–5315 ©2013 Academic Journals African Journal of Biotechnology Vol. 12(16), pp. 1999-2005, 17 April, 2013
Available online at http://www.academicjournals.org/AJB
DOI: 10.5897/AJB09.1433
ISSN 1684–5315 ©2013 Academic Journals Full Length Research Paper
Effect of environment and cultivar on the expression of
banana streak disease symptoms in Kenya
Laura Karanja1*, Anne Wangai2, Ram Sumer Pathak3 and Glyn Harper4
1Kenya Agricultural Research Institute, Njoro, P.O. Njoro, Kenya. 2Kenya Agricultural Research Institute, Biotechnology Program, P.O. Box 14733, NARL, Nairobi, Kenya. 3Department of Crops, Horticulture and Soil, Egerton University P.O. Njoro, Kenya. 4Department of Disease and Stress Biology, John Innes Centre, Norwich Research Park, Colney, Norwich NR4 7UH,
UK. Full Length Research Paper
Effect of environment and cultivar on the expression of
banana streak disease symptoms in Kenya
Laura Karanja1*, Anne Wangai2, Ram Sumer Pathak3 and Glyn Harper4
1Kenya Agricultural Research Institute, Njoro, P.O. Njoro, Kenya.
2Kenya Agricultural Research Institute, Biotechnology Program, P.O. Box 14733, NARL, Nairobi, Kenya.
3Department of Crops, Horticulture and Soil, Egerton University P.O. Njoro, Kenya.
4Department of Disease and Stress Biology, John Innes Centre, Norwich Research Park, Colney, Norwich NR4 7UH,
UK. Full Length Research Paper Laura Karanja1*, Anne Wangai2, Ram Sumer Pathak3 and Glyn Harper4 Accepted 2 April, 2010 In vitro micropropagation of banana Due to integration of the BSV sequences into the plant
genome and lack of understanding of the mechanism of Two suckers were selected from each mother plant of 15 cultivars:
Chinese Dwarf, Dwarf Cavendish, Giant Cavendish, Gold Dessert,
Gold finger, Grand Naine, Jamanga, Lacatan, Muraru, Namukhila,
Ng’ombe, Ntobe, Kibuzi, Uganda Green, and Valary. Shoot tips (30
explants) were micropropagated as described by Vuylsteke (1989) Afr. J. Biotechnol. 2000 0. 1. 2. 3
4. 5. Figure 1. BSV disease rating scale, based on symptomatic expression where 0 = no
symptoms, 1 = localised flecks, 2 = scattered discontinuous streaks, 3 = continuous
streaks covering moderate portion of lamina, 4 = continuous and conspicuous chlorotic
streaks, and 5 = necrotic streaks. 0. 1. 1. 2. 3 . 4. 5 5. 4. Figure 1. BSV disease rating scale, based on symptomatic expression where 0 = no
symptoms, 1 = localised flecks, 2 = scattered discontinuous streaks, 3 = continuous
streaks covering moderate portion of lamina, 4 = continuous and conspicuous chlorotic
streaks, and 5 = necrotic streaks. of leaves with symptoms were recorded for each plant. and adapted by Acuña (1996). The photoperiod was fixed at 16 h of
light (15500 Lux) and 8 h of darkness. Temperature was maintained
at 26°C.The mother plants of each cultivar were sampled and
indexed for BSV using enzyme-linked immune sorbent assay
(ELISA) protocol as described by Clark and Adams (1977). Only BSV
negative materials were selected for micropropagation. All the
micropropagated plants were established in polythene bags
containing 2 kg of soil. The effect of cultivar and environment (location, season) on
BSV symptom expression The objectives of the experiment were to identify the effect of
cultivar and environment on BSV symptom expression. Njoro,
Kokoto and Rongai fall in the following agro-ecological zones: KARI j
p
y
cultivar and environment on BSV symptom expression. Njoro,
Kokoto and Rongai fall in the following agro-ecological zones: KARI
- Njoro lies at an altitude of 2166 m above sea level (ASL) and is
located within the agro-ecological zone low highlands (LH3)
(Jaetzold and Schmidt, 1983), longitude 0° 20’ South and 35 56’
East with a mean annual rainfall of 931mm per annum. Temperature
ranges from 7.9 - 21.9°C with a mean of 14.9°C (Jaetzold and
Schmidt, 1983). Kokoto is in upper midland (UM4) zone at an
altitude of 1830 ASL with annual rainfall of 700 mm and mean
temperatures of 20°C. Rongai is in upper midland (UM6) at an
altitude of 1620 ASL and receives annual rainfall of 600 mm with
mean temperatures of 19°C. The soils are fertile vitric mollic
Andosols that are well drained, deep to very deep, dark reddish
brown in colour consisting of heavy textured friable silty clay to clay
humid top soils (Jaetzold and Schmidt, 1983). Evaluation of fifteen
in vitro propagated cultivars was carried out in the three sites from
January, 2005 - December, 2006. The experiment was planted in a
randomized complete block design (RCBD) replicated three times
for each cultivar per site. The spacing and depth used was 3 m by 3 m
and depth of 4 ft. Twenty tons per ha of manure and 250 kg/ha of
diammonium phosphate fertiliser was used at planting time which
are the current recommended quantities. Fortnight spraying was
done with Bullock® containing active ingredients Beta-cyfluthrin
12.5g/l and Chlorpyrifos 250g/l for aphid control. The concentration
used for spray was 20 ml/45 L of water. Mitigan® with an active
ingredient Cypermetrin was used for the control of mites. The rates
used for spray were 20mls/30 L of water. Rindomil® with active
ingredients Mancozeb 640 g and Metalaacyl-M 40 g was used for Effect of seedling age on BSV symptom expression The objective of the experiment was to determine the stage in
months of growth at which BSV expression is highest and the
cultivars which are most affected. Out of the total 15 micro-
propagated cultivars, five dessert cultivars that are most common
were selected and tested in the greenhouse for BSV expression. Three months old micropropagated plants were used. A completely
randomized design (CRD) was used. The layout was composed of
two treatments, cultivars and time. The cultivar treatment included
Giant Cavendish, Gold Dessert, Gold Finger, Lacatan and Grand
Naine while the time treatment had six months, month 1, 2, 3, 4, 5,
and 6. All the seedlings were planted in 30 by 24 cm polythene
bags. Cultivar Grand Naine was used as a healthy control in this
experiment. No virus inoculation was done. The soil used was
mainly forest soils. The plants were treated with Furadan at 5 g per
seedling in each bag to control nematodes. Watering was done
daily and the plants were sprayed with fungicide and miticide
fortnightly. The study was conducted during the six months growing period
before on-set of flowers. Plants were observed for six months and
data was collected monthly. The variables measured were symptom
severity where individual leaves were scored on a disease rating
scale of 0 - 5 (Figure 1) and the total number of leaves and number Karanja et al. 2001 2001 Karanja et al. Table 1. Serological analysis of 15 banana cultivars before and after in vitro micropropagation. Table 1. Serological analysis of 15 banana cultivars before and after in vitro micropropagation. Cultivar
No of
initial
suckers
tested
No. Effect of seedling age on BSV symptom expression of in vitro
seedlings
tested after
potting
No of
positive
plants
Negative mean
A405nm values of
ELISA for the
initial suckers
Positive mean
A405nm Values of
ELISA for in vitro
seedlings
Positive
or
negative
Ng’ombe
2
5
2
0.094
0.169
+
D/ Cavendish
2
5
2
0.093
0.132
+
G/Cavendish
2
5
2
0.098
0.111
+
Grand Naine
2
5
1
0.095
0.124
+
Namukhila
2
5
1
0.070
0.128
+
Valary
2
5
1
0.093
0.110
+
C/Cavendish
2
5
1
0.098
0.131
+
Gold finger
2
5
2
0.093
0.120
+
Lacatan
2
5
1
0.100
0.112
+
Gold Dessert
2
5
0
0.100
0.100
-
Jamanga
2
5
0
0.083
0.084
-
Ntobe
2
5
0
0.080
0.083
-
Uganda Green
2
5
2
0.089
0.111
+
Kibuzi
2
5
0
0.074
0.076
-
Muraru
2
5
1
0.098
0.365
+
Negative control (PBS buffer)
0.082
0.091
-
ELISA protocol was used to screen for BSV and leaf samples with and without symptoms were used. All samples with absorbance levels of above
0.100 were considered positive while those with 0.100 or less were considered negative. ELISA protocol was used to screen for BSV and leaf samples with and without symptoms were used. All samples with absorbance levels of above
0.100 were considered positive while those with 0.100 or less were considered negative. ELISA protocol was used to screen for BSV and leaf samples with and without symptoms were used. All sampl
0.100 were considered positive while those with 0.100 or less were considered negative. of some of the cultivars might have been too low for the
ELISA technique to detect especially the dessert bananas. Also, there is a possibility of presence of many different
isolates with varying A405nm. However for the balbisiana (B
genome)-containing cultivars such as Gold finger, there is
a possibility of integrated viral sequences being activated
after tissue culture (Ndowora et al., 1999). For all the
cultivars three seedlings with absorbance levels of less
than 0.1 were selected and planted in the field. fungal infection at the rate of 20 g / 40 L of water. Weeds were
removed by uprooting regularly to maintain a clean stand. Infection
and symptom expression was monitored as described in Figure 1. Data analysis All data on symptom severity, plant height, width, number of leaves
and absorbance levels were subjected to ANOVA using the General
Linear Model (GLM) of SAS computer package version 6.12 (SAS,
1999) and statistical model as described by Gomez and Gomez
(1984). Means were separated using the Least Significant difference
(LSD). Data were recorded on a monthly basis and observations
done over a period of six months. Correlations between variables were
done using Pearson’s correlation coefficient in SAS statistical
package. All data were transformed before analysis with ANOVA
procedure. BSV expression as influenced by age The results showed there was significant (P < 0.05)
variation in symptom expression among the five cultivars
during the third and fourth month of growth (Table 2). Cultivar, Gold finger, had highest symptom expression
whereas Gold dessert had the lowest severity in com-
parison to the rest of the cultivars. There was variation in
symptom expression for all the five genotypes with
significantly (P < 0.05) high BSV expression at sixth
month compared to first month when the expression was
lowest. Symptom expression fluctuated from month to
month intermittently with appearance and disappearance
of symptoms. Fluctuating temperatures in the green
house may possibly have played a role (Dahal et al.,
1998). With maturity of plants, there is a possibility of
accelerated virus replication and increased virus concen-
tration therefore higher symptom expression could easily
be detected. Serological diagnostics of micropropagated seedlings When the potted seedlings were screened after 3 months
and before transplanting into the field, results indicated
that from the five seedlings of each cultivar screened, 0 -
40% were BSV positive even though the seedlings were
initially symptomless. Over 73% overall of the micro-
propagated cultivars showed BSV positive symptoms. However the absorbance value (A405nm) of BSV antigen
varied with cultivar, Muraru had the highest followed by
Ng’ombe and Kibusi had the lowest A405nm (Table 1). It is
possible that during the initial screening the virus A405nm 2002 Afr. J. Biotechnol. Table 2. Effect of time and cultivar on expression of banana streak virus. Time
(months)
Cultivar
Giant cavendish
Gold dessert
Gold finger
Grand naine
Lacatan
Time means
1
1.00c
1.00c
1.00c
1.14bc
1.00c
1.03c
2
1.28abc
1.00c
1.28abc
1.24abc
1.28abc
1.21abc
3
1.24abc
1.00c
1.38ab
1.00c
1.14bc
1.15bc
4
1.24bc
1.00c
1.63a
1.14bc
1.24abc
1.25ab
5
1.00c
1.24bc
1.14bc
1.24abc
1.00c
1.13bc
6
1.38ab
1.28abc
1.52a
1.28abc
1.58a
1.41a
Cultivar means
1.19xy
1.09y
1.32x
1.17xy
1.21xy
Seedlings were grown from micropropagated plants. Disease severity rating was done as described in Figure 1.Numbers within the
columns followed by the same letter (a, b, c) are not significantly different at 5% and numbers within the rows followed by the same
letter (x, y) are not significantly different P < 0.05. LSD for cultivar is significant (P < 0.05); LSD for time is significant (P < 0.01). Cultivar Seedlings were grown from micropropagated plants. Disease severity rating was done as described in Figure 1.Numbers within the
columns followed by the same letter (a, b, c) are not significantly different at 5% and numbers within the rows followed by the same
letter (x, y) are not significantly different P < 0.05. LSD for cultivar is significant (P < 0.05); LSD for time is significant (P < 0.01). Table 3. Correlation between the growth characteristics and infection of banana streak
virus under greenhouse conditions. Table 3. Correlation between the growth characteristics and infection of banana streak
virus under greenhouse conditions. Parameter
Symptom
Height
Girth
Leaves
Time
Symptom
Height
Girth
Leaves
Time
1.000
-0.1408
1.0000
0.1178
0.05015
1.0000
-0.2329*
0.4285**
0.2110*
1.0000
0.280**
-0.525**
-0.30311**
-0.68695**
1.0000
Micropropagated plants were 6 months at determination of these parameters. *Significant at
5% level of probability. Micropropagated plants were 6 months at determination of these parameters. *Significant at
5% level of probability. Serological diagnostics of micropropagated seedlings Gold finger cultivar (AAAB_FHIA 01) had significantly
(P < 0.05) higher expression of BSV during its growth
period and Gold Dessert (AAA) had the lowest. The high
incidence of BSV expression in Gold finger is probably
due to the presence of a ‘B’ genome which has integrated
viral sequences and could have been activated by
micropropagation process. These results affirm those
reported by Dallot et al. (2001) and Geering et al. (2005)
who observed that expression of episomal BSV during in
vitro procedure is correlated to the presence of an
integrated form. However Gold Dessert (AAA genotype)
might have had episomal virus with very low concentration
or the meristem culture could have eliminated any BSV
infection as has been reported before (Helliot et al.,
2002). The higher expression shows that virus concen-
tration increases with plant growth. Therefore cultivar and
age of banana plants have a bearing in BSV expression. infection of BSV leaf numbers were reduced due to
interruption of nutrient synthesis for the development of
leaves. Highly significantly and (r = 0.43) positive
correlation were also recorded between number of leaves
and plant height; number of leaves and girth (r = 0.21). This indicated that taller plants and those with wider girth
had more leaves. Leaf number can therefore be used to
estimate the photosynthetic capacity and to predict the
performance of a banana crop (Valladares et al., 2003). The significant (r = -0.140) negative correlation observed
between symptom expression and height was an
indication that BSV infection affected the growth rate in
that there was slower growth rate with higher infection. These results gave an indication that with more infection
and expression of symptoms there is reduced height of
the plant which directly affects synthesis of nutrients for
development of banana bunches. In the analysis of the five growth characteristics, signi-
ficant and positive correlation (r > 0.28) was observed
between BSV symptom expression and time taken. There
was less infection and expression during the early
months of growth but this progressively increased with
age of the plant. This was an indication that the age of
the plant contributed directly to expression of BSV. Significant negative correlations (r = 0.525; -0.303; -
0.687) were observed between plant height and time, Correlation between the growth characteristics and
infection of banana streak virus under greenhouse
conditions With each passing month
there was reduction in the rate growth in height width and
number of leaves. BSV virus infection could have slowed
down growth. Wet conditions could have contributed to the activation
of BSV in dessert cultivars as had also been reported by
Dahal et al. (1998). However, more studies are required
to establish the relationship of cultivar and moisture
levels in BSV activation and symptom expres-sion. Ng’ombe, a cooking variety (EAH-AAA genotype) had
relatively
high
BSV
infection
and
expression
in
comparison to the rest of the varieties while Valary had
the lowest infection and expression across the locations
and years (Table 4). Most interesting however was that
Ng’ombe cultivar had vigorous vegetative growth across
the locations. Further investigations arerequired to confirm
tolerance to BSV aspect in Ng’ombe cultivar. Correlation between the growth characteristics and
infection of banana streak virus under greenhouse
conditions A significant (P < 0.05) negative correlation was observed
between BSV symptoms and number of leaves produced
(r = -0.23) (Table 3). This indicated that with higher Karanja et al. 2003 2003 Karanja et al. Table 4. Banana streak virus symptom incidence in Njoro, Kokoto, and Rongai over two years’ period. Table 4. Banana streak virus symptom incidence in Njoro, Kokoto, and Rongai over two years’ period. Cultivar
Njorob
Kokotoa
Rongaiab
2005
2006
2005
2006
2005
2006
Chinese Cavendish
1.00e
1.28cd
1.00e
1.41bc
1.41b
1.41bc
Dwarf Cavendish
1.14de
1.14d
1.28cd
1.41bc
1.28cd
1.28cd
Giant Cavendish
1.00e
1.41bc
1.14de
1.52b
1.28cd
1.41bc
Gold Dessert
1.14de
1.47b
1.14de
1.61a
1.14de
1.14d
Gold Finger
1.00e
1.14d
1.28cd
1.41bc
1.28cd
1.41bc
Grande Naine
1.00e
1.14d
1.14de
1.61a
1.14de
1.28cd
Jamanga
1.41b
1.28cd
1.41b
1.41bc
1.41b
1.41bc
Lacatan
1.00e
1.28cd
1.14de
1.41bc
1.14de
1.28cd
Muraru
1.00e
1.52b
1.00e
1.41bc
1.00e
1.00e
Namukhila
1.28cd
1.41bc
1.75a
1.41bc
1.00e
1.00e
Ng’ombe
2.24a
1.41bc
2.24a
1.28cd
2.24a
2.24a
Ntobe
1.14de
1.52b
1.14de
1.00e
1.00e
1.00e
Kibuzi
1.00e
1.41bc
1.00e
1.14d
1.00e
1.00e
Uganda Green
1.14de
1.28cd
1.00e
1.41bc
1.14de
1.28cd
Valary
1.14de
1.14d
1.00e
1.28cd
1.14de
1.14d
Means for Locations
1.17xyz
1.32w
1.25wx
1.38w
1.24wx
1.28wx
Seedlings were grown from micropropagated plants. Disease severity rating was done as described in Figure
1. Numbers within the columns followed by the same letter (a, b, c) are not significantly different at 5% using
LSD and numbers within the rows followed by the same letter (w, x, y, z) are not significantly different at 5%
using LSD. Seedlings were grown from micropropagated plants. Disease severity rating was done as described in Figure
1. Numbers within the columns followed by the same letter (a, b, c) are not significantly different at 5% using
LSD and numbers within the rows followed by the same letter (w, x, y, z) are not significantly different at 5%
using LSD. There is a possibility that dry conditions played a role in
activation of BSV in the cooking cultivars (EAH-AAA) as
had been also observed earlier by Daniells et al. (2001). In the second year when rainfall level recorded was
approximately 1178.1 mm, highest expression was
observed on the dessert bananas especially in Kokoto
location. plant girth and time, and number of leaves and time
(Table 3). Growth rate of all the three characteristics
reduced with the time factor. DISCUSSION Detection in the field of de novo BSV infections in
micropropagated Musa spp has led to the hypothesis of a
possible effect of the in vitro multiplication procedure on
BSV expression (Dahal et al., 1999). Factors contributing
to the expression of BSV in the greenhouse and the field
were identified. These factors included cultivars, plant
age, season of the year and location (site). It was
observed that under the greenhouse conditions, infected
Gold finger cultivar expressed high symptoms during the
third and fourth month, while Gold dessert, Giant
Cavendish, Grand Naine and Lacatan had lower
expression during the same period of time (Table 2). Infection of some isolates of BSV may arise de novo from
viral sequences that are integrated into the ‘B’ genome of
Musa (Ndowora et al., 1999; Harper et al., 1999). Tissue
culture has been considered as one of the trigger factors
for episomal expression of these integrants (Geering et
al., 2001; Dallot et al., 2001; Ndowora and Lockhart,
1997). Gold finger, which is a cultivar of the AAAB
genotype which contains the ‘B’ genome, may have been
activated by the micropropagation process leading to
high infection and expression of BSV. However, the
integrants are absent from Cavendish banana (Geering
et al., 2001) and this could have contributed to low
infection or symptom expression observed in the rest of
the five cultivars in the greenhouse. Optimum infection
and symptom expression for the Gold finger in the
greenhouse was observed 4 months after planting of
seedlings. Plants that are four months old could be used
for screening greenhouse material for BSV before field
planting. However, more studies are required to establish
the right time for final screening before field establishment
of micropropagated seedlings. y
These data suggest that specific genetic factors in
cultivar (such as nature of integrated BSV sequences)
and environmental conditions (moisture and type of
isolates) may be key factors in the expression of BSV. The findings could be used as a guide in the
management of banana streak disease in Kenya. Determining the effect of cultivar, location and
season in banana streak virus (BSV) symptom
expression From this study there is an indication that
BSV expression might be affected by cultivar, location
and year (wet or dry). It might therefore be possible to
select cultivars suitable for the three locations. There were fluctuations in the BSV incidences from
location to location and cultivar to cultivar. For example
while Chinese Dwarf was less infected in Njoro there was
high BSV infection in Kokoto and Rongai during the
second season. From this study there is an indication that
BSV expression might be affected by cultivar, location
and year (wet or dry). It might therefore be possible to
select cultivars suitable for the three locations. The interaction between cultivar and location was
significant (P < 0.01). It was observed that the response
of the banana cultivars to BSV expression varied with the
location where it was planted. This probably was because
the three locations fall under different ecological zones
with different altitudes, rainfall and temperatures as was
described previously. The information will be valuable in
future for cultivar recommendation of specific areas. Additionally, more studies are required to validate this
study. Determining the effect of cultivar, location and
season in banana streak virus (BSV) symptom
expression Results showed significant (P < 0.05) differences for
infection and symptom expression based on 15 cultivars
in Njoro, Kokoto and Rongai locations (Table 4). The
significant effect of cultivar by location indicates that
screening should be done at each location. g
The cultivar by location effect also indicates that the
potential for BSV infection and expression might be
influenced by location due to differences in virus isolates
within locations. BSV symptom expression was significantly
(P < 0.05) higher in Kokoto compared to Njoro or Rongai
locations (Table 4). In the first year, symptom expression
was significantly (P < 0.05) lower compared to the second
year in all the 15 cultivars However, high expression
levels were observed predominantly in cooking varieties
(Ng’ombe, Jamanga, and Namukhila) of genotype (EAH-
AAA) across the locations. During the same period, there
was low moisture recorded of approximately 778.7 mm. Based on the eight dessert cultivars and seven cooking
cultivars evaluated in the three locations during the
second year, the response of the cooking and dessert
cultivars in Njoro indicated 88% dessert bananas
(Cavendish and Gold finger) had lower infection in Njoro
but high infection in Kokoto and Rongai locations while
the cooking varieties (Muraru, Ntobe and Kibuzi) had
significantly high infection in Njoro and relatively lower
infection in Kokoto and Rongai location during the second Afr. J. Biotechnol. Afr. J. Biotechnol. 2004 activated the high symptom expression. These results
contradict those obtained from a study carried out in
Nigeria
where
greater
symptom
expression
were
observed when plants were grown in wet season
compared to those grown in dry season (Dahal et al.,
1998). This
information
could
be
used
in
the
management of the BSV by ensuring no water stress
(Daniells et al., 2001). year, 2006 (Table 4). The rest of the cooking cultivars
however had either lower or similar rate of infection as
was observed with Ng’ombe, Uganda Green, Namukhila
and Jamanga cultivars across the locations and seasons. year, 2006 (Table 4). The rest of the cooking cultivars
however had either lower or similar rate of infection as
was observed with Ng’ombe, Uganda Green, Namukhila
and Jamanga cultivars across the locations and seasons. There were fluctuations in the BSV incidences from
location to location and cultivar to cultivar. For example
while Chinese Dwarf was less infected in Njoro there was
high BSV infection in Kokoto and Rongai during the
second season. REFERENCES Acuña PI (1996). Micropropagación del cv. ‘Maqueño’ (Musa AAB) y de
las especies M. acuminata (AA) y M. balbisiana (BB) a
concentraciones bajas de 6-bencilaminopurina. Corbana 21:85-92. Jaetzold R, Schmidt H (1983a). Farm Management Handbook of
Kenya. Ministry of Agriculture Kenya. Central Kenya (Rift Valley and
Central Province. p. 11. Clark MF, Adams AN (1977). Characteristics of the microplate method
of enzyme-linked immunosorbent assay for the detection of plant
viruses. J. Gen. Virol. 34:475-483. Ndowora T, Dahal G, LaFleur D, Harper G, Hull R, Olszewski NE,
Lockhart BEL (1999). Evidence that badnavirus infection in Musa can
originate from integrated pararetroviral sequences. Virology 255:214-
220. Dahal G, Gauhl F, Pasberg-Gauhl C, Hughes Jd’A, Thottappilly G,
Lockhart BEL (1999). Evaluation of micropropagated plantain and
banana (Musa spp) for banana streak badnavirus incidence under
field and screenhouse conditions in Nigeria. Annals Appl. Biol. 134:181-191. Ndowora TCR, Lockhart BEL (1997). Improved serological method for
detecting banana streak virus. Musae Africa 11:15. Ortiz R (1996). The potential of AMMI analysis for field assessment of
Musa genotypes to virus infection. Hort. Sci. 31:829-832. Dahal G, Hughes Jd’A, Thottappilly G, Lockhart BEL (1998a). Effect of
temperature on symptom expression and reliability of banana streak
badnavirus detection from naturally-infected plantain and banana
(Musa spp). Plant Dis. 82:16-21. Qaim M (1999). Assessing the Impact of Banana Biotechnology in
Kenya. Biotechnol. Dev. Monitor pp. 18-22. y
pp
Robinson JC (1993) Handbook of banana growing in South Africa. Institute of Tropical and Subtropical Crops. Nelspruit, S. Afr. p. 128. Dallot S, Acuna P, Rivera C, Ramirez P, Cote F, Lockhart BEL,
Caruana ML (2001). Evidence that the proliferation stage of
micropropagation procedure is determinant in the expression of
banana streak virus integrated into the genome of the FHIA 21 hybrid
(Musa AAAB). Arch. Virol. 146:2179-2190. SAS (1999). Statistical Analysis Systems, SAS Institute, Cary, NC. Stover RH, Simmonds N (1987). Bananas in the Longman Tropical
Agriculture streak disease. J. Phytopathol. 76:995-999. Vuylsteke
DR
(1989). Shoot-tip
culture
for
the
propagation,
conservation and exchange of Musa germplasm. In: Inter. Board
Plant Gen. Res. Rome pp. 1-56. Daniells JW, Geering AD, Bryde NJ, Thomas JE (2001). The effect of
banana streak virus on the growth and yield of dessert bananas in
tropical Australia. Ann. Appl. Biol. 139:51-60. Geering ADW, Parry JN, Zhang L, Olszewski N, Lockhart BEL, Thomas
JE (2001a). Is Banana streak virus strain OL the only activatable
virus integrant in the Musa genome? growth would eventually translate into fruit production. Harper G, Osuji JO, Heslop-Harrison JS, Hull R (1999b). Integration of
banana streak badnavirus into the Musa genome: molecular and
cytogenetic evidence. Virology 255:207-213. Helliot B, Panis B, Poumay Y, Swennen R, Lepoivre P, Frison E (2002)
Cryopreservation for the elimination of Cucumber mosaic and
Banana streak viruses from banana (Musa spp). Plant Cell Rep. 20:1117-1122. Karanja et al. 2005 Conclusion During the screening of the 15 micropropagated banana
cultivars, it was found that the BSV concentration varied
with cultivars. When 5 banana cultivars were exposed to
the greenhouse conditions they expressed varying
degrees of BSV symptom expression. Symptoms were
however not changing drastically within the six months
because the initial screened samples could have had
very low virus load which was activated by environmental
factors with time. BSV infection affected the height, girth,
and number of leaves negatively. This could have been
due to toxicity and death of cells caused by the virus. As a
result there were fewer resources available to the plant
for growth. In the current study, BSV varied greatly between cultivars
and locations and was significantly higher in landraces of
cooking varieties which included Ng’ombe, Jamanga and
Namukhila. These expressed severe symptoms under
low moisture conditions while the dessert cultivars mostly
Cavendish expressed severe symptoms under high moisture
levels. This is of great concern since most landraces are of
the AAA genome. From these findings, it may be possible
that reducing moisture for Cavendish may result into low
BSV symptom expression, while increasing moisture
levels for landraces may also reduce BSV symptom
expression. Moisture control can only be achieved either
through irrigation or planting the appropriate cultivars in
the right environment. Although there were minimal differences in BSV
severity amongst cultivars, Ng’ombe had a higher
expression of BSV compared to Valary (AAA genotype)
across the three locations (Table 4). There is need to
establish why Ng’ombe which is an EAH - AAA genotype
had higher expression than the Cavendish Valary. It
was observed that moisture level was a critical factor in
BSV expression (Table 4). Dry conditions could have Although Ng’ombe expressed high BSV levels, vigorous
vegetative growth was observed showing the level of
tolerance. As was described previously, good vegetative Karanja et al. REFERENCES In: Proceedings of the Second
International Conference on Molecular and Cellular Biology of
Banana. InfoMusa 10:5. Geering ADW, Pooggin MM, Olszewski NE, Lockhart BEL, Thomas JE
(2005b). Characterisation of Banana streak Mysore virus and
evidence that it’s DNA is integrated in the B genome of cultivated
Musa. Arch. Virol. 150:787-796. Gomez AK, Gomez AA (1984). Statistical Procedures for Agricultural
Research. In: Wiley-Interscience Publication 2
nd Edition. Chapter
3:97-101.
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English
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Circulating anti-filamin C autoantibody as a potential serum biomarker for low-grade gliomas
|
BMC cancer
| 2,014
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cc-by
| 6,952
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© 2014 Adachi-Hayama 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 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. * Correspondence: iwadatey@faculty.chiba-u.jp
†Equal contributors
1Department of Neurological Surgery, Chiba University, Graduate School of
Medicine, 1-8-1, Inohana, Chuo-ku, Chiba 260-8670, Japan
Full list of author information is available at the end of the article Abstract Background: Glioma is the most common primary malignant central nervous system tumor in adult, and is usually not
curable due to its invasive nature. Establishment of serum biomarkers for glioma would be beneficial both for early
diagnosis and adequate therapeutic intervention. Filamins are an actin cross-linker and filamin C (FLNC), normally
restricted in muscle tissues, offers many signaling molecules an essential communication fields. Recently, filamins have
been considered important for tumorigenesis in cancers. Methods: We searched for novel glioma-associated antigens by serological identification of antigens utilizing
recombinant cDNA expression cloning (SEREX), and found FLNC as a candidate protein. Tissue expressions of FLNC
(both in normal and tumor tissues) were examined by immunohistochemistry and quantitative RT-PCR analyses. Serum anti-FLNC autoantibody level was measured by ELISA in normal volunteers and in the patients with various
grade gliomas. Results: FLNC was expressed in glioma tissues and its level got higher as tumor grade advanced. Anti-FLNC autoantibody
was also detected in the serum of glioma patients, but its levels were inversely correlated with the tissue expression. Serum anti-FLNC autoantibody level was significantly higher in low-grade glioma patients than in high-grade glioma
patients or in normal volunteers, which was confirmed in an independent validation set of patients’ sera. The
autoantibody levels in the patients with meningioma or cerebral infarction were at the same level of normal
volunteers, and they were significantly lower than that of low-grade gliomas. Total IgG and anti-glutatione
S-transferase (GST) antibody level were not altered among the patient groups, which suggest that the autoantibody
response was specific for FLNC. Conclusions: The present results suggest that serum anti-FLNC autoantibody can be a potential serum biomarker for
early diagnosis of low-grade gliomas while it needs a large-scale clinical study. Keywords: Glioma, Filamin C, FLNC, Biomarker, Early diagnosis Keywords: Glioma, Filamin C, FLNC, Biomarker, Early diagnosis Adachi-Hayama et al. BMC Cancer 2014, 14:452
http://www.biomedcentral.com/1471-2407/14/452 Open Access Circulating anti-filamin C autoantibody as a
potential serum biomarker for low-grade gliomas Masayo Adachi-Hayama1,3†, Akihiko Adachi1†, Natsuki Shinozaki1,2,3, Tomoo Matsutani1, Takaki Hiwasa2,
Masaki Takiguchi2, Naokatsu Saeki1 and Yasuo Iwadate1* * Correspondence: iwadatey@faculty.chiba-u.jp Background advances in glioma diagnosis and therapy, two-year sur-
vival for the grade IV glioblastoma is less than 30%. Even
among patients with low-grade gliomas that usually confer
a relatively good prognosis, treatment is almost never
curative under the current diagnostic system [1]. Glioma is the most common type of primary brain tumor
in adults. Currently, tumor grading by histological analysis
of surgically-resected specimens is the most reliable pre-
dictor of glioma prognosis. They are classified into four
grades; low-grades including WHO Grade I (localized gli-
omas) and WHO Grade II (diffuse gliomas), and high-
grades including WHO Grades III (anaplastic gliomas)
and WHO Grade IV (glioblastoma). Despite the recent Identification of specific glioma antigens is long awaited
for the clinical management such as early diagnosis, more
objective diagnosis, monitoring treatment response, and
for novel therapeutic targets for glioma [2-5]. In the previ-
ous study utilizing proteomics, we found several proteins
that are overexpressed in high-grade gliomas and some
were potentially applicable to serum biomarkers by ability
of secretion [6]. Serum levels of these candidate proteins * Correspondence: iwadatey@faculty.chiba-u.jp
†Equal contributors
1Department of Neurological Surgery, Chiba University, Graduate School of
Medicine, 1-8-1, Inohana, Chuo-ku, Chiba 260-8670, Japan
Full list of author information is available at the end of the article Adachi-Hayama et al. BMC Cancer 2014, 14:452
http://www.biomedcentral.com/1471-2407/14/452 Adachi-Hayama et al. BMC Cancer 2014, 14:452
http://www.biomedcentral.com/1471-2407/14/452 Page 2 of 10 Page 2 of 10 Table 1 Characteristics of the training set and validation
set
Training set
Validation set
Demographic
Glioma
(n=65)
Control
(n=38)
Glioma
(n=66)
Control
(n=39)
Age
Mean
46.6
47.6
49.2
51.2
Range
12-74
34-68
24-78
22-77
Sex
Male
40
21
37
21
Female
25
17
29
18
WHO grade
I
7
8
II
28
29
III
9
9
IV
21
20 Table 1 Characteristics of the training set and validation
set were shown to correlate significantly with tumor grade, in-
vasive nature of the tumor and patient survival periods [7,8]. However, detection of low-grade tumors is difficult by utiliz-
ing the protein amount-based diagnostic system because
their serum protein levels may not be sufficiently altered to
be detectable by current proteomic technologies. One ap-
proach for overcoming this difficulty and thereby enable
early detection of slight changes in protein amount, protein
structure or protein localization would be utilization of
antigen-antibody interactions [9,10]. Background Detection of the host
immune reactions which can respond to slight changes in
the precursor cells that have started to transform into neo-
plastic cells would be a breakthrough to enable early diagno-
sis of cancers including glioma. To verify this concept, we
utilized immunoscreening of cDNA libraries prepared from
glioblastoma cells with IgG in the sera from glioma patients. We found filamin C (FLNC), which is normally restricted
in muscle tissues but abundantly exists in fetal central ner-
vous system [11,12], as a candidate protein for glioma anti-
gen. Filamins are an actin cross-linker, and serve as
scaffolds for many binding partners including channels, re-
ceptors, intracellular signaling molecules, and transcription
factors [13,14]. Because of these extensive fields of associat-
ing proteins, mutations in filamin genes result in a wide
range of cell and tissue anomalies. Especially they have a
decisive role in cellular motility and migration [11-14]. Fur-
thermore, Filamin genes mutations are common in human
breast and colon cancers [15]. Many recent studies have
suggested filamin A as an important factor for tumor ma-
lignancy and invasiveness in various human cancers in-
cluding primary brain tumors [16-20]. In addition, filamin
A interacts with BRCA1/2 or other DNA repair-related
proteins to affect the DNA repair process resulting in re-
sistance to radiation and chemotherapy [21,22]. In this
paper, we examined tissue expressions of FLNC (both in
normal and tumor tissues), and investigated the serum
levels of anti-FLNC autoantibody in glioma patients. 38 samples from healthy volunteers were used to develop a
diagnostic model (training set) that was validated in an inde-
pendent, blinded validation set using the serum samples from
66 glioma patients and 39 healthy volunteers. The protocol
of this study was approved by the Institutional Review Board
of Chiba University, and written informed consent was ob-
tained from the patients or their guardians. Total RNAs of
the lung, liver, spleen, testis and muscle were commercially
obtained (Zyagen Laboratories, San Diego, CA). Total RNAs
of lung, liver, spleen, testis and muscle were commercially ob-
tained (Zyagen Laboratories, San Diego, CA). Serological analysis of recombinant cDNA expression
libraries (SEREX) Total RNA was prepared from the U87MG glioblastoma cell
line by the acid guanidium thiocyanate-phenol-chloroform
method, and purified to poly(A) + RNA using the Oligotex-
dT30 (Super) mRNA Purification Kit (Takara Biochemicals,
Kyoto, Japan). cDNA was ligated into the EcoRI-XhoI site of
the λZAP II phage. The original library size was 1 × 106. Escherichia coli XL1-Blue MRF’ was infected with the λZAP
II phages which contained the U87MG cDNA library, and
the expression of cDNA was induced by blotting on nitro-
cellulose membranes which had been pretreated for
30 min with 10 mM IPTG (Wako Pure Chemicals, Osaka,
Japan). After washing and blocking, the membranes were
exposed in 1:2000-diluted sera from 18 glioma patients. Then, the membranes were treated with 1:5000-diluted al-
kaline phosphatase-conjugated F(ab)’ fragment-specific
goat antihuman IgG. Positive reactions were detected by
incubation in a color development solution containing
0.3 mg/mL of nitroblue tetrazolium chloride and 0.15 mg/
mL of
5-bromo-4-chloro-3-indolyl-phosphate. Positive
clones were re-cloned twice to obtain monoclonality and
retested for the serum reactivity. Real-time RT-PCR The real-time quantitative RT-PCR with SYBR-green was
performed using the Light Cycler (Roche Diagnostics,
Meylan, France). The amplification was performed using
5’-GGACATGAGTGGCCGGTACAC-3’ as the forward
primer and 5’-ACTGTGACGAGGCACTTGCTG-3’ as
the reverse primer. A series of cDNA dilutions, 1/1, 1/10,
1/100, and 1/1000, were used in each run separately. Standard curves were obtained by doing serial dilutions of
the same sample in each run. Then, 1 mM of each primer
and 3 mM of MgCl2 in the total volume of 20 μl were
used. The real-time RT-PCR cycle started with the initial
denaturation at 95°C for 10 min, followed by 45 cycles of
denaturation at 95°C for 10s, annealing at 61°C for 10s
and then elongation at 72°C for 10s. As an internal quanti-
tative control of the gene expression, the glyceraldehydes-
3-phosphate dehydrogenase (GAPDH) gene expression
was used. The ratios of filamin C and GAPDH gene Sandwich ELISA for Serum FLNC measurement Sandwich ELISA for Serum FLNC measurement
ELISA 96-well plates were coated with 20 μg/ml antihu-
man FLNC antibody, and were filled overnight with 50 μl
of patients’ sera diluted 1:100. The plates were developed
with o-phenylene-diamine (Sigma-Aldrich, St Louis, MO)
and were read at an absorbance of 490 nm. Figure 1 Tissue expression of filamin C mRNA was measured by
quantitative real-time RT-PCR analysis in normal brain tissues,
low-grade gliomas, and high-grade gliomas, and also in lung,
liver spleen, testis and muscle which were commercially obtained. The filamin C mRNA expression was significantly up-regulated in
high-grade gliomas compared with normal brain tissues. It was
moderately upregulated in low-grade gliomas and normal muscle
tissues. The mean values of duplicate experiments for each sample
are presented. Figure 1 Tissue expression of filamin C mRNA was measured by
quantitative real-time RT-PCR analysis in normal brain tissues,
low-grade gliomas, and high-grade gliomas, and also in lung,
liver spleen, testis and muscle which were commercially obtained. The filamin C mRNA expression was significantly up-regulated in
high-grade gliomas compared with normal brain tissues. It was
moderately upregulated in low-grade gliomas and normal muscle
tissues. The mean values of duplicate experiments for each sample
are presented. Purification of recombinant FLNC protein The cDNA insert of FLNC incorporated in pBlueScript
was cleaved by EcoRI and XhoI, and then recombined in
pGEX-4 T-3. E. coli JM109 cells containing either pGEX-
4 T-3- FLNC or control pGEX-4 T-3 were cultured in
200 mL of Luria broth and treated with 1 mM IPTG for
2.5 hrs. The cell lysate was centrifuged and GST-FLNC in
the supernatant was directly purified with glutathione-
Sepharose (Amersham Biosciences, Piscataway, NJ). The
purified proteins were concentrated using Apollo centrifu-
gal concentrators (Orbital Biosciences, Topsfield, MA). Sera and tissue specimens We analyzed 131 glioma patients’ sera (low-grade, 72; high-
grade, 59) along with 77 sera from healthy volunteers, 19
sera from patients with meningioma, and 24 patients with
cerebral infarction at chronic stage. These were newly-
diagnosed patients, and had no other cancer or diseases at
the time of sample collection. They had serum drawn at
the time of initial diagnosis. The patient demographics and
clinical profiles are presented in Table 1. Forty-eight glioma
tissues surgically-resected from newly diagnosed glioma pa-
tients (low-grade, 22; high-grade, 26) and 10 healthy brain
tissues were analyzed for the tissue expression of FLNC. The normal brain tissues were obtained from the patients
undergoing resection of extra-axial brain tumors or epilepsy
surgery. Sixty-five serum samples from glioma patients and Adachi-Hayama et al. BMC Cancer 2014, 14:452
http://www.biomedcentral.com/1471-2407/14/452 Page 3 of 10 Page 3 of 10 Adachi-Hayama et al. BMC Cancer 2014, 14:452
http://www.biomedcentral.com/1471-2407/14/452 Extraction of mRNA and preparation of cDNA p
p
The mRNAs were extracted from the tumors and nor-
mal brain tissues using the QIAzol Lysis Reagent and
RNeasy® Lipid Tissue Mini Kit (QIAGEN, Tokyo, Japan),
followed by DNase treatment. One μg of each mRNA
was reversely transcribed using the oligo dT primer
(Takara Biochemicals, Inc., Tokyo, Japan) and Super
Script II (Invitrogen, CA). Monoclonalized phage cDNA clones were converted to
pBluescript phagemids by in vivo excisions with ExAssist
helper phage (Stratagene, La Jolla, CA). Plasmid DNA was
obtained from E. coli SOLR strain transformed by the pha-
gemid. The cDNA inserts were sequenced by the dideoxy
chain termination method using the DNA sequencing kit
BigDye Terminator (Applied Biosystems, Foster City, CA). Sequences were analyzed for homology with public data-
bases of known genes and proteins using BLAST on the
National Center for Biotechnology Information’s website
(http://www.ncbi.nlm.nih.gov/gene or protein). ELISA for anti-FLNC autoantibody Fifty μl of antigen (GST or GST-tagged recombinant FLNC)
was added to each well, and incubated at 4°C overnight. The plate was washed and blocked with 10% fetal calf serum
in PBS (PBS-FCS). Fifty μl of sera diluted at 1:100 in 10%
PBS-FCS was added to the wells and then they were incu-
bated. The bound IgG antibodies were detected by incubat-
ing with horseradish peroxidase-conjugated antihuman IgG
antibody (Jackson Immuno Research Laboratories, West
Grove, PA), followed by the addition of 100 μl of a peroxid-
ase substrate (o-phenylenediamine, 0.4 mg/ml) in a
citrate-phosphate buffer. Absorbance at 490 nm was de-
termined using a microplate reader (Emax; Molecular
Devices, Sunnyvale, CA). Figure 1 Tissue expression of filamin C mRNA was measured by
quantitative real-time RT-PCR analysis in normal brain tissues,
low-grade gliomas, and high-grade gliomas, and also in lung,
liver spleen, testis and muscle which were commercially obtained. The filamin C mRNA expression was significantly up-regulated in
high-grade gliomas compared with normal brain tissues. It was
moderately upregulated in low-grade gliomas and normal muscle
tissues. The mean values of duplicate experiments for each sample
are presented. Immunohistochemistry IHC staining was performed on 4 μm paraffin-embedded
sections. Antigenicity was recovered by the microwave
method. Endogenic peroxidase was inactivated with 0.3%
H2O2 methanol. After antigen blocking, the sections were
incubated overnight with mouse monoclonal primary anti-
body against FLNC (Lab Vision, Fremont, CA). The sec-
tions
were
then
incubated
with
mouse
biotinylated
secondary antibody followed by the ABC complex reaction. Total IgG measurement Serum total IgG was measured in the same samples as the
anti-FLNC autoantibody measurements according to the
manufacturer’s instructions using a human IgG ELISA
quantitative kit (Bethyl, Montgomery, TX). Page 4 of 10 Adachi-Hayama et al. BMC Cancer 2014, 14:452
http://www.biomedcentral.com/1471-2407/14/452 expressions represented the normalized relative levels of
filamin C expressions. Finally, the reaction was visualized using DAB and counter-
stained with hematoxylin. To quantitate FLNC protein ex-
pression, the mean percentage of positive tumor cells was
determined in at least 5 random fields at x400 magnifica-
tion in each section. Statistical analysis Results of ELISA were statistically analyzed by unpaired t-
test. Receiver–operating characteristics (ROC) curve ana-
lysis was used to determine the optimal cutoff values for
differential diagnosis of low-grade gliomas and healthy vol-
unteers. The survival rates were estimated using Kaplan- 100
90
80
70
60
50
40
30
20
10
0
A
B
Figure 2 Immunohistochemistry (IHC) for FLNC among normal brain, low-grade glioma and high-grade glioma. (A) FLNC protein
expression level was higher in high-grade glioma (e, f) than in low-grade glioma (c, d) which expressed significantly higher level of FLNC than
normal brain tissues (a, b). FLNC expression is only observed around the nucleus of glia cells in normal brains, whereas it spreads into the whole
cytoplasm and the fibrous cellular processes of the glioma cells (magnification × 400). (B) Quantitative analysis of FLNC protein expressions in IHC
shows that the mean percentage of positive tumor cells gets higher as the tumor grade advances. (normal brain vs low-grade glioma; p = 0.0132,
low-grade glioma vs high-grade glioma; p = 0.0005). A A 100
90
80
70
60
50
40
30
20
10
0
B 100
90
80
70
60
50
40
30
20
10
0
B B Figure 2 Immunohistochemistry (IHC) for FLNC among normal brain, low-grade glioma and high-grade glioma. (A) FLNC protein
expression level was higher in high-grade glioma (e, f) than in low-grade glioma (c, d) which expressed significantly higher level of FLNC than
normal brain tissues (a, b). FLNC expression is only observed around the nucleus of glia cells in normal brains, whereas it spreads into the whole
cytoplasm and the fibrous cellular processes of the glioma cells (magnification × 400). (B) Quantitative analysis of FLNC protein expressions in IHC
shows that the mean percentage of positive tumor cells gets higher as the tumor grade advances. (normal brain vs low-grade glioma; p = 0.0132,
low-grade glioma vs high-grade glioma; p = 0.0005). Adachi-Hayama et al. BMC Cancer 2014, 14:452
http://www.biomedcentral.com/1471-2407/14/452 Page 5 of 10 A
B
Figure 3 ELISA of anti-FLNC autoantibody levels in the sera from glioma patients and normal volunteers. (A) For a training set, anti-FLNC
autoantibody concentration in the sera from low-grade gliomas was significantly higher than those from high-grade gliomas (p = 0.0101) or
normal volunteers (p < 0.0001). (B) The ELISA result obtained in the training set was confirmed in an independent validation set (low-grade vs. Statistical analysis high-grade: p = 0.0036, low-grade vs. healthy: p = 0.0010). B A B Figure 3 ELISA of anti-FLNC autoantibody levels in the sera from glioma patients and normal volunteers. (A) For a training set, anti-FLNC
autoantibody concentration in the sera from low-grade gliomas was significantly higher than those from high-grade gliomas (p = 0.0101) or
normal volunteers (p < 0.0001). (B) The ELISA result obtained in the training set was confirmed in an independent validation set (low-grade vs. high-grade: p = 0.0036, low-grade vs. healthy: p = 0.0010). Meier method, and they were compared with the log-rank
test. The correlation between the filamin C mRNA expres-
sion levels and serum anti-FLNC autoantibody concentra-
tions was analyzed using the non-parametric Spearman’s
rank test. The statistical analyses were performed using
Stat-View software and SAS software (SAS Institute Inc.,
Cary, NC). Meier method, and they were compared with the log-rank
test. The correlation between the filamin C mRNA expres-
sion levels and serum anti-FLNC autoantibody concentra-
tions was analyzed using the non-parametric Spearman’s
rank test. The statistical analyses were performed using
Stat-View software and SAS software (SAS Institute Inc.,
Cary, NC). normal brain tissue, but it spread into the whole cyto-
plasm and the fibrous cellular processes in the low-grade
glioma cells (Figure 2-c). We measured anti-FLNC auto-antibody concentrations
by ELISA in a training set consisting of 65 glioma patients
(low-grade, 35; high-grade, 30) and 38 healthy volunteers
focusing on FLNC (Table 1). The results showed the
serum anti-FLNC autoantibody level was significantly
higher in low-grade gliomas than in high-grade gliomas or
healthy volunteers (low-grade vs. high-grade: p = 0.0101,
low-grade vs. healthy: p < 0.0001) (Figure 3-a). We then an-
alyzed the antibody level in a prospectively-collected valid-
ation set consisting of 66 glioma patients (low-grade, 37;
high-grade, 29) and 39 healthy volunteers (Table 1). The
significantly increased autoantibody level was confirmed in
the patients with low-grade gliomas as compared to those
in high-grade tumors or healthy volunteers (low-grade vs. high-grade: p = 0.0036, low-grade vs. healthy: p = 0.0010)
(Figure 3-b). Although the categorization of grade I and
grade II gliomas into low-grade gliomas is generally used in
the clinical setting, these two are different diseases bio-
logically and clinically. So, the anti-FLNC autoantibody Results Screening of the patients’ sera by serological analysis of re-
combinant cDNA expression libraries (SEREX) resulted in
identification of filamin C (FLNC) as one of the candidate
glioma antigens (Additional file 1: Table S1). The list in-
cluded many signal-transduction molecules and transcrip-
tion factors, which was also confirmed in a previous
proteomic study. We first examined whether the expression of filamin
C mRNA is elevated in the glioma tissues (Figure 1). Quantitative
reverse
transcription–PCR
(qRT-PCR)
analysis of various glioma tissues and normal brain tis-
sues confirmed that filamin C mRNA expression was
significantly up-regulated in low-grade gliomas com-
pared with normal brain tissues. High-grade gliomas
expressed higher level of filamin C mRNA than low-grade
gliomas. Other normal tissues including lung, liver, spleen,
and testis contained the same levels of filamin C mRNA
as normal brain tissues. In contrast, muscle tissues had a
higher level than the other normal tissues and the same
level as low-grade glomas (Figure 1). Table 2 Sensitivity and specificity of anti-FLNC antibody Table 2 Sensitivity and specificity of anti-FLNC antibody Table 2 Sensitivity and specificity of anti-FLNC antibody
n
Mean value
Standard
deviation
p-value for
healthy volunteers
Healthy volunteers
77
0.242
0.115
__
Low-grade gliomas
Grade I
15
0.359
0.112
0.0021
Grade II
57
0.373
0.152
<0.0001
High-grade gliomas
Grade III
18
0.254
0.159
0.9748
Grade IV
41
0.268
0.101
0.7503
Meningioma
19
0.273
0.081
0.2281
Cerebral infraction
24
0.273
0.082
0.5531 We then analyzed protein expression levels and distri-
butions in paraffin-embedded clinical specimens utiliz-
ing
semiquantitative
immunohistochemical
analysis
(Figure 2). FLNC protein expression level was higher in
high-grade glioma than in low-grade gliomas which
expressed significantly higher level of FLNC than normal
brain tissues (Figure 2-a, 2-b). FLNC protein expression
was only observable around the nucleus of glial cells in Adachi-Hayama et al. BMC Cancer 2014, 14:452
http://www.biomedcentral.com/1471-2407/14/452 Adachi-Hayama et al. BMC Cancer 2014, 14:452
http://www.biomedcentral.com/1471-2407/14/452 Page 6 of 10 Table 3 Sensitivity and specificity of anti-FLNC antibody
n
Positive
Negative
(absorbance ≥0.31)
(absorbance<0.31)
Low-grade gliomas
72
52
20
Healthy volunteers
77
15
62 and p = 0.5581, respectively) (Table 2). The ROC curve
analysis showed that a cutoff value of 0.31 provided the
best sensitivity and specificity for the differential diagnosis
between patients with low-grade gliomas and healthy vol-
unteers. By using this cutoff value, the anti-FLNC auto-
antibody
biomarker
system
correctly
classified
52
(sensitivity; 72.2%) of 72 low-grade glioma patients and 62
(specificity; 80.5%) of 77 healthy volunteers (Table 3). Al-
though the diagnostic ability was not sufficient for clinical
application, the autoantibody-based tumor markers de-
tected in the patients’ sera may contribute to the construc-
tion of early diagnosis system for low-grade gliomas. levels were examined for each grade independently, which
showed that those of grade I and grade II, and also of
grade III and grade IV, were at the same levels (Table 2). To know whether the increase in anti-FLNC auto-
antibody levels is specific to low-grade gliomas, the pa-
tients with other brain lesions whose MRI manifests a
hypointesity on T1-weighted image and hyperintensity on
T2-weighted image were examined. The anti-FLNC auto-
antibody levels for meningioma and cerebral infarction
were at the same level of healthy volunteers (p = 0.2281, The filamin C mRNA expression level inversely corre-
lated with the serum anti-FLNC autoantibody concentra-
tions (p = 0.0094) (Figure 4-a). Table 2 Sensitivity and specificity of anti-FLNC antibody The serum anti-FLNC
autoantibody levels showed no difference between large
tumors (size ≥3 cm) and small tumors (size <3 cm) A
B
Figure 4 Serum anti-FLNC autoantibody levels and glioma progression. (A) Filamin C mRNA expression level inversely correlated with the
serum anti-FLNC autoantibody concentrations (p = 0.0094, R = −0.433). (B) Serum anti-FLNC autoantibody levels were not difference between
large tumors (size ≥3 cm) and small tumors (size <3 cm). A A B B Figure 4 Serum anti-FLNC autoantibody levels and glioma progression. (A) Filamin C mRNA expression level inversely correlated with the
serum anti-FLNC autoantibody concentrations (p = 0.0094, R = −0.433). (B) Serum anti-FLNC autoantibody levels were not difference between
large tumors (size ≥3 cm) and small tumors (size <3 cm). Adachi-Hayama et al. BMC Cancer 2014, 14:452
http://www.biomedcentral.com/1471-2407/14/452 Page 7 of 10 (Figure 4-b). These data collectively suggest that circulat-
ing anti-FLNC autoantibody is induced at the early stage
of glioma progression, and the serum level decreases with
tumor progression. A
B
C
Figure 6 Non-specific factors affecting serum autoantibody
levels. (A) Serum FLNC protein concentration levels were measured
utilizing the sandwich ELISA to be proved equivalent among low-grade
gliomas, high-grade gliomas and normal volunteers. (B) Serum total IgG
and (C) ant-GST autoantibody levels were not different among low-
grade gliom patients, high-grade glioma patients and normal volunteers. A There was a discrepancy between the decreased level of
anti-FLNC autoantibody and the increased tissue expres-
sion of FLNC in the patients with high-grade gliomas. To
investigate the mechanisms for the decreased level of anti-
FLNC autoantibodies in high-grade glioma patients in
spite of the high tissue expression, we first measured per-
ipheral blood lymphocyte amount, which showed that the
mean lymphocyte ratio in the peripheral blood of grade II
glioma patients was equivalent level as healthy volunteers,
but those in grade III and grade IV glioma patients were
significantly decreased compared with healthy volunteers
(both p < 0.0001) (Figure 5). The lymphocytopenia would
contribute to the decreased anti-FLNC autoantibody level
in high-grade glioma patients. Then, serum FLNC protein
concentration levels were measured utilizing the sandwich
ELISA to be proved equivalent among low-grade gliomas,
high-grade gliomas and normal volunteers (Figure 6-a). Table 2 Sensitivity and specificity of anti-FLNC antibody Serum levels of total IgG and anti-GST autoantibody were
also not different among the patient groups and normal
volunteers (Figure 6-b and 6-c), which indicated that gen-
eral B cell function was maintained and that the decreased
level of anti-FLNC autoantibody production was not a
non-specific reaction but was specific for FLNC. B B C C All the glioma patients included in this study were also
subjected to survival analysis. Figure 7-a shows Kaplan-
Meier overall survival curves for the two patients groups
divided by the anti-FLNC antibody level of 0.31 in the
ELISA. The group presenting higher anti-FLNC auto-
antibody levels achieved significantly longer survival pe-
riods (p < 0.01). When the survival analysis was focused Figure 6 Non-specific factors affecting serum autoantibody Figure 6 Non-specific factors affecting serum autoantibody
levels. (A) Serum FLNC protein concentration levels were measured
utilizing the sandwich ELISA to be proved equivalent among low-grade
gliomas, high-grade gliomas and normal volunteers. (B) Serum total IgG
and (C) ant-GST autoantibody levels were not different among low-
grade gliom patients, high-grade glioma patients and normal volunteers. Figure 5 The mean lymphocyte ratio in the peripheral blood of
grade II glioma patients was equivalent as healthy volunteers,
but those in grade III and grade IV glioma patients were
significantly decreased compared with healthy volunteers
(both p < 0.0001). on low-grade gliomas, the patients with higher anti-
FLNC autontibody level (≥0.31) lived significantly longer
than those with lower levels (Figure 7-b). Likewise in
high-grade gliomas, the patients with higher antibody level
had significantly longer survival periods (Figure 7-c). Serum anti-FLNC autoantibody is a useful predictor for
longer survival periods in patients with both low-grade gli-
omas and high-grade gliomas. Figure 5 The mean lymphocyte ratio in the peripheral blood of
grade II glioma patients was equivalent as healthy volunteers,
but those in grade III and grade IV glioma patients were
significantly decreased compared with healthy volunteers
(both p < 0.0001). Figure 5 The mean lymphocyte ratio in the peripheral blood of
grade II glioma patients was equivalent as healthy volunteers,
but those in grade III and grade IV glioma patients were
significantly decreased compared with healthy volunteers
(both p < 0.0001). Discussion The present study showed that FLNC protein expression
increased according to tumor histological grade in glioma
and the circulating anti-FLNC autoantibody was induced Page 8 of 10 Adachi-Hayama et al. BMC Cancer 2014, 14:452
http://www.biomedcentral.com/1471-2407/14/452 A
B
C
Figure 7 Correlations of serum anti-FLNC autoantibody
concentration measured by ELISA and survival of glioma
patients. Kaplan-Meier survival curves of glioma patients show that a
group having higher values of serum anti-FLNC autoantibody (≥0.31)
survived significantly longer than the other group with lower values
(A) in all glioma patients (p = 0.0040), (B) in low-grade glioma patients
(p = 0.0070), (C) and in high-grade glioma patients (p = 0.0310). efficiently worked as immune-surveillance system in the
early stage of gliomagenesis. These results collectively pro-
vide an evidence that serum anti-FLNC autoantibody can
be a potential serum biomarker for early diagnosis of low-
grade gliomas. However, a large-scale prospective study is
required to confirm the usefulness of autoantibody- based
biomarkers for gliomas. A A Filamins are large cytoplasmic proteins whose dimers
provide cells with mechanical resilience by cross-linking
the actin filaments into dynamic three-dimensional struc-
tures [11-14]. Filamin A and B are ubiquitous, whereas
FLNC is a muscle-restricted isoform. However, FLNC
abundantly exists in both fetal brains and spinal cords
[11,12]. Since many signaling molecules and receptors
bind to the C-terminal region of filamins, it is now becom-
ing clear that filamin is not merely a cytoskeletal support
protein, but an important bridge between architecture and
intracellular molecular signaling [23]. The C-terminal half
of filamin A is reported to be a docking site for many
intracellular signaling molecules, such as RalA, Rac, Rho,
and Cdc42, and membrane receptors [24,25]. FLNC also
binds some trans-membrane proteins such as sarcoglycan,
presenilin, caveolin-1, and β1 integrin [26-29]. Recruit-
ment of these signaling molecules to the C-terminal re-
gion of filamin facilitates their functional communication
[23]. All these molecular hub function of filamins contrib-
utes to cancer progression, including metastasis and DNA
damage response [15-22,30]. B B C C Actually, serum autoantibodies against filamins were re-
ported to be detected in several cancers including colon
and breast cancers [22]. In contrast, the central nervous
system (CNS) is known to be an immunological privileged
site and it was believed that antibody responses are only
rarely elicited by the broad spectrum of antigens expressed
by glioma [31]. Discussion We have shown that immune responses ef-
fectively operate even for intracerebral antigens when the
tumor was in an early stage. The antibody response was
gradually suppressed as tumor malignancy progressed. Not
the inherent immune privilege of the CNS but the acquired
immunosuppressive effect in glioma progression was the
main cause of the suppressed FLNC antibody response in
high-grade gliomas. However, the precise mechanism of
the discrepancy between the higher tissue expression of
FLNC in high-grade gliomas and the lower serum antibody
level in these patients remained to be known. Local im-
munosuppression induced by T-cell specific lymphocytepe-
nia is well documented in high-grade gliomas [31]. The
impaired immunity is first occurred by immunosuppressive
factors secreted by the tumors, such as vascular endothelial
growth factor (VEGF), interleuikin-10 (IL-10), transform-
ing growth factor-β (TGF-β), prostaglandin E2 (PGE2). Af-
fected monocytes make a shift in cytokine secretion to
favor a decrease in Th1-type cytokines and increase in
Th2-type cytokines to induce T-cell signaling defect, IL-2 Figure 7 Correlations of serum anti-FLNC autoantibody
concentration measured by ELISA and survival of glioma
patients. Kaplan-Meier survival curves of glioma patients show that a
group having higher values of serum anti-FLNC autoantibody (≥0.31)
survived significantly longer than the other group with lower values
(A) in all glioma patients (p = 0.0040), (B) in low-grade glioma patients
(p = 0.0070), (C) and in high-grade glioma patients (p = 0.0310). y
g
patients. Kaplan-Meier survival curves of glioma patients show that a
group having higher values of serum anti-FLNC autoantibody (≥0.31)
survived significantly longer than the other group with lower values
(A) in all glioma patients (p = 0.0040), (B) in low-grade glioma patients
(p = 0.0070), (C) and in high-grade glioma patients (p = 0.0310). in low-grade gliomas or in an early stage of glioma progres-
sion. In spite of the immunological privileged nature of the
brain, the aberrant FLNC production could induce immune
reaction. The induced serum autoantibody level decreased
in high-grade gliomas or in a late stage of tumor progres-
sion. The patients who had induced strong immune reac-
tion with high level of circulating anti-FLNC autoantibody
survived longer than those with weak immune reaction. Antitumor immune responses against glioma antigens Adachi-Hayama et al. BMC Cancer 2014, 14:452
http://www.biomedcentral.com/1471-2407/14/452 Page 9 of 10 Page 9 of 10 defect in T-cells, apoptosis of T-cell, and natural killer
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utilizing SEREX and found that its autoantibody level is el-
evated in low-grade glioma patients compared with nor-
mal volunteers and high-grade glioma patients. Serum
anti-FLNC autoantibody is thereby indicated to be a novel
serum marker for the early diagnosis of low-grade gliomas. The conclusions of this study are limited by the small
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https://research-information.bris.ac.uk/ws/files/121713163/Gastro_paper.pdf
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Safety and efficacy of parenteral iron in children with inflammatory bowel disease
|
BJCP. British journal of clinical pharmacology/British journal of clinical pharmacology
| 2,018
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cc-by
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Papadopoulos, M., Patel, D., Korologou-Linden, R., Eunice, G.,
Soondrum, K., Fell, J., & Epstein, J. (2017). Safety and Efficacy of
Parenteral Iron in Children with Inflammatory Bowel Disease. Journal
of Gastroenterology, Hepatology, and Endoscopy, 2(2), Article 1011. http://remedypublications.com/journal-gastroenterology-hepatology-
endoscopy/articles/articles.php Papadopoulos, M., Patel, D., Korologou-Linden, R., Eunice, G.,
Soondrum, K., Fell, J., & Epstein, J. (2017). Safety and Efficacy of
Parenteral Iron in Children with Inflammatory Bowel Disease. Journal
of Gastroenterology, Hepatology, and Endoscopy, 2(2), Article 1011. http://remedypublications.com/journal-gastroenterology-hepatology-
endoscopy/articles/articles.php Publisher's PDF, also known as Version of record
License (if available):
CC BY Publisher's PDF, also known as Version of record
License (if available):
CC BY Link to publication record on the Bristol Research Portal
PDF-document 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 Remedy Publishing
at http://remedypublications.com/journal-gastroenterology-hepatology-endoscopy/. Please refer to any
applicable terms of use of the publisher. Papadopoulos, M., Patel, D., Korologou-Linden, R., Eunice, G.,
Soondrum, K., Fell, J., & Epstein, J. (2017). Safety and Efficacy of
Parenteral Iron in Children with Inflammatory Bowel Disease. Journal
of Gastroenterology, Hepatology, and Endoscopy, 2(2), Article 1011.
http://remedypublications.com/journal-gastroenterology-hepatology-
endoscopy/articles/articles.php Papadopoulos, M., Patel, D., Korologou-Linden, R., Eunice, G.,
Soondrum, K., Fell, J., & Epstein, J. (2017). Safety and Efficacy of
Parenteral Iron in Children with Inflammatory Bowel Disease. Journal
of Gastroenterology, Hepatology, and Endoscopy, 2(2), Article 1011. http://remedypublications.com/journal-gastroenterology-hepatology-
endoscopy/articles/articles.php Citation: Papadopoulos M, Patel D, Korologou-
Linden R, Goto E, Krishna Soondrum
SEM, John ME Fell, et al. Safety and
Efficacy of Parenteral Iron in Children
with Inflammatory Bowel Disease. J
Gastroenterol Hepatol Endosc. 2017;
2(2): 1011. Papadopoulos M, Patel D, Korologou-
Linden R, Goto E, Krishna Soondrum
SEM, John ME Fell, et al. Safety and
Efficacy of Parenteral Iron in Children
with Inflammatory Bowel Disease. J
Gastroenterol Hepatol Endosc. 2017;
2(2): 1011. Keywords: Iron deficiency anemia; Ferric carboxymaltose; Iron sucrose; Intravenous iron;
Pediatric Keywords: Iron deficiency anemia; Ferric carboxymaltose; Iron sucrose; Intravenous iron;
Pediatric Abstract Objectives: Iron deficiency anemia (IDA) frequently complicates inflammatory bowel disease
(IBD) in children and adults. Oral iron may exacerbate gastrointestinal symptoms and absorption
may be insufficient in intestinal inflammation. Even where oral iron is successful, repletion of iron
stores can be unacceptably slow. Intravenous (IV) iron compounds were in the past associated with
serious adverse reactions and historically were considered a last resort in children. New generation
preparations have a safer profile in adults although reluctance to use them in children may persist,
where safety data is lacking. We investigate the safety and efficacy of ferric carboxymaltose (FCM)
and iron sucrose (IS) in children. Methods: We retrospectively identified all children with IBD who received parenteral iron over
a 38 month period in a single regional referral centre. Safety, tolerability and adverse events were
established by case note review. Efficacy was assessed by change in hematinic indices pre- and post-
treatment. Results: 47 children (18 male; median age 14yrs, range 3-17) received a total of 104 iron infusions. 44% (21) had Crohn’s disease (CD); 56% (27) ulcerative colitis (UC). 40 received FC, eight IS
and one both. Three children developed mild rash post infusion which resolved quickly with
chlorphenamine. Mean increase in hemoglobin (Hb) was 2.5g/dl (0.3-5.8). Iron levels increased by
a mean of 8.4 g/dl (1-25), transfer in saturation by 16.2% (2-47). Transfer in decreased by 0.84 g/dl
(0.3-3.4). Safety and Efficacy of Parenteral Iron in Children with
Inflammatory Bowel Disease
Michael Papadopoulos1, Deepa Patel2, Roxanna Korologou-Linden3, Eunice Goto1, Krishna
Soondrum SEM1, John ME Fell1 and Jenny Epstein1*
1Department of Paediatric Gastroenterology, Chelsea and Westminster Hospital, UK
2Department of Paediatric Pharmacy, Chelsea and Westminster Hospital, UK
3Department of Medicine, St Mary’s Campus, Imperial College, UK Michael Papadopoulos1, Deepa Patel2, Roxanna Korologou-Linden3, Eunice Goto1, Krishna
Soondrum SEM1, John ME Fell1 and Jenny Epstein1* 1Department of Paediatric Gastroenterology, Chelsea and Westminster Hospital, UK
2Department of Paediatric Pharmacy, Chelsea and Westminster Hospital, UK
3Department of Medicine, St Mary’s Campus, Imperial College, UK Journal of Gastroenterology, Hepatology and Endoscopy Journal of Gastroenterology, Hepatology and Endoscopy Research Article
Published: 10 Jul, 2017 OPEN ACCESS *Correspondence:
Jenny Epstein, Department of
Paediatric Gastroenterology, Chelsea
and Westminster Hospital, London,
SW10 9NH, UK, Tel: 0203 315 8628;
Fax: 0203 315 8770;
E-mail: j.epstein@imperial.ac.uk
Received Date: 14 Apr 2017
Accepted Date: 03 Jul 2017
Published Date: 10 Jul 2017
Citation:
Papadopoulos M, Patel D, Korologou-
Linden R, Goto E, Krishna Soondrum
SEM, John ME Fell, et al. Safety and
Efficacy of Parenteral Iron in Children
with Inflammatory Bowel Disease. J
Gastroenterol Hepatol Endosc. 2017;
2(2): 1011. *Correspondence:
Jenny Epstein, Department of
Paediatric Gastroenterology, Chelsea
and Westminster Hospital, London,
SW10 9NH, UK, Tel: 0203 315 8628;
Fax: 0203 315 8770;
E-mail: j.epstein@imperial.ac.uk
Received Date: 14 Apr 2017
Accepted Date: 03 Jul 2017
Published Date: 10 Jul 2017 *Correspondence:
Jenny Epstein, Department of
Paediatric Gastroenterology, Chelsea
and Westminster Hospital, London,
SW10 9NH, UK, Tel: 0203 315 8628;
Fax: 0203 315 8770;
E-mail: j.epstein@imperial.ac.uk
Received Date: 14 Apr 2017
Accepted Date: 03 Jul 2017
Published Date: 10 Jul 2017 Conclusion: New generation parenteral iron preparations are safe, well tolerated and efficacious in
children with IDA and IBD. What is known: Iron deficiency anemia (IDA) is a common complication of inflammatory bowel
disease (IBD) and a significant contributor to morbidity. Parenteral iron is effective and relatively safe in adults. What is new: The intravenous iron preparations ferric carboxymaltose (FCM) and iron sucrose
(IS) are effective treatments for IDA in children with IBD. The safety profiles of FCM and IS are
favourable, and similar in children to that in adults. 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/ Introduction Gastroenterol Hepatol Endosc. 2017;
2(2): 1011. Anemia is one of the commonest extra - intestinal complications of IBD. It is more common in
children than adults [1]; affecting an estimated 70% of children with IBD [2]. It occurs more frequently
in CD than UC [3]. Anemia in IBD is multifactorial and closely associated with IBD activity. The
leading cause is IDA followed by anemia of chronic disease. ID results from gastrointestinal blood
loss, poor dietary intake and reduced iron bioavailability. Iron malabsorption is a contributing
factor especially in CD affecting the small bowel [4]. Nearly 90% of children with IBD have ID with
or without associated anemia [1]. It is increasingly recognized that IDA is a significant contributor
to morbidity in IBD. Chronic IDA in children causes fatigue, impairs cognitive development and is Copyright © 2017 Jenny Epstein. 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. 2017 | Volume 2 | Issue 2 | Article 1011 Remedy Publications LLC. 1 Journal of Gastroenterology, Hepatology and Endoscopy Jenny Epstein, et al., Remedy Publications LLC. Remedy Publications LLC. 2017 | Volume 2 | Issue 2 | Article 1011 Introduction 2017 | Volume 2 | Issue 2 | Article 1011
2
Patient
Age/Sex
Disease
Hb (g/dL)
Iron (µmol/L)
Dose (mg)
No of infusions/preparation
1
16F
CD
8.8
3
1500
2 FCM
2
14M
UC
8.2
2
1000
1 FCM
3
15F
CD
8.4
4
900
1 FCM
4
17M
CD
9.4
3
2000
2 FCM
5
16F
CD
9.2
8
1500
2 FCM
6
13F
UC
8.8
2
500
1 FCM
7
15M
UC
8.3
4
1500
2 FCM
8
17M
CD
11.0
8
1000
1 FCM
9
13M
CD
9.2
3
1500
2 FCM
10
14F
UC
10.3
7
1000
1 FCM
11
13M
UC
9.0
3
800
1 FCM
12
13F
CD
7.7
2
800
1 FCM
13
15F
UC
9.1
5
1500
2 FCM
14
13F
CD
11.1
4
1000
1 FCM
15
12M
UC
9.3
3
1500
2 FCM
16
13F
CD
9.6
2
1500
2 FCM
17
16F
CD
8.6
9
1500
2 FCM
18
13F
UC
8.8
6
1500
2 FCM
19
15F
CD
8.9
3
500
1 FCM
20
12F
UC
9.3
3
1500
2 FCM
21
16M
CD
12.1
4
1000
1 FCM
22
12M
UC
9.7
3
1500
2 FCM
23
16F
UC
9.5
3
1000
1 FCM
24
16M
CD
8.9
4
1500
2 FCM
25
15F
UC
8.2
3
1500
2 FCM
26
16F
CD
10.3
3
1000
1 FCM
27
14F
CD
7.5
3
800
1 FCM
28
16F
UC
10.3
4
1000
1 FCM
29
12F
UC
9.8
2
500
1 FCM
30
15M
CD
9.7
2
1500
2 FCM
31
16F
UC
11.6
2
1000
1 FCM
32
14F
CD
10
2
1000
1 FCM
33
16M
CD
9.6
3
3000
2 FCM
34
13M
UC
10
3
850
1 FCM
35
15F
UC
8.6
3
1500
2 FCM
36
16F
CD
10.3
3
930
1 FCM
37
14M
CD
10.4
6
500
1 FCM
38
14F
UC
8.3
unavailable
1500
2 FCM
39
16M
UC
8.8
2
1000
1 FCM
40
13F
UC
8.5
2
1000
1 FCM
41
12M
UC
8.5
2
320
4 IS
42
8M
UC
8.4
3
420
6 IS
16
12F
CD
7.3
2
600
6 IS
43
10F
UC
9.1
3
630
7 IS
44
10F
UC
8.6
2
640
8 IS
45
3M
UC
8.8
1
390
8 IS
46
5F
UC
8.3
2
45
1 IS
47
9M
UC
10.2
5
528
6 IS
Table 1: Patient demographics, initial haematinics and iron therapy. Introduction 2017 | Volume 2 | Issue 2 | Article 1011 2 Journal of Gastroenterology, Hepatology and Endoscopy Jenny Epstein, et al., as HB below reference range for age and gender according to the
World Health Organization (WHO) [16]. ID was diagnosed by
the combination of low serum iron, low mean red cellular volume
(MCV), high transfer in and low iron saturation. Ferritin falls in ID,
but rises in the acute phase [17], complicating its interpretation as a
marker for IDA in IBD. Ferritin was therefore defined as low in the
context of CRP (ferritin <30 if CRP <10 and ferritin <100 if CRP >10). Children with severe atopy or allergies or history of prior anaphylaxis
were excluded from the study, and were not offered IV iron therapy. Choice of iron preparation was based primarily on patient age, with
those under 12 years of age receiving IS and those over 12 years
FCM. Demographic data, disease status, iron preparation type, dose
and number of infusions were recorded. Dosage was calculated as a
function of body weight and HB, as per manufacturers’ recommended
dosing schedules. Iron preparations were infused according to British
National Formulary guidelines. FCM infusions were administered
over 15 to 30 minutes; IS over 50 to 70 minutes. All patients completed
a two hour inpatient observation period post infusion during which
vital signs were recorded at regular intervals. Table 2: Haematinic indices pre- and post-treatment. Data were imported
into STATA version 14. Descriptive statistics: mean, standard deviation (SD),
minimum and maximum were calculated for pre- and post-treatment values of Hb,
Tfer saturation, CRP, ESR, transferrin, ferritin and iron. Paired sample Student’s
T Tests for paired differences were calculated for pre- and post-treatment values
for each variable. Hb, transferrin, transferrin saturation, Fe and ESR: p=<0.0001. Results Only a small number of studies on the safety and efficacy of
modern IV iron products have been conducted in children. Most of
these studied IS not FCM and concerned small numbers of children
with chronic kidney disease [11-14]. More recently investigators have
shown encouraging safety and efficacy of IS in 24 children with IBD
and IDA [15]. 47 children with IBD received 104 IV iron infusions over the
study period (Table 1). 29 children were female and 18 male. Mean
age was 13.5 years, ranging from 3 to 17 years. 20 had CD (44%)
and 27 UC (56%). 40 patients received 58 FCM infusions, average
1.5 infusions per patient. Eight patients received 46 IS infusions;
average 5.8 infusions per patient. One patient initially completed
a course of IS infusions and 11 months later received FCM as she
moved age group (thus total number of infusion episodes studied =
48). The doses ranged from (500 to 1000) mg per infusion for FCM
and 70 to 100 mg per infusion for IS. All children over 12 years of age
received FCM. Patients under 12 years received IS, which, although
also off licence, is in line with greater past pediatric experience and
wide spread pediatric practice in the United Kingdom. Choice of iron
preparation for children between their 12th and 13th birthdays was
made on a case by case basis. Three 12 year olds received FCM and
two received IS. Safety. 2/40 patients who received FCM developed
rash after completing their first infusion, giving a reaction rate of 5%. Both reactions were mild. In patient 3 rash appeared 30 minutes post
infusion, with a small drop in systolic blood pressure which resolved
rapidly. The rash resolved after a single dose of IV chlorphenamine
with no further complications. Subsequent doses of FCM were not
given and the patient continued on oral iron therapy. Patient 10
developed rash one hour post infusion with no systemic compromise. She received a single dose of IV chlorphenamine after which the
rash resolved. She did not require a second dose of FCM as adequate
increment in HB was achieved with single dose. One patient (case
46) of the eight who received IS developed facial itching and mild eye
puffiness 15 minutes into her first infusion, giving a reaction rate of
12.5%. There was no systemic compromise and symptoms resolved
with single dose IV chlorphenamine. Results Here we describe our 38-month experience of FCM and IS in
children with IBD with a focus on safety and efficacy. Introduction Ferritin: p=<0 0002
CRP: p=0 94 n=
Mean
SD
Min
Max
Index
48
13.52
2.88
3
17
Hb
Pre
48
9.26
1.01
7.3
12.1
Post
44
11.8
1.28
9.3
15
Tfer saturation
Pre
44
4.66
2.91
1
15
Post
40
20.95
11.02
3
47
CRP
Pre
20
8.87
15.47
.2
65.0
Post
19
8.66
12.10
.2
46.0
ESR
Pre
16
37.50
23.67
5.0
112.0
Post
18
22.06
17.80
2.0
73.0
Transferrin
Pre
42
3.06
0.50
2.3
4.0
Post
35
2.24
0.42
1.7
4.0
Ferritin
Pre
30
11.3
11.88
2
56
Post
23
146.43
133.08
10
446
Iron
Pre
47
3.38
1.78
1
9
Post
40
11.78
5.21
3
25
p
p Adverse reactions were identified by detailed review of written
case notes, nursing observations and nursing, pharmacy and medical
electronic records. Efficacy was assessed by pre- treatment and post-
treatment iron, transfer in saturation, ferritin, transfer in and HB
levels. Change in CRP and ESR were also recorded. Remedy Publications LLC. Results associated with lower intelligence quotients (IQ), attention deficit and
other behavioral disorders [5]. Immune regulation and growth are
also negatively impacted [6]. These effects are apparent in ID even in
the absence of anemia. Adult IBD patients who are anemic report low
quality of life (QOL) indices and there is a marked improvement in
QOL when HB is corrected in adults with IBD [7]. For these reasons
early recognition and prompt and effective treatment of ID (A) are of
paramount importance in IBD care. Oral iron supplementation may
be considered first line therapy, although issues with tolerance and
adherence to prolonged treatment courses often impair therapeutic
success. Blood transfusion as a therapy for IDA carries costs and risks
which are well recognized. Newer intravenous (IV) iron preparations
with a more favorable side effect profile have become available in the
last decade including iron sucrose (IS) and ferric carboxymaltose
(FCM) which have been shown to be safe and effective in adults
[8-10]. Only a small number of studies on the safety and efficacy of
modern IV iron products have been conducted in children. Most of
these studied IS not FCM and concerned small numbers of children
with chronic kidney disease [11-14]. More recently investigators have
shown encouraging safety and efficacy of IS in 24 children with IBD
and IDA [15]. associated with lower intelligence quotients (IQ), attention deficit and
other behavioral disorders [5]. Immune regulation and growth are
also negatively impacted [6]. These effects are apparent in ID even in
the absence of anemia. Adult IBD patients who are anemic report low
quality of life (QOL) indices and there is a marked improvement in
QOL when HB is corrected in adults with IBD [7]. For these reasons
early recognition and prompt and effective treatment of ID (A) are of
paramount importance in IBD care. Oral iron supplementation may
be considered first line therapy, although issues with tolerance and
adherence to prolonged treatment courses often impair therapeutic
success. Blood transfusion as a therapy for IDA carries costs and risks
which are well recognized. Newer intravenous (IV) iron preparations
with a more favorable side effect profile have become available in the
last decade including iron sucrose (IS) and ferric carboxymaltose
(FCM) which have been shown to be safe and effective in adults
[8-10]. Methods Even in the adherent patient, several months of oral supplementation
may be required to achieve target HB. The first IV iron introduced in
the 1930s, an iron oxyhydroxide complex [22], had major side effects
and was only indicated in rare circumstances [23]. In the 1950s a high
molecular weight iron dextran (HMW-ID) was developed in which
the iron oxyhydroxide complex was surrounded by a shell of dextran
polymers [24]. This improved its bioavailability and side effect
Figure 1: A) Hbpre- and post-treatment (g/dL) (normal ranges(NR) differ with age and sex). p=<0.0001. B) Iron pre- and post-treatment (NR 7-27 µg/dL). p=<0.0001. C) Ferritin pre- and post-treatment (NR 7-140 µg/dL). p=<0.0002. D) Transferrin saturation pre- and post-treatment (NR 16-55%). p=<0.0001. E)
Transferrin pre- and post-treatment (NR 1.7-3.4 g/L). p=<0.0001. Figure 2: A) ESR (mm/hr) p=<0.0001. B) CRP (mg/ml) p=0.94 pre- and
post-treatment. profile, however allergic reactions were frequent [25]. Gradually, low
molecular weight iron dextran compounds became available which
caused fewer adverse reactions [26]. Later ferric gluconate (FG) Figure 1: A) Hbpre- and post-treatment (g/dL) (normal ranges(NR) differ with age and sex). p=<0.0001. B) Iron pre- and post-treatment (NR 7-27 µg/dL). p=<0.0001. C) Ferritin pre- and post-treatment (NR 7-140 µg/dL). p=<0.0002. D) Transferrin saturation pre- and post-treatment (NR 16-55%). p=<0.0001. E)
Transferrin pre- and post-treatment (NR 1.7-3.4 g/L). p=<0.0001. age and sex). p=<0.0001. B) Iron pre- and post-treatment (NR 7-27 µg/dL). D) Transferrin saturation pre- and post-treatment (NR 16-55%). p=<0.0001. E)
Figure 2: A) ESR (mm/hr) p=<0.0001. B) CRP (mg/ml) p=0.94 pre- and
post-treatment. profile, however allergic reactions were frequent [25]. Gradually, low
molecular weight iron dextran compounds became available which
caused fewer adverse reactions [26]. Later ferric gluconate (FG) Figure 1: A) Hbpre- and post-treatment (g/dL) (normal ranges(NR) differ with age and sex). p=<0.0001. B) Iron pre- and post-treatment (NR 7-27 µg/dL). p=<0.0001. C) Ferritin pre- and post-treatment (NR 7-140 µg/dL). p=<0.0002. D) Transferrin saturation pre- and post-treatment (NR 16-55%). p=<0.0001. E)
Transferrin pre- and post-treatment (NR 1.7-3.4 g/L). p=<0.0001. Figure 2: A) ESR (mm/hr) p=<0.0001. B) CRP (mg/ml) p=0.94 pre- and
post-treatment. profile, however allergic reactions were frequent [25]. Gradually, low
molecular weight iron dextran compounds became available which
caused fewer adverse reactions [26]. Later ferric gluconate (FG) case the second dose was cancelled because of adverse reaction; one
was less than 35 kg –as per administration guidelines and 17 achieved
adequate increment in HB with single dose. Methods HB was recorded pre-
infusion in all 48 infusion episodes and post-infusion in 44/48 cases. Mean HB pre-infusion was 9.3 (range 7.3 to 12.1) g/dl. Mean HB
post treatment was 11.8, an increase of 2.5 per patient (p=<0.0001). There was significant improvement in all hematinic indices following
infusion (Table 2 ) (Figure 1,2). Remedy Publications LLC. Methods All children with IBD who received IV iron in a single regional
referral centre between April 2013 and May 2016 were retrospectively
identified via pharmacy records. Inclusion criteria were therefore
IBD and IDA. In most cases oral iron was used as first line treatment
for IDA. IV iron was used in the following circumstances: (a) patient
reported side effects with oral iron; (b) non-resolution of IDA with
3 months of oral iron; (c) physician assessment of severity of either
IBD or IDA contraindicates trial of oral iron. Anemia was defined Efficacy of the 40 patients who received FCM, 18 received a
second dose 1-4 weeks later. Of the 22 children who received single
dose, three did not attend for their scheduled second infusion, in one 2017 | Volume 2 | Issue 2 | Article 1011 3 Jenny Epstein, et al., Journal of Gastroenterology, Hepatology and Endoscopy case the second dose was cancelled because of adverse reaction; one
was less than 35 kg –as per administration guidelines and 17 achieved
adequate increment in HB with single dose. HB was recorded pre-
infusion in all 48 infusion episodes and post-infusion in 44/48 cases. Mean HB pre-infusion was 9.3 (range 7.3 to 12.1) g/dl. Mean HB
post treatment was 11.8, an increase of 2.5 per patient (p=<0.0001). There was significant improvement in all hematinic indices following
infusion (Table 2 ) (Figure 1,2). Discussion
Published evidence strongly supports both proactive treatment
of IDA in IBD, and the use of newer IV iron preparations which
are efficacious with fewer doses and less allergenic than their
predecessors. As in many other areas of pediatric practice, treatment
of children has relied upon the extrapolation of adult research. Here we contribute safety and efficacy data for IV iron therapy in
pediatric IBD. Oral ferrous supplements are oxidized in the gut,
produce activated hydroxyl radicals that affect the mucosa [18] and
may provoke gastrointestinal symptoms including bloating, nausea
and pain which can be exacerbated in patients with IBD [19]. In
inflammatory diseases, iron absorption is reduced and increased
hepcidin, an acute phase protein, plays a key role. In health,
hepcidin levels rise with total body iron stores and protect against
iron overload. Hepcidin is up-regulated in systemic inflammatory
states by interleukin (IL) 6 and IL-1, and impairs absorption of oral
iron via multiple mechanisms [20]. Adherence to oral iron therapy,
particularly in adolescent IBD patients, is frequently suboptimal [21]. References 1. Goodhand JR, Kamperidis N, Rao A, Laskaratos F, McDermott A, Wahed
M et al. Prevalence and management of anaemia in children, adolescents
and adults with IBD. Inflamm Bowel Dis. 2012;18(3):513-9. 1. Goodhand JR, Kamperidis N, Rao A, Laskaratos F, McDermott A, Wahed
M et al. Prevalence and management of anaemia in children, adolescents
and adults with IBD. Inflamm Bowel Dis. 2012;18(3):513-9. 2. Gerasimidis K, Barclay A, Papangelou A, Missiou D, Buchanan E,
Tracey C et al. The epidemiology of anemia in pediatric inflammatory
bowel disease: prevalence and associated factors at diagnosis and follow-
up and the impact of exclusive enteral nutrition. Inflamm Bowel Dis. 2013;19(11):2411-22. 3. Bager P, Befrits R, Wikman O, Lindgren S, Moum B, Hjortswang H, et
al. The prevalence of anemiaand iron deficiency in IBD outpatients in
Scandinavia.Scand J Gastroenterol. 2011;46(3):304-9. 4. Bartels U, Pedersen NS, Jarnum S. Iron absorption and serum ferritin
in chronic inflammatory bowel disease. Scand J Gastroenterol. 1978;13(6):649–56. 5. Agaoglu L,Torun O, Unuvar E, Sefil Y, Demir D. Effects of iron deficiency
anemia on cognitive function in children. Arzneimittelforschung. 2007;57(6A):426-30. 6. Reinisch W, Staun M, Bhandari S, Munoz M. State of the iron: how to
diagnose and efficiently treat iron deficiency anemia in inflammatory
bowel disease. J Crohns colitis. 2013;7(6):429-40. 7. Wells CW, Lewis S, Barton JR, Corbett S. Effects of changes in hemoglobin
level on quality of life and cognitive function in inflammatory bowel
disease patients. Inflamm Bow Dis. 2006;12(2):123-30. 8. Anker SD, Comin Colet J, Filippatos G, Ronnie Willenheimer, Kenneth
Dickstein, Helmut Drexler, et al. FAIR-HF Trial Investigators. Ferric
carboxymaltose in patients with heart failure and iron deficiency. N Engl J
Med. 2009;361:2436-48. 9. Van Wyck DB, Mangione A, Morrison J, Hadley PE, Jehle JA, Goodnough
LT. Large-dose intravenous ferric carboxymaltose injection for iron
deficiency anemia in heavy uterine bleeding: a randomized controlled trial. Transfusion. 2009;49(12):2719-28. We acknowledge the limitations of this study associated with
its retrospective design and heterogeneous clinical nature. Whilst
prospective randomized trial design is needed in the field, the current
study provides supporting evidence for the safety and efficacy of new
generation IV iron preparations in the treatment of IBD-associated
IDA in children. 10. Covic A, Mircescu G. The safety and efficacy of intravenous iron
carboxymaltose in anaemic patients underoing haemodialysis: a
multi-centre, open-label, clinical study. Nephrol Dial Transplant. 2010;25(8):2722-30. JE designed the study, interpreted the data and co-wrote the
paper. Whilst the safety profile of parenteral iron in children
is probably comparable to that in adults, oral iron remains a safer and
less costly option, and should be trialed in the first instance in most
cases, where IDA is mild to moderate, IBD activity is quiescent and
there is no history of intolerance. All authors approved the final version of the manuscript and are
accountable for the accuracy and integrity of the work. el sponsorship
with Falk. Ethical Review and Approval 11. Moorani KN, Asim S. Parenteral iron sucrose in iron deficiency anaemia
of paediatric chronic kidney disease. J Ayub Med Coll Abbottabad. 2011;23(3):47-50. The study was approved as a registered clinical audit by the
Chelsea and Westminster and West Middlesex University Hospitals
Clinical Governance Department reference LA187. 12. Pinsk V, Levy J, Moser A, Yerushalmi B, Kapelushnik J. Efficacy and
safety of intravenous iron sucrose therapy in a group of children with iron
deficiency anemia. Isr Med Assoc J. 2008;10(5):335-8. Conflicts of interest and sources of funding: JF is on the advisory
board with Janssen and has received travel sponsorship with Falk. 13. Goldstein SL, Morris D, Warady BA. Comparison of the safety and efficacy
of 3 iron sucrose iron maintenance regimens in children, adolescents, and
young adults with CKD: a randomized controlled trial. Am J Kidney Dis. 2013;61(4):588-97. JE designed the study, interpreted the data and co-wrote the
paper. JE designed the study, interpreted the data and co-wrote the
paper. JE designed the study, interpreted the data and co-wrote the
paper. was introduced and was safer than iron dextran [27]. In 2000 iron
sucrose (IS) came into clinical use, whose incidence of anaphylaxis
was lower at 0.002%; compared to 0.04% with FG and 0.6-2.3%
with HMW-ID [28]. The biggest drawback of IS its low maximum
single administrable dose, resulting in multiple separate infusions to
reach therapeutic dose. Finally in 2007 ferric carboxymaltose (FCM)
became available with a license in Europe for patients above 14 yrs. A single dose of 1000 mg of iron can be given, and administered
relatively fast, over 15-60 minutes [29], with no requirement for test
dose, thus reducing hospital attendance times and costs. Of the 47
children in our series who received IV iron none experienced major
or lasting adverse event. In our series FCM was associated with a
5% mild reaction rate (rash) and IS with a 12.5% mild reaction rate
(itch and eye swelling). These numbers do not allow comparative
conclusions to be drawn between the two iron preparations in terms
of safety, however we provide evidence that parenteral iron and in
particular FCM is safe and well tolerated in children. We show that
IV iron is a highly efficacious treatment for IDA in children with IBD,
inducing clinically and statistically significant increments in HB, Fe
and transfer in saturation and reductions in transfer in and ESR. The
reduction in ESR was not paralleled by significant reduction in CRP
and reflects resolution of IDA rather than change in IBD activity. As
well as its lower reported incidence of anaphylaxis, FCM offers a less
onerous dosing schedule, no requirement for test dose and shorter
infusion time in contrast to IS. In our series we demonstrate safety of
FCM in children at least as young as 12 years. This is an off-label use
of this medication (<14 years of age). Other investigators have more
recently demonstrated safety of FCM in even younger age groups, not
specific to IBD [30]. We have selected lower risk cases by excluding
those with a personal history of severe allergy, atopy or anaphylaxis
to other agents. Remedy Publications LLC. Discussion Published evidence strongly supports both proactive treatment
of IDA in IBD, and the use of newer IV iron preparations which
are efficacious with fewer doses and less allergenic than their
predecessors. As in many other areas of pediatric practice, treatment
of children has relied upon the extrapolation of adult research. Here we contribute safety and efficacy data for IV iron therapy in
pediatric IBD. Oral ferrous supplements are oxidized in the gut,
produce activated hydroxyl radicals that affect the mucosa [18] and
may provoke gastrointestinal symptoms including bloating, nausea
and pain which can be exacerbated in patients with IBD [19]. In
inflammatory diseases, iron absorption is reduced and increased
hepcidin, an acute phase protein, plays a key role. In health,
hepcidin levels rise with total body iron stores and protect against
iron overload. Hepcidin is up-regulated in systemic inflammatory
states by interleukin (IL) 6 and IL-1, and impairs absorption of oral
iron via multiple mechanisms [20]. Adherence to oral iron therapy,
particularly in adolescent IBD patients, is frequently suboptimal [21]. Even in the adherent patient, several months of oral supplementation
may be required to achieve target HB. The first IV iron introduced in
the 1930s, an iron oxyhydroxide complex [22], had major side effects
and was only indicated in rare circumstances [23]. In the 1950s a high
molecular weight iron dextran (HMW-ID) was developed in which
the iron oxyhydroxide complex was surrounded by a shell of dextran
polymers [24]. This improved its bioavailability and side effect Figure 2: A) ESR (mm/hr) p=<0.0001. B) CRP (mg/ml) p=0.94 pre- and
post-treatment. Figure 2: A) ESR (mm/hr) p=<0.0001. B) CRP (mg/ml) p=0.94 pre- and
post-treatment. profile, however allergic reactions were frequent [25]. Gradually, low
molecular weight iron dextran compounds became available which
caused fewer adverse reactions [26]. Later ferric gluconate (FG) 2017 | Volume 2 | Issue 2 | Article 1011 4 Jenny Epstein, et al., Journal of Gastroenterology, Hepatology and Endoscopy Authorship Statement MP acquired and interpreted the data and drafted the paper. MP acquired and interpreted the data and drafted the paper. DP acquired the data and revised the manuscript. DP acquired the data and revised the manuscript. 14. Laass MW, Straub S, Chainey S, Virgin G, Cushway T. Effectiveness and
safety of ferric carboxymaltose treatment in children and adolescents with
inflammatory bowel disease and other gastrointestinal diseases. BMC
Gastroenterol. 2014;14:184. RKL performed the statistical analyses and revised the manuscript. RKL performed the statistical analyses and revised the manuscript. EG acquired the data. KS revised the manuscript. 15. Danko I, Weidkamp M. Correction of iron deficiency anemia with
intravenous iron sucrose in children with inflammatory bowel disease. J
Pediatr Gastroenterol Nutr. 2016 Nov;63(5):e107-e111. JF interpreted the data and revised the manuscript. JF interpreted the data and revised the manuscript. 2017 | Volume 2 | Issue 2 | Article 1011 Remedy Publications LLC. 5 Journal of Gastroenterology, Hepatology and Endoscopy Jenny Epstein, et al., 16. WHO. Iron deficiency anaemia: assessment, prevention, and control. A
guide for programme managers. 24. Auerbach M, Ballard H. Clinical use of intravenous iron. Administration
efficacy and safety. Hematology Am Soc Hematol Educ Program. 2010;2010:338-47. 17. Gasche C, Berstad A, Befrits R, Beglinger C, Dignass A, Erichsen K et al. Guidelines on the diagnosis and management of iron deficiency and anemia
in inflammatory bowel diseases. Inflamm Bowel Dis. 2007;13(12):1545–53. 25. Cançado RD, Muñoz M. Intravenous iron therapy: how far have we
come?Rev Bras HematolHemoter. 2011;33(6):461-9. 18. Millar AD, Rampton DS, Blake DR. Effects of iron and iron chelation in
vitro on mucosal oxidant activity in ulcerative colitis. Aliment Pharmacol
Ther. 2000;14(9):1163–8. 26. Fishbane S, Ungureanu VD, Maesaka JK, Kaupke CJ, Lim V, Wish J. The
safety of intravenous iron dextran in hemodialysis patients. Am J Kidney
Dis. 1996;28(4):529-34. 19. Erichsen K, Hausken T, Ulvik RJ et al. Ferrous fumarate deteriorated
plasma antioxidant status in patients with Crohn disease. Scand J
Gastroenterol. 2003;39(8):543-8. 27. Faich G, Strobos J. Sodium ferric gluconate complex in sucrose: safer
intravenous iron therapy than iron dextrans. Am J Kid Dis. 1999;33(3):464-
70. 20. Bergamaschi G, Di Sabatino A, Pasini A, Cristina Ubezio, Filippo Costanzo,
Davide Grataroli, et al. Intestinal expression of genes implicated in iron
absorption and their regulation by hepcidin. Clin Nutr. 2016. 28. Chertow GM, Mason PD, Vaage-Nilsen O, Ahlmén J. Update on adverse
drug events associated with parenteral iron. Nephrol Dial Transplant. 2017 | Volume 2 | Issue 2 | Article 1011 Authorship Statement 2006;21(2):378-82. 29. Lyseng-Williamson KA, Keating GM. Ferric carboxymaltose: a review of
its use in iron-deficiency anaemia. Drugs. 2009;69(6):739-56. 21. Greenley RN, Stephens KA, Nguyen EU, Kunz JH, Janas L, Goday P,
Schurman JV. Vitamin and mineral supplement adherence in pediatric
inflammatory bowel disease. J Pediatr Psychol. 2013;38(8):883-92. 30. Powers JM, Shamoun M, McCavit TL, Leah Adix, George R Buchanan. Intravenous ferric carboxymaltose in children with iron deficiency anemia
who respond poorly to oral iron. J Pediatr. 2016;180:212-6. 22. Ganz T, Nemeth E. Iron sequestration and anemia of inflammation. Semin
Hematol. 2009;46(4):387-93. 23. Macdougall IC. Evolution of iv iron compounds over the last century. J
Ren Care. 2009;35(2):8-13. 2017 | Volume 2 | Issue 2 | Article 1011 Remedy Publications LLC. 6
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Overflow Probability of Variable-Length Codes With Codeword Cost
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IEEE transactions on information theory
| 2,019
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cc-by
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8194 8194 IEEE TRANSACTIONS ON INFORMATION THEORY, VOL. 65, NO. 12, DECEMBER 2019 Overflow Probability of Variable-Length Codes
With Codeword Cost Ryo Nomura
, Member, IEEE On the other hand, as is well known, if we impose unequal
costs on code symbols, it makes no sense to use the codeword
length as a measure. In this setting, we have to consider the
codeword cost, instead of the codeword length. The average
codeword cost, which is a generalization of the average
codeword length, have been first analyzed also by Shannon [2]. Moreover, several researchers have studied on the average
codeword cost [7]–[9]. Karp [10] has given the variable-length
code, which minimizes the average codeword cost. Golin
and Rote [11], and Golin and Li [12] have proposed the
efficient algorithm for constructing the optimal variable-length
code for i.i.d. sources while Uyematsu et al. [13] have
proposed the asymptotic optimal universal variable-length
code for stationary ergodic sources, with respect to the aver-
age codeword cost. The infimum of the average codeword
cost has been determined by Krause [9] for i.i.d. sources
and extended to general sources by Han and Uchida [14]. Recently, Yagi and Nomura [15] have determined the general
formula of the infimum of the average codeword cost in the
variable-length code allowing non-vanishing error probability. Among others, Uchida and Han [5] have proposed the overflow
probability of the codeword cost. They have considered the
overflow probability as the probability of the codeword cost
per symbol being above a threshold. Then, they have shown
the infimum of achievable thresholds, where the achievable
threshold means that there exists a variable-length code whose
overflow probability of the codeword cost decreases with given
exponent r. Abstract—Lossless variable-length source coding with code-
word cost is considered for general sources. The problem setting,
where we impose on unequal costs on code symbols, is called
the variable-length coding with codeword cost. In this problem,
the infimum of average codeword cost have already been deter-
mined for general sources. On the other hand, the overflow
probability, which is defined as the probability of codeword
cost being above a threshold, have not been considered yet. In this paper, we first determine the infimum of achievable
threshold in the first-order sense and the second-order sense for
general sources with additive memoryless codeword cost. Then,
we compute it for some special sources such as i.i.d. sources
and mixed sources. A generalization of the codeword cost is also
discussed. Index Terms—Codeword cost, general source, information-
spectrum, overflow probability, variable-length coding. Manuscript received October 29, 2013; revised September 14, 2018;
accepted August 20, 2019. Date of publication September 16, 2019; date of
current version November 20, 2019. This work was supported in part by JSPS
KAKENHI under Grant JP26420371 and Grant JP18K04150. This article was
presented in part at the 2012 IEEE International Symposium on Information
Theory. The author is with the Center for Data Science, Waseda University, Tokyo
162-0042, Japan (e-mail: nomu@waseda.jp). his work is licensed under a Creative Commons Attribution 4.0 License. For more information, see http://creativecommo er a Creative Commons Attribution 4.0 License. For more information, see http://creativecommons.org/licenses/by/4.0/ I. INTRODUCTION L
OSSLESS variable-length coding problem is quite impor-
tant not only from the theoretical viewpoint but also
from the viewpoint of its practical applications. To evalu-
ate the performance of variable-length codes, several criteria
have been proposed. The most fundamental criterion is the
average codeword length proposed by Shannon [2]. Many
variable-length codes have been proposed and its performance
has been evaluated by using the average codeword length [3]. The overflow probability of codeword length is one of other
criteria, which denotes the probability of codeword length per
symbol being above a threshold R > 0. Merhav [4] has first
determined the optimal exponent of the overflow probability
given R for unifilar sources. Uchida and Han [5] have shown
the infimum of achievable threshold R under constraints that
the overflow probability vanishes with given exponent r. Their analyses are based on the information-spectrum methods
and the results are valid for general sources. Nomura and
Matsushima [6] have computed the infimum of ε-achievable
overflow threshold for general sources. Here, ε-achievable
overflow threshold means that there exists a variable-length
code, whose overflow probability is smaller than or equal
to ε. All the results mentioned here are in the meaning of
the codeword length. L p
In this paper, we also deal with the overflow probability of
the codeword cost. In particular, we consider the ε-achievable
threshold, which means that there exists a variable-length code,
whose overflow probability is smaller than or equal to ε. We first determine the infimum of first-order and second-order
achievable thresholds for general sources. The finer evaluation
of the achievable rate, called the second-order achievable rate,
has been investigated in several contexts. In the variable-length
source coding problem, Kontoyiannis [16] has established
the second-order source coding theorem on the codeword
length for i.i.d. sources and Markov sources. In the channel
coding problem, Strassen [17] (see, Csiszär and Körner [8]),
Hayashi [18], and Verdú et al. [19] have determined the
second-order capacity rate. Hayashi [20] has also shown
the second-order achievability theorems for the fixed-length
source coding problem for general sources and compute the
optimal second-order achievable rates for i.i.d. sources by
using the asymptotic normality. Nomura and Han [21] have
also computed the optimal second-order achievable rates in Manuscript received October 29, 2013; revised September 14, 2018;
accepted August 20, 2019. Date of publication September 16, 2019; date of
current version November 20, 2019. Communicated by Y. Oohama, Associate Editor for Source Coding. Color versions of one or more of the figures in this article are available
online at http://ieeexplore.ieee.org. Manuscript received October 29, 2013; revised September 14, 2018;
accepted August 20, 2019. Date of publication September 16, 2019; date of
current version November 20, 2019. This work was supported in part by JSPS
KAKENHI under Grant JP26420371 and Grant JP18K04150. This article was
presented in part at the 2012 IEEE International Symposium on Information
Theory.
The author is with the Center for Data Science, Waseda University, Tokyo
162-0042, Japan (e-mail: nomu@waseda.jp).
Communicated by Y. Oohama, Associate Editor for Source Coding.
Color versions of one or more of the figures in this article are available
online at http://ieeexplore.ieee.org.
Digital Object Identifier 10.1109/TIT.2019.2941888 This work is licensed under a Creative Commons Attribution 4.0 License. For more information, see http://creativecommons.org/licenses/by/4.0/ I. INTRODUCTION This work was supported in part by JSPS
KAKENHI under Grant JP26420371 and Grant JP18K04150. This article was
presented in part at the 2012 IEEE International Symposium on Information
Theory. Digital Object Identifier 10.1109/TIT.2019.2941888 NOMURA: OVERFLOW PROBABILITY OF VARIABLE-LENGTH CODES 8195 fixed-length source coding for mixed sources by using the
two-peak asymptotic normality. of n-dimensional random variables Xn, where each com-
ponent random variable X(n)
i
takes values in a countable
set X . It should be noted that each component of Xn may
change depending on block length n. This implies that even
consistency condition, which means that for any integers m,
n (m < n), X(m)
i
= X(n)
i
holds, may not hold. Analogously to these settings, we define the second-order
achievable threshold on the overflow probability and derive
the infimum of the second-order achievable thresholds. Notice
here that Nomura and Matsushima [6] have already considered
the first-order and the second-order achievabilities with respect
to the overflow probability of the codeword length. One of
contributions of this paper is to extend the results in [6]
to the case of the codeword cost. Our analysis is based
on the information-spectrum methods and hence our results
are valid for general sources. Furthermore, we apply our
results to i.i.d. sources and mixed sources as special cases and
compute the infimum of the first- and second-order achievable
thresholds for these important sources. (
)
i
i
y
Variable-length codes are characterized as follows. Let ϕn : X n →U∗,
ψn : {ϕn(x)}x∈X n →X n, be a variable-length encoder and a decoder, respectively, where
U = {1, 2, . . . , K} is called the code alphabet and U∗is the
set of all finite-length strings over U excluding the null string. We consider the situation that there are unequal costs
on code symbols. Let us define the cost function over U
considered in this paper. Each code symbol u ∈U is assigned
the corresponding cost c(u) such that 0 < c(u) < ∞, and the
additive cost c(u) of u = (u1, u2, . . . , uk) ∈Uk is defined by be a variable-length encoder and a decoder, respectively, where
U = {1, 2, . . . , K} is called the code alphabet and U∗is the
set of all finite-length strings over U excluding the null string. I. INTRODUCTION (2) (2) Throughout this paper, the logarithm is taken to the base K. Throughout this paper, the logarithm is taken to the base K. B. Overflow Probability of Codeword Cost The Overflow Probability of the Codeword Length is
Defined as Follows: This paper is organized as follows. In Section II, we state
the problem settings and define two achievabilities treated
in this paper. In Section III, we prove two lemmas which
play the key role in the subsequent analysis. In Section IV,
we determine the infimum of the first-order achievable thresh-
olds. In Section V, we derive the infimum of the second-order
achievable threshold and compute it for some special sources. In Section VI, we extend our results to the conditional cost. Finally, in Section VII, we conclude our results. Definition 2.1:
[4] Given a threshold R, the overflow
probability of the variable-length encoder ϕn is defined by εn(ϕn, R) = Pr
1
nl(ϕ(Xn)) > R
,
(3) (3) where l(·) denotes the length function. In this paper, we generalize the above overflow probability
not only to the case for unequal costs on code symbols but
also for the finer evaluation of the overflow probability. To this
end, we consider the overflow probability of codeword cost as
follows: I. INTRODUCTION We consider the situation that there are unequal costs
on code symbols. Let us define the cost function over U
considered in this paper. Each code symbol u ∈U is assigned
the corresponding cost c(u) such that 0 < c(u) < ∞, and the
additive cost c(u) of u = (u1, u2, . . . , uk) ∈Uk is defined by A generalization of the codeword cost is also considered. The codeword cost considered in the above is the memo-
ryless cost, which means that the component cost function
is fixed and the cost capacity is uniquely determined. This
property helps us to derive fundamental limits of the first- and
second-order achievable thresholds explicitly. On the other
hand, we also consider the case that the cost function may
vary according to the previous sequence. This is a setting
inherence in the variable-length coding with cost, and hence
it is meaningful to discuss. We try to extend our results to
this general cost function and demonstrate the upper and lower
bounds of the infimum of the first-order achievable thresholds. c(u) =
k
i=1
c(ui). In particular, we denote cmax = maxu∈U c(u) for short. This
cost function is called the memoryless cost function in this
paper. A generalization of this cost function is discussed in
Section VI. We only consider variable-length codes satisfying prefix
condition. It should be noted that every variable-length code
with prefix condition over unequal costs, satisfies Related
works
include
works
by
Kontoyiannis
and
Verdú [22], and Kosut and Sankar [23], [24]. They have
also considered the similar quantity with the overflow
probability. Kontoyiannis and Verdú [22] have derived the
fundamental limit of this quantity without the prefix con-
ditions. Kosut and Sankar [23], [24] have also derived the
upper-bound of the overflow probability in universal setting. It should be emphasized that they have considered the overflow
probability of codeword length for some special sources and
derived bounds up to the third-order. On the other hand, in this
paper we consider the overflow probability of codeword cost
for general sources and address the fundamental limit of the
achievable threshold up to the second-order.
x∈X n
K −αcc(ϕn(x)) ≤1,
(1) (1) where αc is called cost capacity and defined as the positive
unique root α of the equation [8]:
u∈U
K −αc(u) = 1. III. FINITE BLOCKLENGTH BOUNDS 1) βn = nR,
2) βn = na + √nL. 1) βn = nR, 2) βn = na + √nL. Our objective in this paper is to demonstrate the infimum
of the ε-achievable overflow thresholds as well as the infimum
of the (ε, a)-achievable overflow thresholds. To do so, in this
section we derive two lemmas. Remark 2.2: If we set βn = nR for all n = 1, 2, . . . , that
is, in the first case, the overflow probability can be written as εn(ϕn, nR) = Pr
c(ϕn(Xn)) > nR
= Pr
1
n c(ϕn(Xn)) > R
. Lemma 3.1: For any general sources X and any sequence of
positive number {βn}∞
n=1, there exists a variable-length encoder
ϕn that satisfies Thus, in the case of βn = nR, the overflow probability defined
by (4) means the probability that the codeword cost per symbol
exceeds some constant R. This is a natural extension of the
overflow probability of the codeword length to the overflow
probability of the codeword cost defined by (3). εn(ϕn, βn) < Pr
zn PXn(Xn) ≤K −αcβn
+znK αccmax+1,
(5) (5) for n = 1, 2, . . . , where {zn}∞
n=1 is a given sequence of an
arbitrary number satisfying zi > 0 for i = 1, 2, . . . and αc
denotes the cost capacity defined in (2). p
y
y ( )
On the other hand, in the analysis of the fixed-length
coding problem, Hayashi [20] has shown the second-order
asymptotics, which enables us a finer evaluation of the achiev-
able coding rate. A coding theorem from the view point of
the second-order asymptotics have been also analyzed by
Kontoyiannis [16]. Analogously to their results, we evaluate
the overflow probability in the second-order sense. To do
so, we consider the second case: βn = na + L√n for all
n = 1, 2, . . . . Hereafter, if we consider the overflow proba-
bility in the case of βn = na + L√n, we call it the second-
order overflow probability given a, while in the first case it
is called the first-order overflow probability. The second-order
overflow probability given a of the variable-length encoder ϕn
with threshold L is written as Proof:
Here, we use the code proposed by Han and
Uchida [14]. II. OVERFLOW PROBABILITY OF VARIABLE-LENGTH
CODING WITH COST Definition 2.2 (Overflow Probability of Codeword Cost):
Given some sequence {βn}∞
n=1, where 0 < βn < ∞for each
n = 1, 2, . . . , the overflow probability of variable-length
encoder ϕn is defined by A. Variable-Length Codes With Codeword Cost
for General Source The general source is defined as an infinite sequence X =
Xn =
X(n)
1 X(n)
2
. . . X(n)
n
∞
n=1 εn(ϕn, βn) = Pr
c(ϕ(Xn)) > βn
. (4) (4) IEEE TRANSACTIONS ON INFORMATION THEORY, VOL. 65, NO. 12, DECEMBER 2019 8196 if there exists a sequence of variable-length code (ϕn, ψn) such
that Remark 2.1: Nomura and Matsushima [6] have considered
the overflow probability with respect to the codeword length,
that is, Pr {l(ϕ(Xn)) > βn} and derived the achievability of the
first-order and the second-order sense. Kosut and Sankar [23]
have also defined the similar probability in the case of code-
word length and derived the upper bound in universal setting. Since {βn}∞
n=1 is an arbitrary sequence, the above definition
is general. In particular, we shall consider the following two
types of overflow probability in this paper: Remark 2.1: Nomura and Matsushima [6] have considered
the overflow probability with respect to the codeword length,
that is, Pr {l(ϕ(Xn)) > βn} and derived the achievability of the
first-order and the second-order sense. Kosut and Sankar [23]
have also defined the similar probability in the case of code-
word length and derived the upper bound in universal setting. lim sup
n→∞
εn
ϕn, na + L√n
≤ε. Definition 2.6 ((ε, a)-achievable overflow threshold): Definition 2.6 ((ε, a)-achievable overflow threshold): L(ε, a|X) Since {βn}∞
n=1 is an arbitrary sequence, the above definition
is general. In particular, we shall consider the following two
types of overflow probability in this paper: := inf {L|L is an (ε, a)-achievable overflow threshold} . IV. INFIMUM OF ε-ACHIEVABLE OVERFLOW THRESHOLD Lemma 3.2: For any variable-length code and any sequence
{βn}∞
n=1, it holds that III. FINITE BLOCKLENGTH BOUNDS Substituting (9) into (8), we obtain Substituting (9) into (8), we obtain εn(ϕn, βn)<Pr
Xn ∈An
+znK αcβn K −αc(βn−cmax)+log2
≤Pr
Xn ∈An
+ znK αccmax+1, Therefore, we have proved the lemma. Therefore, we have proved the lemma. Therefore, we have proved the lemma. because log 2 ≤1 holds. Therefore, we have proved the
lemma. III. FINITE BLOCKLENGTH BOUNDS Notice here that from the property of the code,
it holds that 1 c(ϕ∗
n(x)) ≤−1
αc
log PXn(x) + log 2
αc
+ cmax,
(6) (6) for all n = 1, 2, . . . , where ϕ∗
n denotes the encoder of the
code. Furthermore, we set the decoder as the inverse mapping
of ϕ∗
n that is, ψn = ϕ∗−1
n
. Please note that the code is a
uniquely decodable variable-length code for general sources
with countably infinite source alphabet. Next, we shall evaluate the overflow probability of this code. Set An =
x ∈X n
zn PXn(x) ≤K −αcβn
,
Sn =
x ∈X n
c(ϕ∗
n(x)) > βn
. εn
ϕn, na + L√n
= Pr
c(ϕn(Xn)) > na + L√n
= Pr
c(ϕn(Xn)) −na
√n
> L
. The overflow probability is given by The overflow probability is given by It should be noted that since we assume that βn satisfies
0 < βn < ∞, R is a positive number while L can be negative. εn(ϕn, βn) = Pr
Xn ∈Sn
=
x∈Sn
PXn(x)
=
x∈Sn∩An
PXn(x) +
x∈Sn∩Acn
PXn(x)
≤Pr
Xn ∈An
+
x∈Sn∩Acn
PXn(x), In the first-order case, we are interested in the infimum of
the threshold R that we can achieve. This is formalized as
follows. Definition 2.3: Given 0
≤
ε
<
1, R is called an
ε-achievable overflow threshold for the source if there exists
a sequence of variable-length code (ϕn, ψn) such that (7) where Ac denotes the complement set of the set A. where Ac denotes the complement set of the
Since (6) holds, for ∀x ∈Sn, we have lim sup
n→∞
εn(ϕn, nR) ≤ε. Since (6) holds, for ∀x ∈Sn, we have −1
αc
log PXn(x) + log 2
αc
+ cmax > βn. Definition 2.4 (ε-achievable overflow threshold): Definition 2.4 (ε-achievable overflow threshold): R(ε|X) := inf {R|R is an ε-achievable overflow threshold} . Thus, we have Also, in the analysis of the second-order overflow probabil-
ity, we define the achievability: PXn(x) < K −αc(βn−cmax)+log 2, Definition 2.5: Given 0 ≤ε < 1 and 0 < a < ∞, L is
called an (ε, a)-achievable overflow threshold for the source, 1In Section VI, we have introduced the modified version of this code. For
the derivation of this inequality, see also the proof of Lemma 6.2. III. FINITE BLOCKLENGTH BOUNDS NOMURA: OVERFLOW PROBABILITY OF VARIABLE-LENGTH CODES 8197 for ∀x ∈Sn. Substituting the above inequality into (7), we have
Thus, we have for ∀x ∈Sn. Substituting the above inequality into (7), we have
Thus, we have for ∀x ∈Sn. Substituting the above inequality into (7), we have
Thus, we have εn(ϕn, βn)
< Pr
Xn ∈An
+
x∈Sn∩Acn
K −αc(βn−cmax)+log2
= Pr
Xn ∈An
+
Sn ∩Ac
n
K −αc(βn−cmax)+log2. (8)
Here, from the definition of An, for ∀x ∈Ac
n, it holds that
Pr
PXn(Xn) ≤znK −αcβn
≤εn(ϕn, βn) +
x∈Bn∩Scn
PXn(x)
≤εn(ϕn, βn) +
x∈Bn∩Scn
znK −αcβn
ε (ϕ
β ) +
B ∩Sc
z K −αcβn
(11) εn(ϕn, βn)
< Pr
Xn ∈An
+
x∈Sn∩Acn
K −αc(βn−cmax)+log2
= Pr
Xn ∈An
+
Sn ∩Ac
n
K −αc(βn−cmax)+log2. (8) Here, from the definition of An, for ∀x ∈Ac
n, it holds that
x∈Bn∩Scn
= εn(ϕn, βn) +
Bn ∩Sc
n
znK −αcβn. (11) Here, from the definition of An, for ∀x ∈Ac
n, it holds that Here, from the definition of An, for ∀x ∈Ac
n, it holds that = εn(ϕn, βn) +
Bn ∩Sc
n
znK −αcβn. (11) (11) PXn(x) > K −αcβn
zn
. n(ϕn, βn)
n
n
n
Here, from (1), we have
(
( )) PXn(x) > K −αcβn
zn
. PXn(x) > K −αcβn
zn
. Here, from (1), we have
(
( PXn(x) > K −αcβn
zn
. Here, from (1), we have
1
K
α c(ϕ (x)) Here, from (1), we have 1 ≥
x∈X n
K −αcc(ϕn(x))
≥
x∈Scn
K −αcc(ϕn(x)) ≥
x∈Scn
K −αcβn =
Sc
n
K −αcβn. Thus, we have Thus, we have 1 ≥
x∈X n
PXn(x) ≥
x∈Acn
PXn(x)
>
x∈Acn
K −αcβn
zn
=
Ac
n
K −αcβn
zn
. n
>
x∈Acn
K −αcβn
zn
=
Ac
n
K −αcβn
zn
. x∈Sn
This mean that Bn ∩Sc
n
≤
Sc
n
≤K αcβn. (12) (12) This means that This means that Hence, substituting (12) into (11), we have Hence, substituting (12) into (11), we have Sn ∩Ac
n
≤
Ac
n
< znK αcβn. (9) (9) Pr
PXn(Xn) ≤anK −βn
≤εn(ϕn, βn) +
Bn ∩Sc
n
znK −αcβn
≤εn(ϕn, βn) + K αcβnznK −αcβn
= εn(ϕn, βn) + zn. 2For any sequence {Zn}∞
n=1 of real-valued random variables, we define
the
limit
superior
in
probability
of
{Zn}∞
n=1
by
p- lim supn→∞
Zn = inf {β| limn→∞Pr{Zn > β} = 0} (cf. [25]). A. General Formula εn(ϕn, βn) ≥Pr
PXn(Xn) ≤znK −αcβn
−zn, In this subsection, we determine R(ε|X) for general sources. Before showing the theorem, we define the function F(R) as
follows: for n = 1, 2, . . . , where {zn}∞
n=1 is a given sequence of an
arbitrary number satisfying zi > 0 for i = 1, 2, . . . . F(R) := lim sup
n→∞
Pr
1
nαc
log
1
PXn(Xn) ≥R
. Proof: Let ϕn be an encoder of the variable-length code. Set Bn =
x ∈X n
PXn(x) ≤znK −αcβn
,
Sn =
x ∈X n |c(ϕn(x)) > βn
. The following theorem is one of our main results: Theorem 4.1: For 0 ≤∀ε < 1, it holds tha Theorem 4.1: For 0 ≤∀ε < 1, it holds that (10) (10) R(ε|X) = inf {R |F(R) ≤ε } . R(ε|X) = inf {R |F(R) ≤ε } . Then, we have Proof: The proof consists of two parts. (Direct Part) Let R0 be as Proof: The proof consists of two parts. (Direct Part) Let R0 be as Pr
PXn(Xn) ≤znK −αcβn
=
x∈Bn
PXn(x)
=
x∈Bn∩Sn
PXn(x) +
x∈Bn∩Scn
PXn(x)
≤
x∈Sn
PXn(x) +
x∈Bn∩Scn
PXn(x)
≤εn(ϕn, βn) +
x∈Bn∩Scn
PXn(x). R0 = inf {R |F(R) ≤ε } , for short. Then, in this part we show that for short. Then, in this part we show that R(ε|X) ≤R0 + γ,
(13) (13) for any γ > 0 by showing that R0 is an ε-achievable overflow
threshold for the source. Let βn be as βn = n(R0 + γ ), then
from Lemma 3.1 there exists a variable-length code (ϕn, ψn)
that satisfies εn(ϕn, n(R0 + γ )) < Pr
zn PXn(Xn) ≤K −nαc(R0+γ )
+znK αccmax+1, On the other hand, for ∀x ∈Bn it holds that PXn(x) ≤znK −αcβn. IEEE TRANSACTIONS ON INFORMATION THEORY, VOL. 65, NO. 12, DECEMBER 2019 8198 Since we assume that (14) holds, it is obvious that there exists
γ > 0 that satisfies the above inequality. Then, we have for n = 1, 2, . . . . A. General Formula p
(Converse Part) p
(Converse Part) B. Strong Converse Property Assuming that R1 satisfying Strong converse property is one of important properties for
the source in the fixed-length source coding problem [25]. When we consider the second-order achievability, we have
to give an appropriate first-order term. In many cases the
first-order term is determined by considering the strong con-
verse property and hence the strong converse property has
an important meaning in the analysis of the second-order
achievability. R1 < inf {R |F(R) ≤ε } ,
(14) A. General Formula Thus, we have εn(ϕn, n(R0 + γ ))
< Pr
zn PXn(Xn) ≤K −nαc(R0+γ )
+ znK αccmax+1
= Pr
1
n log
1
zn PXn(Xn) ≥αc(R0 + γ )
+ znK αccmax +1
= Pr
1
nαc
log
1
PXn(Xn) ≥R0 + γ +
1
nαc
log zn
+znK αccmax+1, εn(ϕn, nR1) > Pr
1
nαc
log
1
PXn(Xn) ≥R1 + γ
αc
−K −nγ . Hence, we have lim sup
n→∞
εn(ϕn, nR1)
≥lim sup
n→∞
Pr
1
nαc
log
1
PXn(Xn) ≥R1 + γ
αc
> ε, for n = 1, 2, . . , ,
Notice here that zn > 0 is an arbitrary number. Setting
zn = K −√nγ , we have where the last inequality is derived from (15) and the definition
of F(R). εn(ϕn, n(R0 + γ ))
< Pr
1
nαc
log
1
PXn(Xn) ≥R0+γ −
√nγ
nαc
+K −√nγ +αccmax +1
< Pr
1
nαc
log
1
PXn(Xn) ≥R0+ γ
2
+ K−√nγ +αccmax+1, On the other hand, since we assume that R1 is an
ε-achievable overflow threshold, it holds that lim sup
n→∞
εn (ϕn, nR1) ≤ε. This is a contradiction. Therefore, the proof of the converse
part has been completed. for sufficiently large n, because
γ
2
>
γ
√nαc as n →∞. Thus, since αc and cmax are positive constants, by taking
lim supn→∞, we have for sufficiently large n, because
γ
2
>
γ
√nαc as n →∞. Thus, since αc and cmax are positive constants, by taking
lim supn→∞, we have From the above theorem, we can show a corollary. Before
describing the corollary, we define the spectral sup-entropy
rate [25]2: lim sup
n→∞
εn(ϕn, n(R0 + γ ))
≤lim sup
n→∞
Pr
1
nαc
log
1
PXn(Xn) ≥R0 + γ
2
. lim sup
n→∞
εn(ϕn, n(R0 + γ )) H(X) = p- lim sup
n→∞
1
n log
1
PXn(Xn). n→∞
≤lim sup
n→∞
Pr
1
nαc
log
1
PXn(Xn) ≥R0 + γ
2
. Then, the following corollary holds. Since γ > 0 is an arbitrary constant, from the definition of
R0 we have Corollary 4.1: R(0|X) = 1
αc
H(X). (16) lim sup
n→∞
εn(ϕn, n(R0 + γ )) ≤ε. (16) Noting that γ > 0 is arbitrarily small, the direct part has been
proved. holds. Proof:
This theorem can be proved by using the
similar argument with the proof of [25, Theorem 1.5.1]. For the completeness of the paper we give the proof in
Appendix A. The theorem reveals that the strong converse property only
depends on the source X and is independent on the cost
function. Remark 4.1: For an i.i.d. source, the following relationship
holds [25], H(X) = H(X) = H(X), Let zn be as zn = K −4√nγ , then we have εn
ϕn, na + √n(L0 + γ )
< Pr
1
√nαc
log
1
PXn(Xn) ≥√na + L0 + γ −
4√nγ
√nαc
+K αccmax+1K −4√nγ
= Pr
−log PXn(Xn) −nαca
√nαc
≥L0 + γ −
γ
4√nαc
+K αccmax+1−4√nγ
< Pr
−log PXn(Xn) −nαca
√nαc
≥L0 + γ
2
+K αccmax+1−4√nγ , where H(X) denotes the entropy of the source. Thus, any
i.i.d. source satisfies the strong converse property. This means
that the infimum of ε-achievable overflow thresholds R(ε|X)
is constant and is independent of ε. V. INFIMUM OF (ε, a)-ACHIEVABLE
OVERFLOW THRESHOLD A. General Formula (14) ) there exists a variable-length encoder ϕn that
satisfies In order to state the strong converse theorem, we define the
dual quantity of H(X) as In order to state the strong converse theorem, we define the
dual quantity of H(X) as H(X) = p- lim inf
n→∞
1
n log
1
PXn(Xn), εn
ϕn, na + √n(L0 + γ )
< Pr
zn PXn(Xn) ≤K −αc(na+√nL0+√nγ )
+znK αccmax+1. which is called the spectral inf-entropy rate [25].3 Then,
we have the following theorem on the strong converse
property. Theorem 4.2: Source X satisfies the strong converse prop-
erty if and only if Thus, we have H(X) = H(X)
(17) (17) εn
ϕn, na + √n(L0 + γ )
<Pr
zn PXn(Xn) ≤K −√nαc(√na+L0+γ )
+znK αccmax+1
=Pr
1
√nαc
log
1
zn PXn(Xn) ≥√na + L0 + γ
+znK αccmax+1
=Pr
1
√nαc
log
1
PXn(Xn) ≥√na+L0+γ +
1
√nαc
log zn
+znK αccmax+1. (14) (14) is an ε-achievable overflow threshold, then we shall show a
contradiction. Let βn be as βn
= nR1. Then, from Lemma 3.2 for
any sequence {zn}∞
n=1 (zi
> 0, i
= 1, 2, . . . ) and any
variable-length code it holds that εn(ϕn, nR1) > Pr
PXn(Xn) ≤znK −nαc R1
−zn, Analogously to the fixed-length coding problem, we can
consider the strong converse property in the meaning of the
overflow probability in variable-length codes. In this subsec-
tion, we establish the strong converse theorem on the overflow
probability of the variable-length coding with codeword cost. Let us begin with the definition of the strong converse property
treated in this paper. for n = 1, 2, . . . . Thus, for any variable-length code it holds
that for n = 1, 2, . . . . Thus, for any variable-length code it holds
that εn(ϕn, nR1)
> Pr
PXn(Xn) ≤znK −nαc R1
−zn
= Pr
1
nαc
log
1
PXn(Xn) ≥R1 −
1
nαc
log zn
−zn. Definition 4.1: Source X is said to satisfy the strong con-
verse property, if any variable-length code (ϕn, ψn) with the Set zn = K −nγ , where γ > 0 is a small constant that satisfies Set zn = K −nγ , where γ > 0 is a small constant that satisfies Set zn = K −nγ , where γ > 0 is a small constant that satisfies
R1 + γ
αc
< inf {R |F(R) ≤ε } . (15) R1 + γ
αc
< inf {R |F(R) ≤ε } . (15) (15) NOMURA: OVERFLOW PROBABILITY OF VARIABLE-LENGTH CODES 8199 for short. Then, in this part we shall show that overflow probability εn(ϕn, nR), where R is an arbitrary rate
satisfying R < R(0|X), necessarily yields L(ε, a|X) ≤L0 + γ,
(18) (18) lim
n→∞εn(ϕn, nR) = 1. for any γ > 0 by showing that L0 is an ε-achievable overflow
threshold for the source. Let βn be as βn = na +√n(L0 +γ ),
then from Lemma 3.1, for any sequence {zn}∞
n=1 (zi > 0,
i = 1, 2, . . . IEEE TRANSACTIONS ON INFORMATION THEORY, VOL. 65, NO. 12, DECEMBER 2019 8200 is
an
(ε, a)-achievable second-order overflow threshold,
we shall show a contradiction. For an i.i.d. source, from Remark 4.1, we are inter-
ested in L
ε, 1
αc H(X)
X
. To specify this quantity for an
i.i.d. source, we need to introduce the variance of the self-
information as follows: From Lemma 3.2 for any sequence {zn}∞
n=1 (zi
> 0,
i = 1, 2, . . . ) and any variable-length encoder, it holds that εn
ϕn, na + √nL1
≥Pr
PXn(Xn) ≤znK −αc(na+√nL1)
−zn, σ 2 := E
(−log PX(X) −H(X))2
. εn
ϕn, na + √nL1
≥Pr
PXn(Xn) ≤znK −αc(na+√nL1)
−zn, Here, we assume that the above variance exists and σ 2 > 0. Then, from Theorem 5.1 we obtain the following theorem. for n = 1, 2, . . . . Thus, for any variable-length encoder,
we have g
Theorem 5.2: For any i.i.d. source, it holds that L
ε, 1
αc
H(X)
X
= 1
αc
σ −1(1 −ε), εn
ϕn, na + √nL1
≥Pr
PXn(Xn) ≤znK −αc(na+√nL1)
−zn
= Pr
1
√nαc
log
1
PXn(Xn) ≥√na + L1 −log zn
√nαc
−zn
= Pr
−log PXn(Xn) −nαca
√nαc
≥L1 −log zn
√nαc
−zn. where −1 denotes a inverse function of and (T) is the
Gaussian cumulative distribution function with mean 0 and
variance 1, that is, (T ) is given by where −1 denotes a inverse function of and (T) is the
Gaussian cumulative distribution function with mean 0 and
variance 1, that is, (T ) is given by
= Pr
1
√nαc
log
1
PXn(Xn) ≥√na + L1 −log zn
√nαc
−zn
= Pr
−log PXn(Xn) −nαca
√nαc
≥L1 −log zn
√nαc
−zn. (T ) =
T
−∞
1
√
2π
exp
−y2
2
dy. (21) (21) Proof: From the definition of Fa(L), we have Proof: From the definition of Fa(L), we have Set zn = K −√nγ , where γ > 0 is a small constant that satisfies Set zn = K −√nγ , where γ > 0 is a small constant that satisfies FH(X)/αc(L) L1 + γ
αc
< inf {L |Fa(L) ≤ε } . IEEE TRANSACTIONS ON INFORMATION THEORY, VOL. 65, NO. 12, DECEMBER 2019 (20) FH(X)/αc(L)
= lim sup
n→∞
Pr
−log PXn(Xn) −nH(X)
√nαc
≥L
= lim sup
n→∞
Pr
−log PXn(Xn) −nH(X)
√nσ
≥Lαc
σ
. (20) (20) Here, since we assume (19), it is obvious that there exists
γ > 0 satisfying the above inequality. Then, we have Here, since we assume (19), it is obvious that there exists
γ > 0 satisfying the above inequality. Then, we have εn
ϕn, na + √nL1
≥Pr
−log PXn(Xn) −nαca
√nαc
≥L1 + γ
αc
−K −√nγ . his implies that
lim sup
n→∞
εn
ϕn, na + √nL1
≥lim sup
n→∞
Pr
−log PXn(Xn) −nαca
√nαc
≥L1 + γ
αc
> ε, εn
ϕn, na + √nL1
≥Pr
−log PXn(Xn) −nαca
√nαc
≥L1 + γ
αc
−K −√nγ . On the other hand, since we consider the i.i.d. source , from
the asymptotic normality (due to the central limit theorem) it
holds that This implies that This implies that lim
n→∞Pr
−log PXn(Xn)−nH(X)
√nσ
≤U
=
U
−∞
1
√
2π
exp
−y2
2
dy. lim sup
n→∞
εn
ϕn, na + √nL1
≥lim sup
n→∞
Pr
−log PXn(Xn) −nαca
√nαc
≥L1 + γ
αc
> ε, This means that FH(X)/αc(L) =
+∞
Lαc
σ
1
√
2π
exp
−y2
2
dy. where the last inequality is derived from (20) and the definition
of Fa(L). Thus, L
ε, 1
αc H(X)
X
is given by
L
ε, 1
αc
H(X)
X
= inf
L
+∞
Lαc
σ
1
√
2π
exp
−y2
2
dy ≤ε
= inf
L
1 −
Lαc
σ
≤ε
. , L
ε, 1
αc H(X)
X
is given by On
the
other
hand,
since
we
assume
that
L1
is
(ε, a)-achievable, it holds that lim sup
n→∞
εn
ϕn, na + √nL1
≤ε. This is a contradiction. Therefore, the proof of converse part
has been completed. Remark 5.1: As we have shown in the above, the proof of
Theorem 5.1 proceeds in parallel with that of Theorem 4.1 by
using Lemma 3.1 and Lemma 3.2. We observe that we can
use the same argument for other sequence {βn}∞
n=1 such that
βn →∞. IEEE TRANSACTIONS ON INFORMATION THEORY, VOL. 65, NO. 12, DECEMBER 2019 Thus, these lemmas are of great use to analyze the
overflow probability of the variable-length code with codeword
cost. Since
Lαc
σ
is a continuous function and monotonically
increases as L increases, we have L
ε, 1
αc H(X)
X
αc
σ
= −1(1 −ε). A. General Formula So far, we have considered the first-order achievable thresh-
old. In this section, we consider the second-order achievability. In the second-order case, the infimum (ε, a)-achievable over-
flow threshold for general sources is also determined by using
Lemma 3.1 and Lemma 3.2. for sufficiently large n, because γ
2 >
γ
4√nαc holds for suffi-
ciently large n. for sufficiently large n, because γ
2 >
γ
4√nαc holds for suffi-
ciently large n. We define the function Fa(R) given a as follows, which is
analogous to the function F(R) in the first-order case, y
g
By taking lim supn→∞, we have Fa(L) := lim sup
n→∞
Pr
−log PXn(Xn) −nαca
√nαc
≥L
. lim sup
n→∞
εn
ϕn, na + √n(L0 + γ )
≤lim sup
n→∞
Pr
−log PXn(Xn) −nαca
√nαc
≥L0 + γ
2
. Then, we have Then, we have m 5.1: For 0 ≤∀ε < 1, it holds that
L(ε, a|X) = inf {L |Fa(L) ≤ε } . Theorem 5.1: For 0 ≤∀ε < 1, it holds that Hence, from the definition of L0 we have L(ε, a|X) = inf {L |Fa(L) ≤ε } . lim sup
n→∞
εn
ϕn, na + √n(L0 + γ )
≤ε. Proof: The proof is similar to the proof of Theorem 4.1. (Direct Part) Let L0 be as This means that (18) holds. Therefore, the direct part has been
proved. This means that (18) holds. Therefore, the direct part has been
proved. proved. L0 = inf {L |Fa(L) ≤ε } , (Converse Part) Assuming that L1 satisfying 3For any sequence {Zn}∞
n=1 of real-valued random variables, we define
the limit inferior in probability of {Zn}∞
n=1 by p- lim infn→∞Zn
=
sup {α| limn→∞Pr{Zn < α} = 0} (cf. [25]). L1 < inf {L |Fa(L) ≤ε } ,
(19) (19) IEEE TRANSACTIONS ON INFORMATION THEORY, VOL. 65, NO. 12, DECEMBER 2019 NOMURA: OVERFLOW PROBABILITY OF VARIABLE-LENGTH CODES NOMURA: OVERFLOW PROBABILITY OF VARIABLE-LENGTH CODES 8201 C. Computation for Mixed Sources In
Case I, we shall compute
L
ε, 1
αc H(X1)
X
(this is equal to L
ε, 1
αc H(X2)
X
). In Case II and Case III, we shall show L
ε, 1
αc H(X1)
X
and where w(i) are constants satisfying w(1) + w(2) = 1 and
w(i) > 0 (i = 1, 2). Since two i.i.d. sources Xi (i = 1, 2)
are completely specified by giving just the first component Xi
(i = 1, 2), we may write simply as Xi = {Xi} (i = 1, 2) and
define the variances:
In Case II and Case III, we shall show L
ε, 1
αc H(X1)
X
and
c
L
ε, 1
αc H(X2)
X
, respectively. Then, from Theorem 5.1 we
obtain the following theorem: σ 2
i := E
log
1
PXi (Xi) −H(Xi)
2
(i = 1, 2), g
Theorem 5.4: For any mixed source, it holds that Case I Case I L
ε, 1
αc
H(X1)
X
= T1, where we assume that these variances exist and σ 2
i
> 0
(i = 1, 2). where T1 is specified by where T1 is specified by Before showing second-order analysis we shall consider the
first-order case. Without loss of generality, we assume that
H(X1) ≥H(X2) holds. ε = 1 −
2
i=1
w(i)
αcT1
σi
. (25) (25) Theorem 5.3: For any mixed source defined by (22),
we have Case II R(ε|X) =
H(X1)
αc
if 0 ≤ε < w(1),
H(X2)
αc
if w(1) ≤ε < 1. (23)
ε, 1
αc
H(X1)
X
= T2,
ε, 1
αc
H(X1)
X
= T2, (23) where T2 is specified by where T2 is specified by Proof:
This theorem can be obtained as an immediate
consequence of Theorem 4.1. ε = w(1)
1 −
αcT2
σ1
. (26) (26) By using the above theorem we shall compute the
second-order case. As we have mentioned in the above,
the asymptotic normality of self information does not hold for
mixed sources. However, since we consider the case where
Xi
= {Xi} (i = 1, 2) is an i.i.d. source, the following
asymptotic normality holds for each component i.i.d. B. Computation for i.i.d. Sources Therefore, the proof has been completed. Therefore, the proof has been completed. Therefore, the proof has been completed. Therefore, the proof has been completed. Theorem 5.1 is a quite general result, because there is
no restriction about the probability structure for the source. However, to compute the function L (ε, a|X) is hard in general. Next, we consider a simple case such as an i.i.d. source with
countably infinite alphabet and we address the above quantity
explicitly. Remark 5.2: As shown in the proof, the derivation of
Theorem 5.2 is based on of the asymptotic normality of
the self-information. This means that the similar argument
is valid for any source for which the asymptotic nor-
mality of self-information holds such as Markov sources
(see, Hayashi [20]). C. Computation for Mixed Sources source X it holds that, for i = 1, 2 source X it holds that, for i = 1, 2, rce X it holds that, for i = 1, 2,
Pr
−log PXn(Xn
i )
√n
≥zn
≥Pr
−log PXn
i (Xn
i )
√n
≥zn + γn
−e−√nγn,
Pr
−log PXn(Xn
i )
√n
≥zn
≤Pr
−log PXn
i (Xn
i )
√n
≥zn −γn
, In this subsection we consider mixed sources. The class
of mixed sources is very important, because all of stationary
sources can be regarded as forming mixed sources obtained by
mixing stationary ergodic sources with respect to appropriate
probability measures. Notice here that, in general, the mixed
source does not have the asymptotic normality of the self-
information. So, we can not simply apply Theorem 5.2. The second-order achievable rates for mixed sources has
been first considered by Nomura and Han [21] in the
fixed-length source coding problem. The result in this sub-
section is a variable-length coding counterpart of the result
in [21]. where γn > 0 satisfies γ1 > γ2 > · · · > 0, γn →0,
√nγn →∞. In the sequel, we also assume that H(X1) ≥H(X2) holds
without loss of generality. Then, given ε (0 ≤ε < 1) we
classify the problem into three cases: We consider the mixed source consisting of two stationary
memoryless sources Xi = {Xn
i }∞
n=1 with i = 1, 2. Then,
the mixed source X = {Xn}∞
n=1 is defined by I
H(X1) = H(X2) holds. II
H(X1) > H(X2) and w(1) > ε hold. III
H(X1) > H(X2) and w(1) < ε hold. PXn(x) = w(1)PXn
1(x) + w(2)PXn
2 (x),
(22) (22) (22) See Remark 5.3, in the case where H(X1)
>
H(X2)
and w(1)
=
ε
hold. In
Case I, we shall compute
L
ε, 1
αc H(X1)
X
(this is equal to L
ε, 1
αc H(X2)
X
). In Case II and Case III, we shall show L
ε, 1
αc H(X1)
X
and
L
ε, 1
αc H(X2)
X
, respectively. Then, from Theorem 5.1 we
obtain the following theorem: See Remark 5.3, in the case where H(X1)
>
H(X2)
and w(1)
=
ε
hold. C. Computation for Mixed Sources source: Case III L
ε, 1
αc
H(X2)
X
= T3, where T3 is specified by ε = w(1) + w(2)
1 −
αcT3
σ2
. (27) lim
n→∞Pr
−log PXn
i (Xn
i ) −nH(Xi)
√nσi
≤U
= (U). (24) (27) Proof:
This theorem can be shown substantially same
with [21, Theorem 5.1]. We only show the proof of Case I in
Appendix B. The following lemma plays the key role in dealing with
mixed sources in the proof of Theorem 5.4. Remark 5.3: In the case where H(X1) >
H(X2) and
w(1) = ε hold, it is not difficult to check that T2 = −∞ Lemma 5.1 (Han [25], (see also [21, Lemma 4.1])): Let
{zn}∞
n=1 be any real-valued sequence. Then for the mixed IEEE TRANSACTIONS ON INFORMATION THEORY, VOL. 65, NO. 12, DECEMBER 2019 8202 Fig. 1. Illustrative figure of Case I: Two Gaussian distributions with mean
0.097 and σ = 0.051, and mean 0.097 and σ = 0.041. T1 ≈0.07 is the
unique point at which the probability of the weighted sum of shaded areas
equals to ε = 0.06. Fig. 1. Illustrative figure of Case I: Two Gaussian distributions with mean
0.097 and σ = 0.051, and mean 0.097 and σ = 0.041. T1 ≈0.07 is the
unique point at which the probability of the weighted sum of shaded areas
equals to ε = 0.06. Fig. 2. Illustrative figure of Case II: Two Gaussian distributions with mean
1.169 and σ = 0.023, and mean 0.910 and σ = 0.046. T2 is the unique
point at which the probability of the weighted sum of shaded areas equals to
ε = 0.025. Fig. 2. Illustrative figure of Case II: Two Gaussian distributions with mean
1.169 and σ = 0.023, and mean 0.910 and σ = 0.046. T2 is the unique
point at which the probability of the weighted sum of shaded areas equals to
ε = 0.025. Fig. 2. Illustrative figure of Case II: Two Gaussian distributions with mean
1.169 and σ = 0.023, and mean 0.910 and σ = 0.046. T2 is the unique
point at which the probability of the weighted sum of shaded areas equals to
ε = 0.025. Fig. 1. Illustrative figure of Case I: Two Gaussian distributions with mean
0.097 and σ = 0.051, and mean 0.097 and σ = 0.041. C. Computation for Mixed Sources T1 ≈0.07 is the
unique point at which the probability of the weighted sum of shaded areas
equals to ε = 0.06. Fig. 3. Illustrative figure of Case III: Two Gaussian distributions with mean
1.169 and σ = 0.023, and mean 0.910 and σ = 0.046. T3 is the unique
point at which the probability of the weighted sum of shaded areas equals to
ε = 0.52. and T3 = +∞(cf. [21, Remark 5.2]). Hence, in this case we
obtain L
ε, 1
αc
H(X1)
X
= −∞,
L
ε, 1
αc
H(X2)
X
= +∞. Example 5.1: We
here
give
numerical
examples
of
Theorem 5.4. Let us consider the mixed sources PXn(x) = 0.5PXn
1(x) + 0.5PXn
2 (x) with alphabets X = {0, 1, 2} and U = X. Moreover, we con-
sider the cost function satisfying c(0) = 1, c(1) = 1, and
c(2) = 2. In this setting, the cost capacity αc is given by the
unique solution of Fig. 3. Illustrative figure of Case III: Two Gaussian distributions with mean
1.169 and σ = 0.023, and mean 0.910 and σ = 0.046. T3 is the unique
point at which the probability of the weighted sum of shaded areas equals to
ε = 0.52. 3−α + 3−α + 3−2α = 1. Thus, we have αc = log3(1 +
√
2). In this case, we have H(X1) ≈0.937, H(X2) ≈0.730,
σ 2
1 ≈0.11, and σ 2
2 ≈0.41. Hence, we have In this case, we have H(X1) ≈0.937, H(X2) ≈0.730,
σ 2
1 ≈0.11, and σ 2
2 ≈0.41. Hence, we have g3(
)
First, we consider Case I, that is, H(X1) = H(X2) = 0.8
with PX1(0) = 0.2, PX1(1) ≈0.145, PX1(2) ≈0.655,
PX2(0) = 0.4, PX2(1) ≈0.065 and PX2(2) ≈0.535. Then,
we have σ 2
1 ≈0.334 and σ 2
2 ≈0.214. Hence, we have H(X1)
αc
≈1.169,
H(X2)
αc
≈0.910. H(X1)
αc
= H(X2)
αc
≈0.997. Moreover, let us consider the case n = 300. Then, it holds
that σ1
αc
√n ≈0.023,
σ2
αc
√n ≈0.046. Moreover, let us consider the case n = 200. In this case it
holds that σ1
αc
√n ≈0.051,
σ2
αc
√n ≈0.041. Fig. 2 and Fig. 3 illustrate Case II and Case III in this
numerical example. VI. GENERALIZATION OF THE COST FUNCTION So far, we have considered the additive cost consisting of
the fixed memoryless cost function. In this section, we will
extend our results to more general cost function, that is,
the conditional cost function. The conditional cost function
is the function that the cost of the code symbol ui depends
on the previous sequence ui−1
1
. In the application such as
the video coding or the coding on magnetic data storage,
constrained codes have been utilized [26]–[28]. In particular,
the symmetric fix-free code, the run-length constraint codes are
representative. The symmetric constraint is the constraint that
each codeword is required to be a palindrome. The run-length
constraint code is the code in which the number of consecutive
ones in a codeword is restricted. In each of these cases, it can
be considered that the cost of ui depends on the previous
sequence ui−1
1
. Furthermore, the conditional cost function con-
sidered in this section includes the regular cost function (see,
Remark 6.1 for the definition of the regular cost function). The
relationship between the variable-length coding with regular
cost function and the simulating Markov process has been
clarified [14]. Hence, the conditional cost function is important
and meaningful to discuss from both of the practical and
theoretical viewpoints.
u∈D
q(u) ≤1 holds (cf. [14, Lemma 1]). holds (cf. [14, Lemma 1]). holds (cf. [14, Lemma 1]). Secondly, we have the following lemmas which are gener-
alizations of Lemmas 3.1 and 3.2. Lemma 6.2: For any general sources X and any sequence of
positive number {βn}∞
n=1, there exists a variable-length encoder
ϕn that satisfies εn(ϕn, βn)
< Pr
zn PXn(Xn) ≤K −αcβn
+ znK αccmax+1,
(31) (31) for n = 1, 2, . . . , where {zn}∞
n=1 is a given sequence of an
arbitrary number satisfying zi > 0 for i = 1, 2, . . . . Proof:
First, we extend the code ϕ∗
n
proposed by
Han and Uchida [14] (see also, Yagi and Nomura [15]) to the
cost function treated in this section. To do so, we assume that
all the elements in X n are indexed as {x1, x2, . . . }. NOMURA: OVERFLOW PROBABILITY OF VARIABLE-LENGTH CODES NOMURA: OVERFLOW PROBABILITY OF VARIABLE-LENGTH CODES 8203 for any u ∈D. Then, the prefix condition and (29) assure that VI. GENERALIZATION OF THE COST FUNCTION We define Pk :=
k−1
j=1
PXn(x j),
Qk := Pk + 1
2 PXn(xk), Pk :=
k−1
j=1
PXn(x j), Qk := Pk + 1
2 PXn(xk), The conditional cost function treated in this section is
defined as follows. The codeword cost c(ul) of a codeword
ul ∈Ul is defined by for k = 1, 2, . . . , where P1 = 0. Moreover set for k = 1, 2, . . . , where P1 = 0. Moreover set q(u) = K −l(u)
i=1 αc(ui−1
1
)c(ui|ui−1
1
), c(ul) =
l
i=1
c(ui|ui−1
1
),
(28) (28) for ∀u ∈U∗and also define for ∀u ∈U∗and also define β(u) :=
u′:u′≺u
q(u′),
γ (u) := β(u) + q(u), where c(ui|ui−1
1
) is called the conditional cost of ui given
ui−1
1
such that 0 < cmin
≤c(ui|ui−1
1
) ≤cmax
< ∞
(∀i, ∀ui ∈U, ∀ui−1
1
∈Ui−1), where cmin and cmax are some
constants. Here, we set u0
1 is the null string. We call this the
conditional cost in this paper. 1
1 and I(u) := [β(u), γ (u)), where ≺denotes the lexicographic order on the set Ul(u). Now, to each xk we uniquely assign uk such as The conditional cost capacity αc(ui−1
1
) given ui−1
1
is defined
by the positive unique root α of the equation
ui∈U
K −αc(ui|ui−1
1
) = 1,
(29) uk = arg min
u∈Kk
l(u),
(32) (32) (29) where Kk denotes the set of u ∈U∗such that the interval I(u)
includes Qk but neither Pk nor Pk+1. Here, we can verify the
existence uk for ∀xk ∈X n as follows. From (29) we obtain for ui−1
1
∈Ui−1. It should be noted that αc(ui−1
1
) may vary
according to ui−1
1
. Moreover, we set
u∈Um
q(u) =
u∈Um
K −m
i=1 αc(ui−1
1
)c(ui|ui−1
1
) = 1, αc = sup
u∈U∗αc(u),
αc = inf
u∈U∗αc(u), and assume that 0 < αc ≤αc < ∞holds. for all m = 1, 2, . . . . Furthermore, from the assumption that
αc > 0 and cmin > 0 hold, it holds that I(ui+1
1
) ⊊I(ui
1)
for any ui+1
1
∈U∗. Hence, for ∀xk ∈X n there exists uk
satisfying (32). C. Computation for Mixed Sources It should be noted that the area of shaded
regions is equal to ε = 0.025 (Fig. 2) and ε = 0.52 (Fig. 3). Then, from Theorem 5.4, T2 ≈0.038 and T3 ≈0.071 are
computed by using two Gaussian distributions with mean
1.169 and σ = 0.023, and mean 0.910 and σ = 0.046. Fig. 1 illustrates this case with ε = 0.06. From Theorem 5.4,
T1 ≈0.07 is computed by using two Gaussian distributions
with mean 0.097 and σ
= 0.051, and mean 0.097 and
σ = 0.041 such that the probability of the weighted sum of
shaded regions equals to ε = 0.06. We also observe that the
infimum of the second-order achievable rate may be negative,
when ε > 0.5. We also observe that the infimum of the second-order
achievable rate may be negative, when 0.25 < ε < 0.5 or
0.75 < ε < 1 holds. Remark 5.4: In [21], the countably infinite mixture of i.i.d. sources and the general mixture of i.i.d. sources are treated. We can also obtain the infimum of (ε, a)-achievable overflow
threshold in these cases by using the similar argument. Secondly, we shall give examples of Case II and Case III. We assume that the probability of each source symbol is given
by PX1(0) = 0.5, PX1(1) = 0.3, PX1(2) = 0.2, PX2(0) = 0.7,
PX2(1) = 0.2, PX2(2) = 0.1, respectively. VI. GENERALIZATION OF THE COST FUNCTION c
In order to establish the coding theorem in this setting,
we first have the following lemma instead of (1). In order to establish the coding theorem in this setting,
we first have the following lemma instead of (1). Lemma 6.1: The variable-length code D = {u1, u2, . . . }
with the prefix condition over the conditional cost satisfies Then,
clearly
(Pk, Pk+1)
⊃
I(u)
holds
and
each
interval
I(u1), I(u2), . . . is
disjoint. This
implies
that
{u1, u2, . . . , } satisfies the prefix condition. Thus, we can
define the prefix encoder
u∈D
K −l(u)
i=1 αc(ui−1
1
)c(ui|ui−1
1
) ≤1,
(30) (30) where l(u) denotes the length of the codeword u. Proof: We define ϕ∗
n(xk) = uk. We next evaluate the cost of this code c(ϕ∗
n(xk)) as fol-
lows. For each sequence uk = (u1, u2, . . . , ul), we define q(u) := K −l(u)
i=1 αc(ui−1
1
)c(ui|ui−1
1
), IEEE TRANSACTIONS ON INFORMATION THEORY, VOL. 65, NO. 12, DECEMBER 2019 8204 Proof:
By using Lemmas 6.2 and 6.3 it suffices to
proceed in parallel with the arguments as made in the proof
of Theorem 4.1. Proof:
By using Lemmas 6.2 and 6.3 it suffices to
proceed in parallel with the arguments as made in the proof
of Theorem 4.1. uk = (u1, u2, . . . , ul−1). Since I(uk) ⊂I(uk) holds, we have
Qk ∈I(uk). Moreover, from the definition we also have
Pk ∈I(uk) or Pk+1 ∈I(uk). This means that the width
|I(uk)| is larger than PXn(xk)/2. Thus, in view of (28),
we have uk = (u1, u2, . . . , ul−1). Since I(uk) ⊂I(uk) holds, we have
Qk ∈I(uk). Moreover, from the definition we also have
Pk ∈I(uk) or Pk+1 ∈I(uk). This means that the width
|I(uk)| is larger than PXn(xk)/2. Thus, in view of (28),
we have uk = (u1, u2, . . . , ul−1). Since I(uk) ⊂I(uk) holds, we have Q
(
)
Pk ∈I(uk) or Pk+1 ∈I(uk). This means that the width
|I(uk)| is larger than PXn(xk)/2. Thus, in view of (28),
we have We immediately have the following corollary, which subsumes
Theorem 4.1. VI. GENERALIZATION OF THE COST FUNCTION Corollary 6.1: Assuming that αc = αc holds, then we have PXn(xk)
2
< |I(uk)| PXn(xk)
2
< |I(uk)|
= K −l(uk)
i=1 αc(ui−1
1
)c(ui|ui−1
1
)
≤K −αc
l(uk)
i=1 c(ui|ui−1
1
)
= K −αcc(uk). R(ε|X)
= inf
R
lim sup
n→∞
Pr
1
nαc
log
1
PXn(Xn) ≥R
≤ε
, R(ε|X) = K −l(uk)
i=1 αc(ui−1
1
)c(ui|ui−1
1
)
≤K −αc
l(uk)
i=1 c(ui|ui−1
1
)
= K −αcc(uk). for 0 ≤ε < 1. Remark 6.1: As a special case of this conditional cost,
we can consider the case that the conditional cost capacity
αc(u) = α holds for all u ∈U∗. Such a class of cost functions,
said to be regular, has been first considered in [29]. Han and
Uchida [14] also have treated the regular cost function. This
is a typical example where αc = αc holds. Then, we obtain btain
c(uk) < −1
αc
log PXn(xk) + log 2
αc
. c(uk) < −1
αc
log PXn(xk) + log 2
αc
. (33) (33) αc(u) = α holds for all u ∈U∗. Such a class of cost functions,
said to be regular, has been first considered in [29]. Han and
Uchida [14] also have treated the regular cost function. This
is a typical example where αc = αc holds. Hence, we obtain c(ϕ∗
n(xk)) ≤c(uk) + cmax
< −1
αc
log PXn(x) + log 2
αc
+ cmax. (34) Remark 6.2: In this section, we have only discussed the
infimum of the first-order achievable threshold. It should be
noted that we can also derive the upper and lower bounds of
the infimum of the second-order achievable threshold by using
Lemmas 6.2 and 6.3. (34) Now, we can prove the lemma by using the similar argument
as that in the proof of Lemma 3.1. Note that we use the
inequality (34) instead of (6). VII. CONCLUDING REMARKS Theorem 6.1: For 0 ≤∀ε < 1, it holds that Theorem 6.1: For 0 ≤∀ε < 1, it holds that Theorem 6.1: For 0 ≤∀ε < 1, it holds that
inf
R
F(R) ≤ε
≤R(ε|X) ≤inf {R |F(R) ≤ε } ,
where F(R) and F(R) are respectively defined by VII. CONCLUDING REMARKS Lemma 6.3: For any variable-length code and any sequence
{βn}∞
n=1, it holds that We have so far dealt with the overflow probability of
the variable-length coding with codeword cost. As shown
in the present paper, the information-spectrum approach is
substantial in the analysis of the overflow probability of the
variable-length coding. εn(ϕn, βn) ≥Pr
PXn(Xn) ≤znK −αcβn
−zn, for n = 1, 2, . . . , where {zn}∞
n=1 is a given sequence of an
arbitrary number satisfying zi > 0 for i = 1, 2, . . . . for n = 1, 2, . . . , where {zn}∞
n=1 is a given sequence of an
arbitrary number satisfying zi > 0 for i = 1, 2, . . . . In particular, Lemmas 3.1 and 3.2 are quite fundamental,
because the first-order coding theorem (Theorem 4.1) and
the second-order coding theorem (Theorem 5.1) have been
established by invoking these lemmas. It should be emphasized
that these theorems can be proved by using the similar
argument. In the channel coding problem, the third-order
optimal achievable rate has been discussed [30], [31]. Also
in the variable-length coding regime, the optimal achievable
overflow threshold with respect to the codeword length has
been discussed in detail in [22]. If we set βn appropriately in
Lemmas 3.1 and 3.2, we can also derive the general formula
of the optimal third- or higher-order overflow threshold for the
variable-length coding with codeword cost. Proof: From Lemma 6.1, for any prefix code D we obtain 1 ≥
u∈D
K −l(u)
i=1 αc(ui−1
1
)c(ui|ui−1
1
)
≥
u∈D
K −αc
l(u)
i=1 c(ui|ui−1
1
)
=
u∈D
K −αcc(u). This means that 1 ≥
x∈X n
K −αcc(ϕn(x)). (35) (35) Then, the proof of the lemma proceeds in parallel with the
proof of Lemma 3.2. Note that we use the inequality (35)
instead of (1). Finally, we have extended our results for the memoryless
cost to the conditional cost. Another typical but important
cost is the finite-state cost [7] which admits cmin = 0. It is
an interesting problem to extend our result to this finite-state
cost. Finally, we have the following theorem, which reveals the
upper and lower bounds of the infimum of the first-order
achievable overflow threshold. PROOF OF THEOREM 5.4 We only show Case I. The proofs of Case II and Case III
are similar to that of Case I and [21, Theorem 5.1] We only show Case I. The proofs of Case II and Case III
are similar to that of Case I and [21, Theorem 5.1]
From the definition of Fa(L), we have εn(ϕn, nR)
> Pr
1
nαc
log
1
PXn(Xn) ≥R −
1
nαc
log zn
−zn,
for any sequence {zn}∞
n=1 (zi > 0, i = 1, 2, . . . ). Let zn be as
K −nγ , then we have εn(ϕn, nR)
> Pr
1
nαc
log
1
PXn(Xn) ≥R −
1
nαc
log zn
−zn,
for any sequence {zn}∞
n=1 (zi > 0, i = 1, 2, . . . ). Let zn be as
K −nγ , then we have εn(ϕn, nR)
> Pr
1
nαc
log
1
PXn(Xn) ≥R −
1
nαc
log zn
−zn, From the definition of Fa(L), we have FH(X1)/αc(L)
= lim sup
n→∞
Pr
−log PXn(Xn) −nH(X1)
√nαc
≥L
= lim sup
n→∞
2
i=1
Pr
−log PXn(Xn
i ) −nH(X1)
√nαc
≥L
w(i) for any sequence {zn}∞
n=1 (zi > 0, i = 1, 2, . . . ). Let zn be as
K −nγ , then we have for any sequence {zn}∞
n=1 (zi > 0, i = 1, 2, . . . ). Let zn be as
K −nγ , then we have εn(ϕn, nR)
> Pr
1
nαc
log
1
PXn(Xn) ≥R + γ
αc
−K −nγ
= Pr
1
nαc
log
1
PXn(Xn) ≥1
αc
H(X) −γ
αc
−K −nγ
= Pr
1
nαc
log
1
PXn(Xn) ≥1
αc
H(X) −γ
αc
−K −nγ . The last equality is derived from the definition of the mixed
source. Thus, from Lemma 5.1 we have 2
i=1
lim sup
n→∞
Pr
−log PXn
i (Xn
i ) −nH(X1)
√nαc
≥L−γn
w(i)
≥FH(X1)/αc(L)
≥
2
i=1
lim inf
n→∞Pr
−log PXn
i (Xn
i )−nH(X1)
√nαc
≥L+γn
w(i),
(B.1) Noting that γ > 0 is a constant, from the definition of H(X),
we have lim
n→∞εn(ϕn, nR) = 1. (B.1) Therefore, the sufficiency has been proved. PROOF OF THEOREM 5.4 ,
y
p
(Necessity) Set R = R(0|X)−γ and zn = K −nγ , where γ > 0
is an arbitrary constant. From Lemma 3.1 with βn = nR, there
exists a variable-length encoder ϕn that satisfies where γn is specified in Lemma 5.1. where γn is specified in Lemma 5.1. Then, noting that H(X1) = H(X2) holds, from the asymp-
totic normality, we have εn(ϕn, nR) < Pr
1
nαc
log
1
PXn(Xn) ≥R −γ
αc
+K αccmax+1K −nγ , lim
n→∞Pr
−log PXn
i (Xn
i ) −nH(X1)
√nσi
≥Lαc
σi
=
∞
Lαc
σi
1
√
2π
exp
−z2
2
dz
= 1 −
Lαc
σi
, for n = 1, 2, . . . . We fix this variable-length encoder ϕn. Then,
assuming that the source satisfies the strong converse property,
we have for i = 1, 2. Noting that γn →0 as n →∞and the continuity
of the normal distribution function, we have 1 = lim inf
n→∞εn(ϕn, nR)
≤lim inf
n→∞Pr
1
nαc
log
1
PXn(Xn) ≥R −γ
αc
+ lim sup
n→∞
K −nγ +αccmax+1
= lim inf
n→∞Pr
1
nαc
log
1
PXn(Xn) ≥R −γ
αc
. means that
lim
n→∞Pr
1
nαc
log
1
PXn(Xn) < R −γ
αc
= 0. 1 = lim inf
n→∞εn(ϕn, nR)
≤lim inf
n→∞Pr
1
nαc
log
1
PXn(Xn) ≥R −γ
αc
+ lim sup
n→∞
K −nγ +αccmax+1
= lim inf
n→∞Pr
1
nαc
log
1
PXn(Xn) ≥R −γ
αc
. 2
i=1
lim sup
n→∞
Pr
−log PXn
i (Xn
i )−nH(X1)
√nαc
≥L −γn
w(i)
= 1 −
2
i=1
w(i)
Lαc
σi
. Similarly, the last term in (B.1) is evaluated as This means that This means that 2
i=1
lim inf
n→∞Pr
−log PXn
i (Xn
i )−nH(X1)
√nαc
≥L + γn
w(i)
= 1 −
2
i=1
w(i)
Lαc
σi
. lim
n→∞Pr
1
nαc
log
1
PXn(Xn) < R −γ
αc
= 0. Thus, R −γ
αc ≤
1
αc H(X) holds from the definition of H(X). On the other hand, from Corollary 4.1, it holds that R = R(0|X) −γ = 1
αc
H(X) −γ. Hence, we have proved Case I of the theorem. APPENDIX B
PROOF OF THEOREM 5.4 APPENDIX B PROOF OF THEOREM 5.4 PROOF OF THEOREM 5.4 APPENDIX A
PROOF OF THEOREM 4.2 Theorem 6.1: For 0 ≤∀ε < 1, it holds that
inf
R
F(R) ≤ε
≤R(ε|X) ≤inf {R |F(R) ≤ε } , inf
R
F(R) ≤ε
≤R(ε|X) ≤inf {R |F(R) ≤ε } , The proof consists of two parts. (Sufficiency) We assume that (17) holds. Set R = R(0|X)−2γ
αc , where F(R) and F(R) are respectively defined by p
p
(Sufficiency) We assume that (17) holds. Set R = R(0|X)−2γ
αc , F(R) := lim sup
n→∞
Pr
1
nαc
log
1
PXn(Xn) ≥R
,
F(R) := lim sup
n→∞
Pr
1
nαc
log
1
PXn(Xn) ≥R
. where γ > 0 is an arbitrary constant. Then, from Corollary 4.1
it holds that
1
2 R = 1
αc
H(X) −2γ
αc
. NOMURA: OVERFLOW PROBABILITY OF VARIABLE-LENGTH CODES 8205 On the other hand, from Lemma 3.2 with βn = nR, it holds
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Waseda University, Tokyo, Japan; from 2004 to 2010, Research Associate
then Assistant Professor with College of Science and Engineering, Aoyama
Gakuin University, Kanagawa, Japan; from 2012 to 2018, lecturer, Associate
Professor and then Professor with School of Network and Information, Senshu
University, Kanagawa, Japan. ACKNOWLEDGMENT Thus, we have 1
αc H(X)−γ −γ
αc ≤1
αc H(X). Notice that γ > 0
is arbitrarily, we have (X)−γ −γ
αc ≤1
αc H(X). Notice that γ > 0 Thus, we have 1
αc H(X)
is arbitrarily, we have Thus, we have 1
αc H(X)
is arbitrarily, we have Thus, we have 1
αc H(X)−γ −γ
αc ≤1
αc H(X). Notice that γ > 0
is arbitrarily, we have The author is grateful to Prof. Toshiyasu Matsushima of
Waseda University for his valuable discussions and com-
ments. The author also would like to thank Associate Editor,
Prof. Yasutada Oohama and the anonymous reviewers for their
valuable comments which have improved the content of this
paper. 1
αc
H(X) ≤1
αc
H(X). y
ments. The author also would like to thank Associate Editor,
Prof. Yasutada Oohama and the anonymous reviewers for their
valuable comments which have improved the content of this
paper. Hence, we have H(X) = H(X). Therefore, necessity has been
proved. 8206 IEEE TRANSACTIONS ON INFORMATION THEORY, VOL. 65, NO. 12, DECEMBER 2019 REFERENCES REFERENCES Since 2019, he has been a Professor at Center
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https://openalex.org/W2914952739
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https://link.springer.com/content/pdf/10.1007/s00420-019-01404-9.pdf
|
English
| null |
Need for recovery and different types of early labour force exit: a prospective cohort study among older workers
|
International archives of occupational and environmental health
| 2,019
|
cc-by
| 12,842
|
Abstract When early retirement schemes were available, strong and significant associations between NFR and LFE were observed
(HR 2.79, 95% CI 1.29–6.02), whereas no significant associations were found when such schemes were unavailable. Older
workers with a higher NFR also had earlier retirement intentions and lower self-assessed abilities (both physical and mental)
to prolong their working life until the mandatory retirement age. Conclusions Because this study shows that NFR is a precursor of LFE among older workers, monitoring NFR is important
for timely interventions aimed at reducing NFR to facilitate extended labour participation. Keywords Older workers · Need for recovery · Early labour force exit · Retirement intentions Need for recovery and different types of early labour force exit:
a prospective cohort study among older workers D. Stynen1 · N. W. H. Jansen1 · J. J. M. Slangen1 · A. de Grip2 · IJ. Kant1 Received: 29 June 2016 / Accepted: 14 January 2019 / Published online: 11 February 2019
© The Author(s) 2019 Abstract Purpose This study examines the relationship between need for recovery (NFR) and labour force exit (LFE) among older
workers. Different types of LFE (early retirement, work disability and unemployment) are considered, and the role of poten-
tial confounding and modifying factors, including the availability of early LFE schemes, is examined. Also, associations
between NFR and the intention and ability to prolong one’s working life, which are known determinants of LFE, are assessed. Methods A subsample of older workers from the Maastricht Cohort Study was examined (n = 2312). The relationship
between NFR and LFE was investigated by means of Cox regression analyses. Logistic regression analyses were performed
to investigate cross-sectional associations between NFR and the intention and ability to prolong working life. Purpose This study examines the relationship between need for recovery (NFR) and labour force exit (LFE) among older
workers. Different types of LFE (early retirement, work disability and unemployment) are considered, and the role of poten-
tial confounding and modifying factors, including the availability of early LFE schemes, is examined. Also, associations
between NFR and the intention and ability to prolong one’s working life, which are known determinants of LFE, are assessed. Methods A subsample of older workers from the Maastricht Cohort Study was examined (n = 2312). The relationship
between NFR and LFE was investigated by means of Cox regression analyses. Logistic regression analyses were performed
to investigate cross-sectional associations between NFR and the intention and ability to prolong working life. Results Elevated NFR was associated with a higher risk of overall LFE during a 4-year follow-up period (HR 1.39, 95%
CI 1.09–1.78), and specifically with a higher risk of leaving the labour force through early retirement and work disability. When early retirement schemes were available, strong and significant associations between NFR and LFE were observed
(HR 2.79, 95% CI 1.29–6.02), whereas no significant associations were found when such schemes were unavailable. Older
workers with a higher NFR also had earlier retirement intentions and lower self-assessed abilities (both physical and mental)
to prolong their working life until the mandatory retirement age. Results Elevated NFR was associated with a higher risk of overall LFE during a 4-year follow-up period (HR 1.39, 95%
CI 1.09–1.78), and specifically with a higher risk of leaving the labour force through early retirement and work disability. * D. Stynen
dave.stynen@maastrichtuniversity.nl 1
Department of Epidemiology, CAPHRI School for Public
Health and Primary Care, Faculty of Health, Medicine
and Life Sciences, Maastricht University, P.O. Box 616,
6200 MD Maastricht, The Netherlands 2
Research Centre for Education and the Labour Market
(ROA), Maastricht University, Maastricht, The Netherlands International Archives of Occupational and Environmental Health (2019) 92:683–697
https://doi.org/10.1007/s00420-019-01404-9 International Archives of Occupational and Environmental Health (2019) 92:683–697
https://doi.org/10.1007/s00420-019-01404-9 International Archives of Occupational and Environmental Health (2019) 92:683–697
https://doi.org/10.1007/s00420-019-01404-9 ORIGINAL ARTICLE ORIGINAL ARTICLE Introduction The model also suggests that long-term effects
occur via a pathway of short-term effects involving insuf-
ficient recovery from work (van Veldhoven and Broersen
2003; Josten and Schalk 2010).f Second, beside demographic, work environment and per-
sonal factors, the association between NFR and LFE might
be influenced by contextual factors on a national (e.g. social
security system) and organizational level (e.g. availability of
early retirement schemes), since they might affect employ-
ees’ LFE decisions. Whereas the determinants of LFE
discussed earlier mainly have to do with workers’ ability
and motivation to work, the factors that are discussed here,
rather, involve the opportunity structure surrounding LFE. Different associations might be observed between those
older workers employed in companies in which early retire-
ment schemes are available and those employed in com-
panies in which such schemes are unavailable. Therefore,
this study will also examine the role of such schemes in an
explorative way. The concept of NFR represents the short-term effects of
a work day and has been defined as the need to recuperate
from work-induced fatigue, generally experienced after a
day of work (Jansen et al. 2002). The concept involves the
intensity of work-induced fatigue, both mental and physi-
cal, as well as the time required to return to a normal or
pre-stressor level of functioning. Employees with elevated
NFR are characterized by temporary feelings of overload,
lack of energy for new effort and reduced performance (van
Veldhoven 2008). Elevated NFR might hinder labour par-
ticipation among older workers, as it was identified as a
risk factor for work-related outcomes such as absence due
to sickness (de Croon et al. 2003), occupational disability
(Otten et al. 2012), reduced working hours (de Raeve et al. 2009) and early retirement intentions (Oude Hengel et al. 2012). Also, NFR was considered a possible link in the
pathway between high physical job demands and the risk
of losing employment in older workers (Gommans et al. 2016). However, to our knowledge, direct effects of NFR
on LFE of older workers have not been investigated. The
present study addresses this omission and primarily aims to Finally, in this study, we also investigate associations
between NFR and intentions and perceived ability to prolong
working life. Introduction of pension systems worldwide (van Soest and Vonkova
2014). Consequently, public policies are aimed at increas-
ing the labour participation of older workers and extend-
ing the eligible retirement age (de Grip et al. 2013). Such
measures have resulted in a gradual increase in the average
Dutch retirement age from 61.0 years in 2007 to 64.8 years
in 2017 (Statistics Netherlands 2018a). However, compared
to younger workers, the labour force participation of older
workers—defined as workers aged 45 years or older (World
Health Organization 1993)—still remains at a lower, sub-
optimal level (Statistics Netherlands 2018b). Retirement can
be regarded as a transition between work roles (like turnover
or changing occupations), involving a process that workers
undergo and in which an individual’s ability, motivation and
opportunity to work play a role (Forrier et al. 2009; de Wind
et al. 2015). Despite similarities across career transitions, the
specific predictors of transitions like early retirement and
turnover are, to an important extent, different (Adams and
Beehr 1998). Earlier studies on the specific factors affecting Due to demographic shifts, the work force in many industri-
alized countries is characterized by a growing proportion of
older workers approaching eligible retirement age (Organi-
sation for Economic Co-operation and Development 2014). Increased longevity further undermines the sustainability Electronic supplementary material The online version of this
article (https://doi.org/10.1007/s00420-019-01404-9) contains
supplementary material, which is available to authorized users. 1
Department of Epidemiology, CAPHRI School for Public
Health and Primary Care, Faculty of Health, Medicine
and Life Sciences, Maastricht University, P.O. Box 616,
6200 MD Maastricht, The Netherlands 1
Department of Epidemiology, CAPHRI School for Public
Health and Primary Care, Faculty of Health, Medicine
and Life Sciences, Maastricht University, P.O. Box 616,
6200 MD Maastricht, The Netherlands (0121 3456789)
3 International Archives of Occupational and Environmental Health (2019) 92:683–697 684 identify NFR as a potential precursor of LFE among older
workers, making NFR an important indicator in occupational
health surveillance concerned with the labour market par-
ticipation of older workers. In our study, different types of
LFE, including early retirement, work disability or becom-
ing unemployed will be distinguished because, aside from
pure early retirement routes, some older workers settle into
retirement through a (longer) period of work inability or
unemployment (Schils 2008). Introduction Omitting these alternatives—
which may act as complements or substitutes—from analysis
may therefore result in an underestimation of the group of
older workers at risk for permanent LFE. To enhance our
understanding of this subject, three additional considerations
will be taken into account. First, as indicated earlier, both
NFR and LFE might be influenced independently by differ-
ent demographic, work environment and personal factors,
and may therefore also influence the developing relationship
between NFR and LFE over time. As the latter association
has not been investigated earlier, we take an explorative
stance to investigate this issue by including relevant con-
founding and modifying factors when assessing the asso-
ciation between NFR and LFE, or by performing stratified
analyses, respectively. decisions like early retirement in older workers have stressed
its multi-factorial etiology, involving factors from different
domains (de Wind et al. 2014). A first important factor stems
from the personal domain, as Robroek et al. (2013) and de
Wind et al. (2014) found that poor health was associated
with a higher risk of earlier exit from paid employment. Second, several work-related factors have been associated
with decreased labour participation, including high psycho-
logical job demands (Canivet et al. 2013), low job control
(Robroek et al. 2013) and low appreciation at work (de Wind
et al. 2014). In addition, demographic factors, such as a low
education level, have been associated with a higher risk of
early exit from paid employment (Robroek et al. 2015). Although our understanding of the determinants of labour
force exit (LFE) is growing, it will in practice be challenging
to identify older workers with an elevated risk for LFE, as
many older workers are simultaneously exposed to multiple
hindering or facilitating factors, and insight into possible
indicators of where an older worker is in the process of LFE
is still sparse (de Wind et al. 2015). The work load–work capacity model of van Dijk et al. (1990) may be useful in identifying ‘precursors’ of emer-
gent LFE. According to this model, long-term impacts on
older workers’ health and labour participation result from
an imbalance between the work load (e.g. exposure to high
psychological or physical job demands) and workers’ carry-
ing capacity (e.g. low job control, poor health, work motiva-
tion, and lack of skills) to manage these demands (Heerkens
et al. 2004). Introduction Employees scoring below the cutoff point were considered
to have a low–medium NFR, employees with a score of 6 or
higher were considered to have a high NFR (the latter also
referred to as ‘NFR caseness’). Study population Data from the Maastricht Cohort Study were used. This is an
ongoing prospective cohort established in May 1998, which
included 12,140 respondents from 45 different companies
at baseline measurement. Data were collected by means of
self-administrated questionnaires. The design of the cohort
is described elsewhere in detail (Kant et al. 2003; Mohren
et al. 2007). The study was conducted in accordance with
the ethical standards laid down in the 1964 Declaration of
Helsinki and its later amendments. In this study, follow-up wave October 2008 (n = 6082)
was considered the starting point for the analyses, and
two follow-up waves (October 2012 and October 2014)
were included, resulting in a total follow-up duration of
6 years. At wave 2012, n = 5894 questionnaires were sent
out, and n = 4783 questionnaires were returned, resulting in
a response rate of 81%. At wave 2014, n = 3450 question-
naires were sent out to those who were not fully retired at
wave 2012. A total of n = 2945 questionnaires was returned
(response rate of 85%). All respondents who indicated they
were fully retired at wave 2012 received a specific question-
naire assessing only questions on retirement at wave 2014
(n = 1284 sent out, response rate 90%) and were therefore not
eligible for inclusion. Included in the study population were
all respondents aged 45–59 years who indicated they were
employed at wave 2008 (n = 3932). Employees aged 59 years
and older were excluded (n = 349), as they could reach the
mandatory retirement age of 65 years during the follow-up
period. Workers under the age of 45 years were not consid-
ered older workers and were therefore excluded (n = 981). Those who were employed but also indicated they were (par-
tially) receiving disability insurance or unemployment ben-
efits, were retired and/or were not involved in paid employ-
ment, were excluded at wave 2008 (n = 32). Also excluded at
wave 2008 were those with multiple jobs (n = 118), as well
as those who were employed but (partly) disabled for work,
on sabbatical leave, on pregnancy or parental leave (n = 120)
or were self-employed (n = 20). This resulted in a total study
population of 2312 employees at wave 2008. Labour force exit Labour force exit was assessed at waves 2012 and 2014. Respondents were asked to provide an overview of their
work status(es) since the preceding questionnaire. This
means that at wave 2012, employees described their work
status(es) from October 2008 through October 2012; and at
wave 2014, employees described their work status(es) from
October 2012 through October 2014. First, the current work
status of the employee was assessed. Respondents could
indicate that they were currently employed, self-employed,
receiving disability insurance, receiving unemployment ben-
efits, retired and/or not involved in paid employment. At
wave 2014, respondents could additionally indicate if they
were actively seeking employment. For each work status,
employees indicated whether this was fully or partly appli-
cable. If changes in work status had taken place since the
preceding questionnaire, employees were asked to describe
their earlier work status(es) using the items listed above. For each specific work status, the start and end time were
requested by month and year.i Employees were classified as having exited the labour
force early if they indicated non-employment status (i.e. disability insurance, unemployment benefits, retirement, no
paid employment and/or actively seeking employment) at
any point during the follow-up period and were not involved
in any type of (self) employment. Introduction On the one hand, the intentions and perceived
ability of employees to prolong their working life might be
less prone to contextual opportunities for LFE as compared
to actual LFE (van Soest et al. 2007). On the other hand, as
we have positioned NFR in the pathway to LFE, investigat-
ing its associations with other key determinants involving
individuals’ appraisals of their ability and motivation to
work may add further insight into older workers’ retirement
decision-making processes (de Wind et al. 2015). In sum, the aim of this study is to prospectively investi-
gate the relationship of NFR with overall and specific types
of LFE, as well as its associations with workers’ intentions
and ability to prolong working life among a sample of older 1 3 1 3 International Archives of Occupational and Environmental Health (2019) 92:683–697 685 Dutch workers, while taking into account factors from the
demographic, work environment and personal domains
as well as the availability of opportunities for LFE within
companies. on the Experience and Evaluation of Work (QEEW) (van
Veldhoven and Broersen 2003). This scale is composed of
11 dichotomous items (yes/no), which represent the short-
term effects of a working day, and scores range from 0 to
11. Example items are: ‘At the end of a working day I am
really feeling worn out’, ‘I find it hard to relax at the end of a
working day’ and ‘When I get home, people should leave me
alone for some time’. The subscale score was transformed
into a scale ranging from 0 to 100: a higher score indicates
a higher NFR. This transformation is in line with the QEEW
procedure to increase comparability across subscales ini-
tially measured on different scale points. Thus, irrespective
of the subscale, ‘0’ indicates the most desirable score and
‘100’ indicates the most undesirable score. The reliability of
the scale is good (Cronbach’s alpha of 0.90). A cutoff point
of 6 (out of 11 items) was used to define employees with
an elevated NFR, as previous research showed that work-
ers who score at this point have a higher risk of developing
psychological complaints than those who score below that
cutoff point (Broersen et al. 2004; van der Starre et al. 2013). Need for recovery The total scores for the psychological job demands (range
12–48) and decision latitude (range 24–96) subscales were
grouped into tertiles of low, medium and high levels of psy-
chological job demands and decision latitude for the strati-
fied analyses. Supervisor social support was measured with
a subscale of the JCQ, resulting in a range of 4–16 (Cron-
bach’s alpha of 0.86). The total score of this subscale was
dichotomized at the median, resulting in low and high super-
visor social support for the stratified analyses. Self-perceived
health was measured with one item from the SF-36 Health
Survey (Aaronson et al. 1998): ‘How would you rate your
health in general?’. In line with an earlier study by Dalstra
et al. (2002), the response options ‘excellent’, ‘very good’
and ‘good’ were grouped into ‘good health’, and ‘moder-
ate’ or ‘bad’ were grouped into ‘moderate–poor health’. To assess spousal retirement, employees first indicated
whether they currently have a partner (yes/no). Employees
who indicated that they currently have a partner were asked
to indicate whether their partner was currently retired (yes/
no). These items were recoded into two categories: a ‘retired
spouse’ category, and a ‘non-retired spouse’ category that Beside full LFE, it is possible to leave the labour force
gradually, for instance by phased retirement combined with
part-time employment. Therefore, in the analyses investigat-
ing the specific types of LFE, employees were also consid-
ered to have exited the labour force early if they indicated
reasons for current non-employment and reasons for being
partly (self)employed simultaneously. Employees were clas-
sified as ‘retired early’ if they indicated they were fully or
partly retired during any follow-up period. Employees who
indicated receiving any type of disability insurance during
follow-up were classified as being disabled for work, and
employees who indicated receiving any type of unemploy-
ment benefits during follow-up were classified as being
unemployed. Retirement intentions and ability to prolong
working life Items on intentions to prolong working life were first
assessed at wave 2012 and were based on a study by van
Dam et al. (2009). The first item measured an employee’s
intention to prolong working life until reaching the man-
datory retirement age: ‘It is my intention to keep working
until I reach the mandatory retirement age’. A second item,
measuring an employee’s intention to prolong working life
beyond the mandatory retirement age, was assessed with a
similar statement. The ability of employees to prolong work-
ing life was assessed with two items based on a Koppes et al. (2011) study. The first item assessed the physical ability to
prolong working life: ‘I think I am physically able to work
in my current job until reaching the mandatory retirement
age’. The second item assessed mental ability with a similar
statement. All four items were scored on a five-point Likert
scale, with response options ranging from ‘strongly agree’
to ‘strongly disagree’. These five response categories were
recoded into two categories; a ‘(strongly) agree’ category
and a ‘neutral–(strongly) disagree’ category. Early labour force exit schemes Access to LFE schemes was first assessed at wave 2012. Employees were asked to indicate ‘whether within the com-
pany at which you are currently employed, schemes exist
which facilitate labour force exit before reaching the manda-
tory retirement age’. Response options were ‘no’, ‘yes’, ‘not
applicable’ and ‘don’t know’. Employees indicating that such
schemes exist within their company were asked to indicate at
which age they were eligible to make use of these schemes. Need for recovery (2002), the response options ‘excellent’, ‘very good’
and ‘good’ were grouped into ‘good health’, and ‘moder-
ate’ or ‘bad’ were grouped into ‘moderate–poor health’. To assess spousal retirement, employees first indicated
whether they currently have a partner (yes/no). Employees
who indicated that they currently have a partner were asked
to indicate whether their partner was currently retired (yes/
no). These items were recoded into two categories: a ‘retired
spouse’ category, and a ‘non-retired spouse’ category that
included employees with a currently employed partner and
employees without a partner. Attachment to work for finan-
cial resources was assessed with a self-formulated item:
‘There are several reasons for employment. Could you indi-
cate to which extent financial resources determine your level 2012), all confounders for these analyses were assessed
at that wave. If possible, for descriptive and stratifica-
tion purposes, factors were further recoded into categori-
cal variables. Education level was measured at wave 1998
and recoded into three levels: low (primary school, lower
vocational education), medium (lower secondary school,
intermediate vocational school, upper secondary school)
or high (higher vocational school, university). Our meas-
ure for education level therefore reflects educational attain-
ment at labour market entry. The number of working hours
per week was measured by one item that included response
options > 40, 36–40, 26–35, 16–25 or < 16 h per week,
which were recoded into three categories: ≥ 36, 26–35 or
≤ 25 h per week. To assess work schedule, employees first
indicated whether they were engaged in day or shift work. Next, employees performing shift work could indicate the
specific type of shift in which they were engaged. Employ-
ees who indicated they were engaged in shift work and/or
indicated a specific shift type were classified as shift workers
and all other employees were classified as day workers. For
the purpose of stratification, age was also recoded in three
categories: 45–49, 50–54 and 55–59 years. Psychological
job demands were measured with a scale from the validated
Dutch version of the Job Content Questionnaire (JCQ) (Kar-
asek 1985) (Cronbach’s alpha of 0.71). To measure decision
latitude, two subscales from the JCQ were combined: skill
discretion and decision authority (Cronbach’s alpha of 0.80). Need for recovery Need for recovery was measured at wave 2008 and was
assessed using a subscale from the Dutch Questionnaire 1 3 International Archives of Occupational and Environmental Health (2019) 92:683–697 686 2012), all confounders for these analyses were assessed
at that wave. If possible, for descriptive and stratifica-
tion purposes, factors were further recoded into categori-
cal variables. Education level was measured at wave 1998
and recoded into three levels: low (primary school, lower
vocational education), medium (lower secondary school,
intermediate vocational school, upper secondary school)
or high (higher vocational school, university). Our meas-
ure for education level therefore reflects educational attain-
ment at labour market entry. The number of working hours
per week was measured by one item that included response
options > 40, 36–40, 26–35, 16–25 or < 16 h per week,
which were recoded into three categories: ≥ 36, 26–35 or
≤ 25 h per week. To assess work schedule, employees first
indicated whether they were engaged in day or shift work. Next, employees performing shift work could indicate the
specific type of shift in which they were engaged. Employ-
ees who indicated they were engaged in shift work and/or
indicated a specific shift type were classified as shift workers
and all other employees were classified as day workers. For
the purpose of stratification, age was also recoded in three
categories: 45–49, 50–54 and 55–59 years. Psychological
job demands were measured with a scale from the validated
Dutch version of the Job Content Questionnaire (JCQ) (Kar-
asek 1985) (Cronbach’s alpha of 0.71). To measure decision
latitude, two subscales from the JCQ were combined: skill
discretion and decision authority (Cronbach’s alpha of 0.80). The total scores for the psychological job demands (range
12–48) and decision latitude (range 24–96) subscales were
grouped into tertiles of low, medium and high levels of psy-
chological job demands and decision latitude for the strati-
fied analyses. Supervisor social support was measured with
a subscale of the JCQ, resulting in a range of 4–16 (Cron-
bach’s alpha of 0.86). The total score of this subscale was
dichotomized at the median, resulting in low and high super-
visor social support for the stratified analyses. Self-perceived
health was measured with one item from the SF-36 Health
Survey (Aaronson et al. 1998): ‘How would you rate your
health in general?’. In line with an earlier study by Dalstra
et al. Statistical analysis First, the prevalence of the baseline demographic, work
environment and personal characteristics and the prevalence
of NFR caseness in the study population at study baseline
were described. The distribution of NFR was skewed to the
right, so Poisson regression analyses were conducted and
pairwise comparisons were investigated by means of the
Wald Chi square test to test for differences in the mean NFR
scores for all characteristics separately. p
y
The relationship between NFR and overall LFE was
investigated by means of Cox regression analyses. In all
analyses, both NFR caseness and the continuous NFR score
were investigated. Four models were investigated: a crude
model (model 1), a model adjusting for demographic con-
founders (model 2), a model additionally adjusting for con-
founders of the work environment (model 3) and a model
additionally adjusting for confounders from the personal
domain (model 4). To investigate the role of these factors as
effect-modifiers, results were stratified for each characteristic
from these three domains. Hazard ratios (HR) and 95% con-
fidence intervals (CI) were reported. The potential moderat-
ing role of all characteristics was tested stepwise by adding
the interaction term—based on the raw scores—between a
characteristic and NFR scores or NFR caseness to the Cox
regression analysis, respectively, whenever the HR was sig-
nificant in at least one of the strata under consideration, for
all models.The role of access to early retirement schemes in
the risk of overall LFE was investigated with Cox regres-
sion analysis. The starting point for this analysis was the
2012 wave, which is when such schemes were first assessed. Here, the same inclusion and exclusion criteria as mentioned
earlier were used, except that the information of the 2012
wave was used and criteria applied to the 2012 respondents
and only employees aged 60–63 years were included. The
investigation of this age category was justified because the
majority of employees in the Netherlands (within our study
population, this majority was 89%) have to be 60 years or
older to be eligible for LFE schemes (Euwals et al. 2011). Employees who indicated ‘not applicable’ or ‘don’t know’
on the item regarding the availability of LFE schemes were
excluded. This resulted in a study population of 204 employ-
ees. The four models mentioned above were investigated,
and all confounders for this analysis were assessed at wave
2012. Confounding and modifying factors All factors were measured at wave 2008, except for edu-
cation level. When analyses concern another baseline (i.e. 1 3 International Archives of Occupational and Environmental Health (2019) 92:683–697 687 of Cox regression. For all three specific types of LFE, the
four models were investigated. of attachment to work?’ Response options included: ‘very
attached’, ‘attached’, ‘somewhat attached’ and ‘not attached’
to work. The two latter response options were recoded into
one category: ‘not to somewhat attached’. g
For all Cox regression analyses performed, time-to-event
was modelled monthly, based on the month and year an
employee indicated that an event (e.g. losing employment)
had occurred for the first time. Employees who reported
that an event had occurred before or after the investigated
follow-up period (e.g. a forthcoming early retirement date)
were excluded for that particular analysis. The proportional
hazard assumption was investigated for all Cox regression
models and was met in the large majority of the models. As
the intention and ability to prolong working life were first
assessed at wave 2012, this wave was considered the starting
point for these analyses. The same inclusion and exclusion
criteria as mentioned earlier were used, except that these
criteria were based on the 2012 respondents, inevitably
resulting in a somewhat smaller study population (n = 1607). Cross-sectional associations between NFR and intention and
ability to prolong working life were investigated by means of
logistic regression analyses. Odds ratios (OR) and 95% CI
were reported. For all items, the odds of agreeing with the
statement were investigated: a larger OR implies higher odds
of agreeing with the statement. To analyse the data, IBM
SPSS Statistics 23.0 was used, and a p value of < 0.05 was
considered statistically significant. Significant coefficients
(HR and OR) have been marked in bold in all tables. If the
lower limit of a 95% CI in bold contains 1.00, the lower
limit is ≥ 1.001 and the corresponding p value is < 0.05. If
the upper limit of a 95% CI in bold contains 1.00, the upper
limit is ≤ 0.999 and the corresponding p value is < 0.05. Descriptives The baseline characteristics of the study population are
presented in Table 1. The table demonstrates statistically
significant differences in mean NFR scores among different
demographic, work environment and personal factors. Statistical analysis Next, associations between NFR and specific types of
LFE (risk of early retirement, becoming disabled for work
and unemployment) were separately investigated by means Risk of early labour force exit In Table 2, the results on the association of NFR with overall
risk of LFE are presented. In models 1 and 2, NFR case-
ness was found to be associated with a higher risk of LFE
(in model 2: HR 1.29, 95% CI 1.01–1.65; p < 0.05). The
NFR continuous scores remained statistically significantly
associated with a higher risk of LFE throughout all models
(in model 4: HR 1.01, 95% CI 1.00–1.01; p < 0.05). The
effect modification on these associations by significant
demographic, personal and work environment factors was
tested, but no significant interactions were found. However, 1 International Archives of Occupational and Environmental Health (2019) 92:683–697 688 Table 1 Description of and mean NFR scores according to demographics, work and personal characteristics of the study population
October 2008 (n = 2312)
N/A not applicable
(%)
NFR mean score
(0–100)
p value
Demographics
Gender
Male
72.7
32.57
0.860
Female
27.3
32.29
Age
45–49 years
36.2
29.51
0.016 (45–49 vs. 50–54)
50–54 years
36.8
33.51
0.387 (50–54 vs. 55–59)
55–59 years
27.1
35.14
0.002 (45–49 vs. 55–59)
Education level
Low
15.2
36.17
0.014 (low vs. medium)
Medium
43.9
30.67
0.121 (medium vs. high)
High
40.8
33.10
0.177 (high vs. low)
Work environment
Number of working hours per week
≥ 36
71.0
32.78
0.457 (≥ 36 vs. 26–35)
26–35
17.6
34.26
0.005 (26–35 vs. ≤25)
≤ 25
11.5
26.78
0.005 (≥ 36 vs. ≤25)
Work schedule
Shift work
17.9
36.70
0.009
Day work
82.1
31.48
Psychological job demands
Low
43.2
22.13
< 0.0001 (low vs. medium)
Medium
30.8
33.92
< 0.0001 (medium vs. high)
High
26.0
48.14
< 0.0001 (high vs. low)
Decision latitude
Low
29.6
37.57
0.002 (low vs. medium)
Medium
36.2
31.96
0.048 (medium vs. high)
High
34.1
28.67
< 0.0001 (high vs. low)
Supervisor support
Low
41.5
38.74
< 0.0001
High
58.5
28.18
Personal and health
Self-perceived health
Moderate-poor
12.9
57.94
< 0.0001
Good
87.1
28.72
Spousal retirement
Yes
2.2
32.17
0.433
No
97.8
36.26
Attachment to work for financial resources
Very attached
37.3
36.79
< 0.0001 (very attached vs. attached)
Attached
56.0
30.45
0.058 (attached vs. not-somewhat attache
Not–somewhat attached
6.6
25.46
< 0.0001 (very attached vs. Risk of early labour force exit In case the lower limit of a bold marked 95% CI contains 1.00, the lower limit is
≥ 1.001 and the corresponding p value is < 0.05
Model 1: crude
Model 2: adjusted for gender, age and education level
Model 3: additionally adjusted for number of working hours per week, work schedule, psychological job demands, decision latitude and supervi-
sor social support
Model 4: additionally adjusted for self-perceived health, spousal retirement and attachment to work for financial resources
a The variable of stratification was not adjusted for in the models Table 2 (continued)
Model 1
Model 2
Model 3
Model 4
HR
95% CI
HR
95% CI
HR
95% CI
HR
95% CI
NFR caseness
0.75
0.16–3.54
0.45
0.08–2.50
0.08
0.00–1.56
0.36
0.01–13.84
NFR continuous score
1.00
0.98–1.02
1.00
0.98–1.02
0.98
0.95–1.02
1.03
0.98–1.09
No (n = 2199)
NFR caseness
1.39
1.08–1.79
1.27
0.98–1.64
1.21
0.92–1.61
1.23
0.92–1.64
NFR continuous score
1.01
1.00–1.01
1.01
1.00–1.01
1.00
1.00–1.01
1.01
1.00–1.01
Statistically significant HRs + 95% CIs are marked in bold. In case the lower limit of a bold marked 95% CI contains 1.00, the lower limit is
≥ 1.001 and the corresponding p value is < 0.05
Model 1: crude
M d l 2
dj
d f
d
d d
i
l
l Model 3: additionally adjusted for number of working hours per week, work schedule, psychological job demands, de
or social supporti Model 4: additionally adjusted for self-perceived health, spousal retirement and attachment to work for financial resources
a The variable of stratification was not adjusted for in the models associations between NFR caseness and early retirement
were not observed. Both NFR caseness and a higher NFR
continuous score were statistically significantly associ-
ated with a higher chance of work disability in all four
models (in model 4: for NFR caseness: HR 2.76, 95% CI
1.08–7.05; p < 0.05; for NFR continuous score: HR 1.02,
95% CI 1.00–1.03; p < 0.05). However, no statistically sig-
nificant associations between NFR caseness, or NFR con-
tinuous score and unemployment were observed in any of
the models. when stratifying for different demographic characteristics,
different associations between NFR and LFE were observed. The NFR was a statistically significant risk factor for LFE
among men, but not among women. Different associations
between NFR and LFE were also observed among the dif-
ferent work environment characteristics. Risk of early labour force exit Among employees
reporting low levels of supervisor social support, NFR was
statistically significantly associated with LFE, whereas such
findings were not observed among employees with high lev-
els of supervisor social support. In the personal domain,
NFR was a statistically significant risk factor for LFE among
employees who did not have a retired spouse, whereas such
associations were not observed among employees who did
have a retired spouse. Table 5 presents cross-sectional associations between
NFR and the intention and ability to prolong working life. In model 1, NFR caseness was associated with lower odds
of agreeing with the statement ‘It is my intention to keep
working until I reach the mandatory retirement age’ (OR
0.77, 95% CI 0.60–0.99; p < 0.05). For the NFR continuous
score, the odds were also statistically significant in models
1, 2 and 4 (OR 1.00. 95% CI 0.99–1.00; p < 0.05), but not in
model 3. Both NFR caseness and a higher NFR continuous
score were statistically significantly associated with lower
odds of agreeing with the statement, ‘I think I am physically
able to work in my current job until reaching the manda-
tory retirement age’ in all four models (in model 4: for NFR
caseness: OR 0.50. 95% CI 0.37–0.68; p < 0.05; for NFR
continuous score: OR 0.99, 95% CI 0.98–0.99; p < 0.05). In
all four models, both NFR caseness and a higher NFR con-
tinuous score were statistically significantly associated with
a lower odds of agreeing with the statement ‘I think I am
mentally able to work in my current job until reaching the
mandatory retirement age’ (in model 4: for NFR caseness:
OR 0.49, 95% CI 0.37–0.65; p < 0.05; for NFR continuous
score: OR 0.99, 95% CI 0.98–0.99; p < 0.05). No statisti-
cally significant associations between NFR and intentions to Results regarding the role of availability of LFE schemes
in the association between NFR and overall LFE are pre-
sented in Table 3. No significant effect modification was
found for the availability of LFE schemes in the relationship
between NFR and overall LFE. Risk of early labour force exit not-somewha
Need for recovery caseness
No
74.6
N/A
Yes
25.4 Table 1 Description of and mean NFR scores according to demographics, work and personal characteristics of the study population at baseline
October 2008 (n = 2312)
(%)
NFR mean score
p value Table 1 Description of and mean NFR scores according to demographics, work and personal characteristics of t
October 2008 (n = 2312) 1 International Archives of Occupational and Environmental Health (2019) 92:683–697 689 1 3
Table 2 Hazard ratios and 95% confidence intervals for the chance of early labour force exit according to NFR caseness and NFR continuous
score (October 2008–October 2014)
Model 1
Model 2
Model 3
Model 4
HR
95% CI
HR
95% CI
HR
95% CI
HR
95% CI
Total study population (n = 2292)
NFR caseness
1.39
1.09–1.78
1.29
1.01–1.65
1.24
0.94–1.62
1.22
0.92–1.62
NFR continuous score
1.01
1.00–1.01
1.01
1.00–1.01
1.00
1.00–1.01
1.01
1.00–1.01
Demographics
Gendera
Men (n = 1651)
NFR caseness
1.46
1.11–1.93
1.38
1.04–1.81
1.33
0.98–1.79
1.30
0.94–1.78
NFR continuous score
1.01
1.00–1.01
1.01
1.00–1.01
1.01
1.00–1.01
1.01
1.00–1.01
Women (n = 623)
NFR caseness
1.10
0.64–1.91
0.96
0.55–1.67
0.81
0.43–1.51
0.78
0.40–1.56
NFR continuous score
1.00
1.00–1.01
1.00
0.99–1.01
1.00
0.99–1.01
1.00
0.99–1.01
Age categorya
45–49 years (n = 831)
NFR caseness
1.79
1.01–3.17
1.78
1.00–3.16
1.73
0.93–3.20
1.67
0.88–3.17
NFR continuous score
1.00
1.00–1.02
1.01
1.00–1.02
1.01
1.00–1.02
1.01
1.00–1.02
50–54 years (n = 843)
NFR caseness
1.12
0.66–1.88
1.15
0.68–1.91
1.05
0.58–1.88
1.10
0.60–2.02
NFR continuous score
1.00
0.99–1.01
1.00
1.00–1.01
1.00
0.99–1.01
1.00
0.99–1.01
55–59 years (n = 618)
NFR caseness
1.21
0.88–1.67
1.20
0.87–1.66
1.16
0.82–1.65
1.13
0.78–1.65
NFR continuous score
1.00
1.00–1.01
1.00
1.00–1.01
1.00
1.00–1.01
1.00
1.00–1.01
Education levela
Low (n = 336)
NFR caseness
1.38
0.76–2.51
1.47
0.81–2.67
1.89
0.90–3.98
1.95
0.88–4.33
NFR continuous score
1.00
0.99–1.01
1.00
1.00–1.01
1.01
1.00–1.02
1.01
1.00–1.02
Medium (n = 987)
NFR caseness
1.51
1.04–2.20
1.35
0.93–1.97
1.26
0.84–1.90
1.29
0.83–1.99
NFR continuous score
1.01
1.00–1.01
1.01
1.00–1.01
1.01
1.00–1.01
1.01
1.00–1.01
High (n = 921)
NFR caseness
1.31
0.89–1.93
1.11
0.75–1.65
1.06
0.70–1.61
0.99
0.63–1.55
NFR continuous score
1.01
1.00–1.01
1.00
1.00–1.01
1.00
1.00–1.01
1.00
1.00–1.01
Work environment
Number of working hours per weeka
≥36 (n = 1584)
NFR caseness
1.45
1.09–1.92
1.34
1.00–1.78
1.30
0.96–1.78
1.23
0.88–1.72
NFR continuous score
1.01
1.00–1.01
1.01
1.00–1.01
1.01
1.00–1.01
1.00
1.00–1.01
26–35 (n = 390)
NFR caseness
1.58
0.93–2.69
1.34
0.77–2.32
1.31
0.73–2.36
1.48
0.80–2.74
NFR continuous score
1.01
1.00–1.01
1.00
1.00–1.01
1.00
0.99–1.01
1.00
1.00–1.01
≤ 25 (n = 256)
NFR caseness
0.23
0.03–1.69
0.29
0.04–2.22
0.21
0.02–1.85
0.24
0.03–2.06
NFR continuous score
1.00
0.99–1.02
1.01
0.99–1.02
1.01
0.99–1.03
1.01
0.99–1.03
Work schedulea
Shift work (n = 396)
NFR caseness
1.26
0.70–2.26
1.17
0.65–2.11
1.13
0.58–2.20
1.06
0.51–2.19
NFR continuous score
1.00
1.00–1.01
1.00
1.00–1.01
1.00
1.00–1.01
1.00
0.99–1.01
Day work (n = 1839)
NFR caseness
1.47
1.12–1.92
1.34
1.02–1.76
1.30
0.96–1.74
1.28
0.94–1.76 Table 2 Hazard ratios and 95% confidence intervals for the chance of early labour force exit according to NFR
score (October 2008–October 2014) ratios and 95% confidence intervals for the chance of early labour force exit according to NFR caseness and NFR
008–October 2014) HR
Total study population (n = 2292)
NFR caseness
1.39
NFR continuous score
1.01
Demographics
Gendera
Men (n = 1651)
NFR caseness
1.46
NFR continuous score
1.01
Women (n = 623)
NFR caseness
1.10
NFR continuous score
1.00
Age categorya
45–49 years (n = 831)
NFR caseness
1.79
NFR continuous score
1.00
50–54 years (n = 843)
NFR caseness
1.12
NFR continuous score
1.00
55–59 years (n = 618)
NFR caseness
1.21
NFR continuous score
1.00
Education levela
Low (n = 336)
NFR caseness
1.38
NFR continuous score
1.00
Medium (n = 987)
NFR caseness
1.51
NFR continuous score
1.01
High (n = 921)
NFR caseness
1.31
NFR continuous score
1.01
Work environment
Number of working hours per weeka
≥36 (n = 1584)
NFR caseness
1.45
NFR continuous score
1.01
26–35 (n = 390)
NFR caseness
1.58
NFR continuous score
1.01
≤ 25 (n = 256)
NFR caseness
0.23
NFR continuous score
1.00
Work schedulea
Shift work (n = 396)
NFR caseness
1.26
NFR continuous score
1.00
Day work (n = 1839)
NFR caseness
1.47 1 International Archives of Occupational and Environmental Health (2019) 92:683–697 690 Table 2 (continued)
Model 1
Model 2
Model 3
Model 4
HR
95% CI
HR
95% CI
HR
95% CI
HR
95% CI
NFR continuous score
1.01
1.00–1.01
1.01
1.00–1.01
1.01
1.00–1.01
1.01
1.00–1.01
Psychological job demandsa
Low (n = 973)
NFR caseness
1.42
0.93–2.18
1.30
0.84–2.01
1.22
0.78–1.90
1.21
0.76–1.94
NFR continuous score
1.01
1.00–1.01
1.01
1.00–1.01
1.00
1.00–1.01
1.00
1.00–1.01
Medium (n = 690)
NFR caseness
1.50
0.93–2.40
1.38
0.85–2.22
1.34
0.82–2.19
1.41
0.83–2.38
NFR continuous score
1.01
1.00–1.02
1.01
1.00–1.02
1.01
1.00–1.01
1.01
1.00–1.02
High (n = 584)
NFR caseness
1.62
1.03–2.54
1.34
0.85–2.13
1.19
0.73–1.94
1.13
0.67–1.92
NFR continuous score
1.01
1.00–1.01
1.01
1.00–1.01
1.00
1.00–1.01
1.00
0.99–1.01
Decision latitudea
Low (n = 668)
NFR caseness
1.28
0.86–1.91
1.20
0.80–1.80
1.24
0.79–1.94
1.21
0.75–1.96
NFR continuous score
1.00
1.00–1.01
1.00
1.00–1.01
1.00
1.00–1.01
1.00
1.00–1.01
Medium (n = 819)
NFR caseness
1.46
0.99–2.16
1.24
0.84–1.84
1.28
0.84–1.95
1.20
0.76–1.88
NFR continuous score
1.01
1.00–1.01
1.01
1.00–1.01
1.01
1.00–1.01
1.01
1.00–1.01
High (n = 773)
NFR caseness
1.29
0.76–2.19
1.24
0.73–2.11
1.27
0.72–2.23
1.32
0.73–2.39
NFR continuous score
1.01
1.00–1.01
1.01
1.00–1.01
1.01
1.00–1.02
1.01
1.00–1.02
Supervisor social supporta
Low (n = 944)
NFR caseness
1.54
1.07–2.19
1.38
0.96–1.97
1.32
0.90–1.96
1.34
0.88–2.02
NFR continuous score
1.01
1.00–1.01
1.01
1.00–1.01
1.01
1.00–1.01
1.01
1.00–1.01
High (n = 1330)
NFR caseness
1.28
0.91–1.81
1.24
0.88–1.75
1.16
0.79–1.68
1.13
0.75–1.69
NFR continuous score
1.00
1.00–1.01
1.00
1.00–1.01
1.00
1.00–1.01
1.00
1.00–1.01
Personal characteristics
Self-perceived healtha
Moderate–poor (n = 293)
NFR caseness
1.06
0.59–1.91
1.03
0.56–1.87
1.03
0.53–2.00
0.80
0.40–1.63
NFR continuous score
1.00
0.99–1.01
1.00
0.99–1.01
1.00
0.99–1.01
1.00
0.99–1.01
Good (n = 1995)
NFR caseness
1.43
1.09–1.89
1.33
1.01–1.76
1.27
0.93–1.72
1.31
0.96–1.79
NFR continuous score
1.01
1.00–1.01
1.01
1.00–1.01
1.01
1.00–1.01
1.01
1.00–1.01
Attachment to work for financial resourcesa
Not-somewhat attached (n = 153)
NFR caseness
0.91
0.35–2.38
1.00
0.37–2.69
1.28
0.45–3.67
1.28
0.36–4.53
NFR continuous score
1.00
0.99–1.01
1.00
0.99–1.01
1.00
0.99–1.02
1.00
0.99–1.02
Attached (n = 1281)
NFR caseness
1.60
1.14–2.24
1.47
1.05–2.06
1.31
0.90–1.91
1.34
0.90–1.98
NFR continuous score
1.01
1.00–1.01
1.01
1.00–1.01
1.01
1.00–1.01
1.01
1.00–1.01
Very attached (n = 854)
NFR caseness
1.27
0.87–1.88
1.16
0.79–1.72
1.19
0.78–1.82
1.07
0.68–1.68
NFR continuous score
1.00
1.00–1.01
1.00
1.00–1.01
1.00
1.00–1.01
1.00
1.00–1.01
Spousal retirementa
Yes (n = 50) Table 2 (continued)
Model 1
HR
NFR continuous score
1.01
Psychological job demandsa
Low (n = 973)
NFR caseness
1.42
NFR continuous score
1.01
Medium (n = 690)
NFR caseness
1.50
NFR continuous score
1.01
High (n = 584)
NFR caseness
1.62
NFR continuous score
1.01
Decision latitudea
Low (n = 668)
NFR caseness
1.28
NFR continuous score
1.00
Medium (n = 819)
NFR caseness
1.46
NFR continuous score
1.01
High (n = 773)
NFR caseness
1.29
NFR continuous score
1.01
Supervisor social supporta
Low (n = 944)
NFR caseness
1.54
NFR continuous score
1.01
High (n = 1330)
NFR caseness
1.28
NFR continuous score
1.00
Personal characteristics
Self-perceived healtha
Moderate–poor (n = 293)
NFR caseness
1.06
NFR continuous score
1.00
Good (n = 1995)
NFR caseness
1.43
NFR continuous score
1.01
Attachment to work for financial reso
Not-somewhat attached (n = 153)
NFR caseness
0.91
NFR continuous score
1.00
Attached (n = 1281)
NFR caseness
1.60
NFR continuous score
1.01
Very attached (n = 854)
NFR caseness
1.27
NFR continuous score
1.00
Spousal retirementa
Yes (n = 50) 1 3 International Archives of Occupational and Environmental Health (2019) 92:683–697 International Archives of Occupational and Environmental Health (2019) 92:683–697 691 Table 2 (continued)
Model 1
Model 2
Model 3
Model 4
HR
95% CI
HR
95% CI
HR
95% CI
HR
95% CI
NFR caseness
0.75
0.16–3.54
0.45
0.08–2.50
0.08
0.00–1.56
0.36
0.01–13.84
NFR continuous score
1.00
0.98–1.02
1.00
0.98–1.02
0.98
0.95–1.02
1.03
0.98–1.09
No (n = 2199)
NFR caseness
1.39
1.08–1.79
1.27
0.98–1.64
1.21
0.92–1.61
1.23
0.92–1.64
NFR continuous score
1.01
1.00–1.01
1.01
1.00–1.01
1.00
1.00–1.01
1.01
1.00–1.01
Statistically significant HRs + 95% CIs are marked in bold. Risk of early labour force exit However, stratified analy-
ses showed that among employees who indicated that LFE
schemes were available, both NFR caseness and a higher
NFR continuous score were associated with a statistically
significantly higher risk for LFE in models 1 and 2 (for NFR
caseness: HR 3.11, 95% CI 1.42–6.80; p < 0.05; for NFR
continuous score: HR 1.02, 95% CI 1.00–1.03; p < 0.05),
whereas among employees who indicated that LFE schemes
were not available, no statistically significant associations
between NFR and LFE were observed in any of the models.i In Table 4, associations between NFR and specific types
of LFE are presented. A higher NFR continuous score was
statistically significantly associated with a higher chance of
early retirement in all models (in model 4: HR 1.01, 95%
CI 1.00–1.01; p < 0.05), whereas statistically significant 1 3 692 International Archives of Occupational and Environmental Health (2019) 92:683–697 prolong working life beyond the mandatory retirement age
were observed in any of the models. Table 3 Hazard ratios and 95% confidence intervals for the chance of LFE according to the availability of schemes for early labour force exit: among employees aged 60–63, according to NFR
caseness and NFR continuous score (October 2012–October 2014)
Statistically significant HRs + 95% CIs are marked in bold. In case the lower limit of a bold marked 95% CI contains 1.00 the lower limit is ≥ 1.001 and the corresponding p value is < 0.05
Model 1: crude
Model 2: adjusted for gender, age and education level
Model 3: additionally adjusted for number of working hours per week, work schedule, psychological job demands, decision latitude and supervisor social support
Model 4: additionally adjusted for self-perceived health, spousal retirement and attachment to work for financial resources
Schemes for LFE available
Model 1
Model 2
Model 3
Model 4
No (n = 97)
Yes (n = 107)
No
Yes
No
Yes
No
Yes
HR
95% CI
HR
95% CI
HR
95% CI
HR
95% CI
HR
95% CI
HR
95% CI
HR
95% CI
HR
95% CI
Total study population (n = 204)
NFR caseness
1.31
0.55–3.14
2.79
1.29–6.02
1.63
0.62–4.26
3.11
1.42–6.80
1.31
0.39–4.35
1.73
0.70–4.28
1.64
0.45–6.03
2.30
0.80–6.5
NFR continuous score
1.00
0.99–1.02
1.01
1.00–1.02
1.00
0.99–1.02
1.02
1.00–1.03
1.00
0.98–1.02
1.00
1.00–1.02
1.00
0.98–1.02
1.01
1.00–1.0 Discussion The aim of this study was to investigate the possibility
that NFR is a precursor of older workers’ labour partici-
pation. Longitudinal relationships of NFR with (types
of) LFE and cross-sectional associations between NFR
with intentions and ability to prolong working life were
studied. Key factors from the demographic, work environ-
ment and personal domains were considered when study-
ing these associations. The main finding of this study was
that NFR is associated with an increased probability of
overall LFE over time in workers aged 45 years and older. Higher levels of NFR (as a continuous measure) remained
significantly related with LFE when adjusted for factors
from all domains. However, NFR caseness was not sig-
nificantly related with LFE when adjustments were made
for factors from the work environment and the personal
domain. In line with the work load–work capacity model
of van Dijk et al. (1990), this finding suggests that long-
term effects like LFE may occur via a pathway of short-
term effects involving insufficient recovery from work (van
Veldhoven and Broersen 2003). In this sense, NFR can
be seen as a ‘precursor’ of LFE. Personal, demographic
and work environment factors were studied to further
enhance insight into the factors that may play a role in
the relationship between NFR and LFE. Effect modifica-
tion could not be formally established. However, from a
descriptive statistics perspective, stratified analyses ren-
dered an indication of differences according to some of
the moderators. First, associations between NFR and over-
all LFE were only observed among men, but not among
women. Second, findings suggest significant associations
between NFR and LFE when older workers are exposed
to low supervisor support. However, these associations
were only significant when they were not adjusted for addi-
tional confounding factors. These findings suggest that the
strength of the relationship between NFR and LFE may
depend more upon static demographic characteristics like
gender, as well as on unfavourable working conditions. Third, although the direction of the association between
NFR and overall LFE was similar among employees with
and without organizational schemes for LFE, only statis-
tically significant associations between NFR and overall
LFE were found only among employees who had such
opportunities. Therefore, it is likely that the choice for
LFE is at least partially embedded in the broader organi-
zational context. Discussion In case the upper limit of a bold marked 95% CI
contains 1.00 the upper limit is ≤ 0.999 and the corresponding p value is < 0.05
Model 1: crude
Model 2: adjusted for gender, age and education level
Model 3: additionally adjusted for number of working hours per week, work schedule, psychological job
demands, decision latitude and supervisor social support
Model 4: additionally adjusted for self-perceived health, spousal retirement and attachment to work for
financial resources
a OR < 1 implies less agreement with the statement
Model 1
Model 2
Model 3
Model 4
ORa
95% CI
OR
95% CI
OR
95% CI
OR
95% CI
It is my intention to keep working until I reach the mandatory retirement age
NFR caseness
0.77
0.60–0.99
0.80
0.62–1.02
0.84
0.64–1.10
0.76
0.58–1.01
NFR continuous score
1.00
0.99–1.00
1.00
0.99–1.00
1.00
0.99–1.00
1.00
0.99–1.00
I think I am physically able to work in my current job until reaching the mandatory retirement age
NFR caseness
0.36
0.28–0.46
0.36
0.28–0.47
0.45
0.34–0.61
0.50
0.37–0.68
NFR continuous score
0.98
0.98–0.99
0.98
0.98–0.99
0.99
0.98–0.99
0.99
0.98–0.99
I think I am mentally able to work in my current job until reaching the mandatory retirement age
NFR caseness
0.36
0.28–0.46
0.37
0.28–0.47
0.45
0.34–0.59
0.49
0.37–0.65
NFR continuous score
0.98
0.98–0.99
0.98
0.98–0.99
0.99
0.98–0.99
0.99
0.98–0.99
It is my intention to keep working beyond the mandatory retirement age
NFR caseness
0.90
0.61–1.33
0.90
0.61–1.34
0.95
0.61–1.47
0.91
0.57–1.43
NFR continuous score
1.00
1.00–1.01
1.00
1.00–1.01
1.00
1.00–1.01
1.00
1.00–1.01 Table 4 Hazard ratios and 95%
confidence intervals for specific
types of early labour force exit:
early retirement, work disability
and unemployment, according
to NFR caseness and NFR
continuous score (October
2008–October 2014) Statistically significant HRs + 95% CIs are marked in bold. Table 5 Odds ratios and 95%
confidence intervals for the
different items on retirement
intentions and ability to prolong
working life according to NFR
caseness and NFR continuous
score (October 2012) (n = 1607) Discussion In case the lower limit of a bold marked 95% CI
contains 1.00 the lower limit is ≥ 1.001 and the corresponding p value is < 0.05
Specific type of labour force exit
Model 1
Model 2
Model 3
Model 4
HR
95% CI
HR
95% CI
HR
95% CI
HR
95% CI
Early retirement
NFR caseness
1.37
0.94–2.00
1.29
0.88–1.89
1.31
0.86–1.98
1.22
0.78–1.90
NFR continuous score
1.01
1.00–1.01
1.01
1.00–1.01
1.01
1.00–1.01
1.01
1.00–1.01
Work disability
NFR caseness
2.44
1.14–5.22
2.39
1.11–5.11
3.04
1.26–7.33
2.76
1.08–7.05
NFR continuous score
1.01
1.00–1.03
1.01
1.00–1.03
1.02
1.00–1.03
1.02
1.00–1.03
Unemployment
NFR caseness
1.16
0.80–1.67
1.11
0.77–1.61
1.01
0.68–1.51
1.01
0.66–1.54
NFR continuous score
1.00
1.00–1.01
1.00
1.00–1.01
1.00
0.99–1.01
1.00
0.99–1.01 Model 1: crude
Model 2: adjusted for gender, age and education level
Model 3: additionally adjusted for number of working hours per week, work schedule, psychological job
demands, decision latitude and supervisor social support
Model 4: additionally adjusted for self-perceived health, spousal retirement and attachment to work for
financial resources Model 3: additionally adjusted for number of working hours per week, work schedule, psychological job
demands, decision latitude and supervisor social support Statistically significant ORs + 95% CIs are marked in bold. Table 4 Hazard ratios and 95%
confidence intervals for specific
types of early labour force exit:
early retirement, work disability
and unemployment, according
to NFR caseness and NFR
continuous score (October
2008–October 2014) Discussion In case the upper limit of a bold marked 95% CI
contains 1.00 the upper limit is ≤ 0.999 and the corresponding p value is < 0.05
Model 1: crude
Model 2: adjusted for gender, age and education level
Model 3: additionally adjusted for number of working hours per week, work schedule, psychological job
demands, decision latitude and supervisor social support
Model 4: additionally adjusted for self perceived health spousal retirement and attachment to work for
Model 1
Model 2
Model 3
Model 4
ORa
95% CI
OR
95% CI
OR
95% CI
OR
95% CI
It is my intention to keep working until I reach the mandatory retirement age
NFR caseness
0.77
0.60–0.99
0.80
0.62–1.02
0.84
0.64–1.10
0.76
0.58–1.01
NFR continuous score
1.00
0.99–1.00
1.00
0.99–1.00
1.00
0.99–1.00
1.00
0.99–1.00
I think I am physically able to work in my current job until reaching the mandatory retirement age
NFR caseness
0.36
0.28–0.46
0.36
0.28–0.47
0.45
0.34–0.61
0.50
0.37–0.68
NFR continuous score
0.98
0.98–0.99
0.98
0.98–0.99
0.99
0.98–0.99
0.99
0.98–0.99
I think I am mentally able to work in my current job until reaching the mandatory retirement age
NFR caseness
0.36
0.28–0.46
0.37
0.28–0.47
0.45
0.34–0.59
0.49
0.37–0.65
NFR continuous score
0.98
0.98–0.99
0.98
0.98–0.99
0.99
0.98–0.99
0.99
0.98–0.99
It is my intention to keep working beyond the mandatory retirement age
NFR caseness
0.90
0.61–1.33
0.90
0.61–1.34
0.95
0.61–1.47
0.91
0.57–1.43
NFR continuous score
1.00
1.00–1.01
1.00
1.00–1.01
1.00
1.00–1.01
1.00
1.00–1.01 Table 5 Odds ratios and 95%
confidence intervals for the
different items on retirement
intentions and ability to prolong
working life according to NFR
caseness and NFR continuous
score (October 2012) (n = 1607) Statistically significant ORs + 95% CIs are marked in bold. Discussion Similar findings in Vickerstaff et al.’s
(2004) study demonstrated the influence of organizational Third, although the direction of the association between
NFR and overall LFE was similar among employees with
and without organizational schemes for LFE, only statis-
tically significant associations between NFR and overall
LFE were found only among employees who had such
opportunities. Therefore, it is likely that the choice for
LFE is at least partially embedded in the broader organi-
zational context. Similar findings in Vickerstaff et al.’s
(2004) study demonstrated the influence of organizational
policies and practices on the decision to retire early. The 1 3 nternational Archives of Occupational and Environmental Health (2019) 92:683–697 International Archives of Occupational and Environmental Health (2019) 92:683–697 693 ssociations between NFR and LFE varied
actors from various domains suggests that
mated the true association between NFR
and overall LFE; for instance, among employees with an
elevated NFR but without opportunities for LFE, actual
LFE might not have been feasible It should be noted that
atios and 95%
als for specific
our force exit:
work disability
nt, according
and NFR
(October
14)
Statistically significant HRs + 95% CIs are marked in bold. In case the lower limit of a bold marked 95% CI
contains 1.00 the lower limit is ≥ 1.001 and the corresponding p value is < 0.05
Model 1: crude
Model 2: adjusted for gender, age and education level
Model 3: additionally adjusted for number of working hours per week, work schedule, psychological job
demands, decision latitude and supervisor social support
Model 4: additionally adjusted for self-perceived health, spousal retirement and attachment to work for
financial resources
Specific type of labour force exit
Model 1
Model 2
Model 3
Model 4
HR
95% CI
HR
95% CI
HR
95% CI
HR
95% CI
Early retirement
NFR caseness
1.37
0.94–2.00
1.29
0.88–1.89
1.31
0.86–1.98
1.22
0.78–1.90
NFR continuous score
1.01
1.00–1.01
1.01
1.00–1.01
1.01
1.00–1.01
1.01
1.00–1.01
Work disability
NFR caseness
2.44
1.14–5.22
2.39
1.11–5.11
3.04
1.26–7.33
2.76
1.08–7.05
NFR continuous score
1.01
1.00–1.03
1.01
1.00–1.03
1.02
1.00–1.03
1.02
1.00–1.03
Unemployment
NFR caseness
1.16
0.80–1.67
1.11
0.77–1.61
1.01
0.68–1.51
1.01
0.66–1.54
NFR continuous score
1.00
1.00–1.01
1.00
1.00–1.01
1.00
0.99–1.01
1.00
0.99–1.01
ios and 95%
als for the
n retirement
ility to prolong
rding to NFR
R continuous
012) (n = 1607)
Statistically significant ORs + 95% CIs are marked in bold. Discussion The results of the adjusted models might be somewhat over-
corrected, which may have led to an underestimation of the
strength of the relationships. Although stratification has the
advantage of unambiguous interpretation and clearly indi-
cated the strength of association between NFR and LFE in
specific subgroups, statistically significant differences across
strata could not be established. Despite the factors we took
into account in this study, residual confounding cannot be
ruled out, as it is possible that not all relevant confound-
ers have been included, and some confounders might not
have been optimally operationalized. For instance, education
level was assessed as the highest education degree workers
had obtained as of May 1998. Although educational attain-
ment earlier in life (e.g. at labour market entry) remains an
important determinant of labour participation and oppor-
tunities (like training) in later life (Edgerton et al. 2012;
Fouarge et al. 2013), workers may have gained additional
education in later life, which may underestimate the impor-
tance of education level in the association between NFR
and LFE. In addition, the factor ‘attachment to work for
financial resources’ was considered, but it does not fully
grasp the employees’ or families’ financial situation in rela-
tion to LFE opportunities. In addition, we investigated the
role of spousal retirement, but the reference group com-
prised both employees with a currently employed partner
as well as a relatively small group of employees without
a partner. Also, the influence of partnership itself on LFE
was not examined in this study. Bias may also stem from
the multi-level nature of variables like the availability of
h
f
l LFE
h
ti
b
i il the findings might be affected by the uneven distribution
across various strata, and that effect modification could not
be formally established in terms of statistically significant
differences between strata, warranting a cautious interpre-
tation of these findings. i
Furthermore, NFR was found to be differently associated
with specific types of LFE. That is, NFR was associated with
a higher risk of early retirement and work disability, but not
with a higher chance of unemployment. The finding that
NFR was associated with work disability is consistent with
earlier studies, where NFR was associated with occupational
diseases (Otten et al. 2012) and sickness absence (de Croon
et al. 2003), which were both found to be associated with
a higher risk of disability pension (Kivimäki et al. 2004). Discussion In case the upper limit of a bold marked 95% CI
contains 1.00 the upper limit is ≤ 0.999 and the corresponding p value is < 0.05 Model 2: adjusted for gender, age and education level Model 3: additionally adjusted for number of working hours per week, work schedule, psychological job
demands, decision latitude and supervisor social support Model 4: additionally adjusted for self-perceived health, spousal retirement and attachment to work for
financial resources finding that associations between NFR and LFE varied
according to factors from various domains suggests that
we underestimated the true association between NFR finding that associations between NFR and LFE varied
according to factors from various domains suggests that
we underestimated the true association between NFR and overall LFE; for instance, among employees with an
elevated NFR but without opportunities for LFE, actual
LFE might not have been feasible. It should be noted that and overall LFE; for instance, among employees with an
elevated NFR but without opportunities for LFE, actual
LFE might not have been feasible. It should be noted that 1 3 International Archives of Occupational and Environmental Health (2019) 92:683–697 694 increase in the risk of LFE. It was useful to distinguish the
main types of LFE in terms of early (obligatory) retirement,
work disability and (in)voluntary unemployment, as the
results for these specific types of LFE differed. Whereas
LFE was approached as a dichotomous outcome in this
study, this is not necessarily always the case, as gradual
types and multiple combinations of types of LFE also exist. Employees can leave the labour force gradually via bridge
employment or may become partially disabled for work. A
suggestion for future research would be to further differenti-
ate between gradual and full types of LFE when investigat-
ing the impact of NFR. Also, possible return to the labour
market after LFE was not taken into consideration in this
study. Another strength of this study is that various potential
confounders and effect-modifying factors were considered to
explore the role of these factors in the association between
NFR and LFE via adjusted and stratified models. However,
it remains uncertain whether adjusting these associations is
required and/or desirable, especially since NFR is consid-
ered a comprehensive concept in which numerous effects
from the psychosocial work environment are accumulated. Discussion However, to our knowledge, the finding that NFR can be
regarded as an immediate precursor of types of LFE like
early retirement and work disability among older workers is
novel in the literature on NFR and retirement. The different
associations between NFR and specific types of LFE might
also be at least partly ascribed to the voluntariness of the
type of exit. Robroek et al. (2013) found that determinants
such as poor health were differently associated with invol-
untary (e.g. unemployment) as compared to more voluntary
types of LFE (e.g. early retirement). Also, contextual fac-
tors (e.g. firm closure) might play a larger role in the risk of
becoming unemployed, which might (slightly) conceal the
association between NFR and unemployment. Furthermore, elevated NFR was also associated with
reduced intentions to prolong working life, and employees
with elevated NFR considered themselves less physically
and mentally able to work until the mandatory retirement
age. Although not explicitly tested, NFR might be associated
with long-term outcomes such as LFE through an indirect
pathway of reduced intention and ability to prolong work-
ing life, which is in line with the work load–work capacity
model. It should be noted, however, that these analyses are
cross-sectional, and a longitudinal time-window may yield
different findings. Strengths and limitations An important strength of this study is the large cohort, which
allowed for an investigation of longitudinal associations
between NFR and specific types of LFE that have not been
previously investigated. Concerning NFR, we investigated
both continuous NFR scores and NFR caseness. A cutoff
score to define cases of elevated NFR may be helpful in
determining which workers are at risk for LFE and could
be useful to direct interventions. The HRs for continuous
NFR levels were often low, with narrow confidence inter-
vals. However, it should be noted that they were measured
on a 100-point scale, meaning that with an HR of 1.01, any
10-point increase on the NFR scale is associated with a 10% 1 3 International Archives of Occupational and Environmental Health (2019) 92:683–697 695 between NFR and known determinants of retirement, such
as lowered intention and ability to prolong working life, sug-
gesting that NFR plays a role in the LFE decision process. Besides NFR, LFE also seemed to vary based on opportuni-
ties to make use of LFE schemes, which might imply that
LFE is a result of individual and/or contextual factors. This
implication was further strengthened by the finding that fac-
tors like gender and unfavourable work conditions seem to
affect the strength of the association between NFR and LFE. As such, monitoring NFR among older workers may be used
as an early warning system to identify workers with an ele-
vated NFR and offer interventions to reduce NFR and early
LFE. Such monitoring should also take into account fac-
tors from the demographic, work environment and personal
domains. Although such an approach has the potential to
facilitate extending labour participation, it should be noted
that the effectiveness of measures like worksite social and
physical environment interventions or health interventions
addressing elevated NFR have yet not been demonstrated
(Coffeng et al. 2014; van Berkel et al. 2014). number of organizations (second order) in the analyses on
the role of early exit schemes (Table 3), we cannot account
statistically for this possible bias. Overall, this study relies
only on self-reports, which may have artificially inflated the
strength of the observed relationships (i.e. common method
bias), in particular with respect to the cross-sectional analy-
ses (Podsakoff et al. 2012). Strengths and limitations For descriptive and stratifica-
tion purposes and for reasons of parsimony and statistical
power, categorical and continuous variables were occasion-
ally recoded into categorical variables with fewer categories,
which may have resulted in loss of information. An equal set
of confounders was investigated for all types of LFE. It is
possible, however, that different confounders play a role in
the associations between NFR and different types of LFE.f f
yp
To investigate possible short- and long-term effects of
NFR on multiple outcomes, different time-windows, study
populations and data-analysis techniques were required. For each type of outcome, the time-window, study popula-
tion and technique were carefully considered, although this
might have hindered direct comparisons between the study
findings. As the present study excluded all employees aged
59 years and older at study baseline, the association between
NFR and (specific types of) LFE has not been investigated
among employees who were close to reaching the mandatory
retirement age. Therefore, the findings of this study might
not be fully applicable and/or generalized to the group of
oldest employees. As this approach might have been some-
what conservative, a suggestion for future studies would
be to investigate the association between NFR and LFE in
a sample of employees close to reaching their mandatory
retirement age, as being close to reaching this age might
result in different associations between NFR and LFE. Statement The presented results are based on data of the
Maastricht Cohort Study, and are a unique contribution to
our understanding on the determinants and consequences
of NFR throughout the life span. All earlier studies on this
topic which are based on data of the Maastricht Cohort
Study have been listed in a supplementary electronic docu-
ment to this manuscript. Acknowledgements The authors would like to thank Huub Hoofs for
his help in the use of statistics. The authors acknowledge the contribu-
tion of Fleur Gommans to earlier versions of this manuscript. f
As all companies included in the cohort fall under Dutch
legislation, the findings of this study should be considered in
the Dutch context. Many European countries try to discour-
age early retirement and minimize work disability as much
as possible, whereas no general policies on unemployment
exist. Social policies for the specific types of LFE and retire-
ment regulations vary across countries (Siegrist et al. 2007),
possibly affecting the employees’ opportunities for LFE. Compliance with ethical standards Conflict of interest The authors declare that they have no conflict of
interest. Informed consent Informed consent was obtained from all individual
participants included in the study. Ethical approval All procedures performed in studies involving human
participants were in accordance with the ethical standards of the insti-
tutional and/or national research committee and with the 1964 Helsinki
Declaration and its later amendments or comparable ethical standards. Strengths and limitations Furthermore, varying definitions of (specific types of) LFE
and mandatory retirement age might be observed among
countries, which suggests that LFE in this study should be
considered in the national context. Funding This study was financially supported by Instituut Gak, Grant
No. 2011-089 WR and by School CAPHRI (School for Public Health
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tive Commons Attribution 4.0 International License (http://creativeco
mmons.org/licenses/by/4.0/), which permits unrestricted use, distribu-
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credit to the original author(s) and the source, provide a link to the
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Analysis of Mice Lacking DNaseI Hypersensitive Sites at the 5′ End of the IgH Locus
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Terms of Use This article was downloaded from Harvard University’s DASH repository, and is made available
under the terms and conditions applicable to Other Posted Material, as set forth at http://
nrs.harvard.edu/urn-3:HUL.InstRepos:dash.current.terms-of-use#LAA Permanent link http://nrs.harvard.edu/urn-3:HUL.InstRepos:8231691 Citation Perlot, Thomas, Inka Pawlitzky, John P. Manis, Ali A. Zarrin, Peter H. Brodeur, and Frederick W. Alt. 2010. Analysis of Mice Lacking DNaseI Hypersensitive Sites at the 5' End of the IgH Locus. PLoS ONE 5(11): e13992. Perlot, Thomas, Inka Pawlitzky, John P. Manis, Ali A. Zarrin, Peter H. Brodeur, and Frederick W. Alt. 2010. Analysis of Mice Lacking DNaseI Hypersensitive Sites at the 5' End of the IgH Locus. PLoS ONE 5(11): e13992. Abstract The 59 end of the IgH locus contains a cluster of DNaseI hypersensitive sites, one of which (HS1) was shown to be pro-B cell
specific and to contain binding sites for the transcription factors PU.1, E2A, and Pax5. These data as well as the location of
the hypersensitive sites at the 59 border of the IgH locus suggested a possible regulatory function for these elements with
respect to the IgH locus. To test this notion, we generated mice carrying targeted deletions of either the pro-B cell specific
site HS1 or the whole cluster of DNaseI hypersensitive sites. Lymphocytes carrying these deletions appear to undergo
normal development, and mutant B cells do not exhibit any obvious defects in V(D)J recombination, allelic exclusion, or
class switch recombination. We conclude that deletion of these DNaseI hypersensitive sites does not have an obvious
impact on the IgH locus or B cell development. Citation: Perlot T, Pawlitzky I, Manis JP, Zarrin AA, Brodeur PH, et al. (2010) Analysis of Mice Lacking DNaseI Hypersensitive Sites at the 59 End of the IgH
Locus. PLoS ONE 5(11): e13992. doi:10.1371/journal.pone.0013992 Editor: Sebastian D. Fugmann, National Institute on Aging, United States of America Editor: Sebastian D. Fugmann, National Institute on Aging, United States of America Received June 28, 2010; Accepted October 26, 2010; Published November 15, 2010 Received June 28, 2010; Accepted October 26, 2010; Published November 15, 2010 Received June 28, 2010; Accepted October 26, 2010; Published November 15, 2010 Copyright: 2010 Perlot 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. nding: This work was funded by National Institutes of Health R01 AI020047 (to FWA) and GM36064 (to PHB). FWA is an Investigator
dical Institute. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manu Competing Interests: The authors have declared that no competing interests exist. Competing Interests: The authors have declared that no competing interests exist. * E-mail: alt@enders.tch.harvard.edu . These authors contributed equally to this work. Thomas Perlot1.¤a, Inka Pawlitzky2.¤b, John P. Manis3, Ali A. Zarrin1¤c, Peter H. Brodeur2, Frederick W.
Alt1* Thomas Perlot1.¤a, Inka Pawlitzky2.¤b, John P. Manis3, Ali A. Zarrin1¤c, Peter H. Bro
Alt1* nka Pawlitzky2.¤b, John P. Manis3, Ali A. Zarrin1¤c, Peter H. Brodeur2, Frederick W 1 The Howard Hughes Medical Institute, The Children’s Hospital, Immune Disease Institute, and Department of Genetics, Harvard Medical School, Boston, Massachusetts,
United States of America, 2 Immunology Program, Sackler School of Graduate Biomedical Sciences, Tufts University School of Medicine, Boston, Massachusetts, United
States of America, 3 Children’s Hospital Boston and Joint Program in Transfusion Medicine, Harvard Medical School, Boston, Massachusetts, United States of America Abstract ¤a Current address: IMBA, Institute of Molecular Biotechnology of the Austrian Academy of Sciences, Vienna, Austria
¤b Current address: Division of Molecular Genetics, Netherlands Cancer Institute, Amsterdam, The Netherlands
¤c Current address: Department of Immunology, Genentech, San Francisco, California, United States of America A large effort has been made to elucidate mechanisms of IgH
locus regulation and a number of cis-regulatory elements have
been described and characterized. The IgH intronic enhancer (Em)
resides in the JH – CH intron and was shown to be necessary for
efficient V(D)J recombination by promoting both D to JH and VH
to DJH recombination [6,7]. Downstream of the CH genes at the
very 39 end of the IgH locus a cluster of DNaseI hypersensitive
sites was described, termed 39 IgH regulatory region (39IgH RR). So far two main functions have been assigned to this regulatory
region: the 39IgH RR plays an important role in promoting CSR
to most IgH isotypes, and the 39IgH RR was shown to be
necessary for high level expression of the functionally assembled
HC gene from the promoter 59 of the VHDJH exon [8]. Share Your Story The Harvard community has made this article openly available. Please share how this access benefits you. Submit a story . Accessibility PLoS ONE | www.plosone.org November 2010 | Volume 5 | Issue 11 | e13992 Introduction The variable region of an immunoglobulin heavy chain (IgH) is
assembled from V (variable), D (diversity), and J (joining) gene
segments that lie upstream of several IgH constant (C) region
exons in a process called V(D)J recombination [1]. The mouse IgH
locus contains large numbers of VH segments and multiple D and
JH segments but an individual IgH V(D)J exon is assembled from
only one VH, one D, and one JH segment. V(D)J recombination of the IgH locus takes place in pro-B cells
in an ordered way such that D to JH recombination precedes VH
to DJH recombination [2]. In this regard, activation of the IgH
locus is thought to progress in a stepwise manner [3]. D to JH
rearrangement efficiently occurs on both alleles, however, allelic
exclusion ensures that VH to DJH recombination results in
expression of a functional heavy chain (HC) from only one of
the two alleles [4]. An additional potential regulatory region was identified at the 59
end of the IgH locus, consisting of four DNaseI hypersensitive sites
[9]. One of these sites, HS1, was shown to be pro-B cell specific,
the stage during which IgH V(D)J recombination takes place, and
was suggested to include binding sites for the transcription factors
PU.1, Pax5 and E2A [9]. These observations led to the suggestion
that this region might represent a new regulatory region for IgH
rearrangements. In this regard, the 59 end of the IgH locus is an
attractive location for a regulatory element because it would not be
deleted during the course of V(D)J recombination, and it might
explain control of several unresolved phenomena in the IgH locus. Among these is the regulation of VH germline transcripts as so far Mature B-cells can undergo further alterations of their HCs. IgH class switch recombination (CSR) causes expression of
different immunoglobulin isotypes which confer different effector
functions. During this recombination process one of several sets of
downstream CH exons replaces the Cm exons and the intervening
sequence is deleted from the chromosome, which results in
expression of a new C region without changing the specificity of
the IgH variable region [5]. PLoS ONE | www.plosone.org November 2010 | Volume 5 | Issue 11 | e13992 1 59IgH Enhancer no cis-regulatory element has been identified that controls activity
of the bulk of unrearranged VH promoters. IgH class switch recombination assay CD43- splenocytes were isolated by MACS, cultured with LPS
or IL4/aCD40, and analyzed by flow cytometry as described
previously [13]. Introduction Furthermore, it is not
known how it is achieved that proximal and distal VH segments
are activated independently or why usage of distal versus proximal
VH gene families varies significantly. PCR assay for V(D)J rearrangements
hi Pro-B cells (IgM- B220+ CD43hi), pre B-cells (IgM- B220+
CD43lo), and double positive T-cells (B220- CD4+ CD8+) were
isolated by FACS on a FACSAria (BD Biosciences) and genomic
DNA was extracted. 50 ng DNA or 5-fold dilutions were analyzed
by PCR for DH–JH, VH-DJH, Vk–Jk, and Vl–Jl rearrangements
with primers listed in Table S1. Input DNA amounts were
normalized upon PCR amplification within DLG5. PCR was
performed at 95uC for 49, 30 cycles of 95uC for 300, 60uC for 900,
and 72uC for 29, followed by 72uC for 59. PCR products were
transferred from ethidium bromide gels to nylon membranes and
visualized with end labeled oligonucleotide probes (Table S1). CDR 3 lengths were generated from IgH VDH rearrangements
from mature B cells using oligonucleotides for V558 and JH4
rearrangements. PCR fragments were amplified using iProof (Bio-
Rad) polymerase and cloned into Zero Blunt Topo vectors
(Invitrogen), and sequenced. Here we report the targeted deletion of the pro-B cell specific
59IgH HS1 as well as combined deletion of HS1, HS2, HS3a,b in
mice. We analyzed potential implications on B cell development,
V(D)J recombination, and IgH CSR. Flow cytometry and cell sorting Single cell suspensions from spleen, thymus, or bone marrow
were stained in PBS 2% FBS with various antibodies: FITC-aIgM,
PE-Cy5-aB220, PE-aCD8a, PE-aCD43, FITC-aLy9.1, APC-
aIgM, APC-Cy7-aB220 (BD Pharmingen), PE-aAA4.1, FITC-
aCD4
(eBioscience). FACS
analysis
was
performed
on
a
FACSCalibur (BD Biosciences) and a FACSAria (BD Biosciences)
apparatus. Cell sorts were performed on a FACSAria (BD
Biosciences) apparatus. EF1 heterozygous IgHa/b embryonic stem (ES) cells, generated
in the Alt laboratory, were transfected with PvuI linearized RHS1
targeting vector to obtain RHS1/+ ES cells. To obtain DHS1/+ ES
cells, the PGK-NeoR cassette was deleted by applying a Cre –
expressing adenovirus vector. DHS1/+ ES cells were transfected
with PvuI linearized R39HSs targeting vector to obtain R39HSs/+
ES cells. R39HSs/+ ES cells were selected for homozygocity of the
targeted allele through increasing concentration of G418 to obtain
R39HSs/R39HSs ES cells. Cre – loxP mediated deletion of the
PGK-NeoR cassette resulted in DHSs/DHSs ES cells. Targeted ES
cells were injected into Rag2-/- blastocysts to obtain RDBC
chimeras [11] or into C57BL/6 blastocysts to obtain chimeras that
could be crossed to 129Sv mice to achieve germline transmission
of the targeted allele. Generation of mice with targeted deletion of 59IgH
DNaseI hypersensitive sites To determine the in vivo function of the cluster of DNaseI
hypersensitive sites described at the 59 end of the IgH locus [9] we
first replaced a ,340 bp BccI – AatII fragment, harboring HS1,
with a loxP flanked PGK-NeoR cassette. All targeting experiments
were performed in heterozygous IgHa/b EF1 ES cells which have
the advantage that IgHa (129 strain) and IgHb (C57BL/6 strain)
alleles can be distinguished by antibodies against the different
allotypes or by detection of restriction fragment length polymor-
phisms (RFLP). Targeting vector homology arms were cloned from
129 strain genomic DNA, resulting in correct targeting events only
on the IgHa allele. In heterozygous targeted ES cells, the IgHb allele
always remained in the untargeted wildtype configuration. RT-PCR analysis RNA was extracted using TriPure Isolation Reagent (Roche). 200 ng–1 mg of total RNA was reverse transcribed for one hour at
50uC using random hexamers (Roche) and Superscript III
(Invitrogen) reverse transcriptase. PCR was performed at 94uC
for 49, 30–39 cycles of 94uC for 300, annealing temperature (Table
S1) for 300, 72uC for 300, followed by 72uC for 59. cDNA input
amount was normalized upon PCR amplification of b-actin
cDNA. PCR products were visualized on ethidium bromide gels
and/or
subsequently
transferred
to
nylon
membranes
and
visualized with end labeled oligonucleotide probes (Table S1). Targeted deletion of 59IgH DNaseI hypersensitive sites in
ES cells and generation of mutant mice All mouse were handled in strict accordance with good animal
practice as defined by the relevant national and/or local animal
welfare bodies, and all animal work was approved by Animal
Research of Children’s Hospital Boston (Protocol # 08 11 1253R). The RHS1 targeting vector was assembled in pLNTK [10]. As a
59 homology arm a 2.2 kb PCR product was generated with
primers 59 GTCGACGGATTTAGGAGGATACACAAC 39 and
59 GTCGACCTTGGATAACACAGAACTCTG 39 containing a
SalI site at their 59 ends, which facilitate cloning of the PCR
product into the SalI site of pLNTK. As a 39 homology arm a 7.3
kb AatII – ApaI fragment was blunt end cloned into the XhoI site
of pLNTK. The R39HSs targeting vector was generated by blunt
end cloning a 4.4 kb EcoRI fragment into the SalI site of pLNTK
as a 59 homology arm, and a 7.0 kb KpnI fragment into the XhoI
site as the 39 homology arm. Correct targeting events and cre –
loxP deletion events were confirmed by Southern blotting (Fig 1). Probe 1 is a 830 bp PCR product amplified with primers 59
GCTCATGTACCAATCTGCACTCAC 39 and 59 CACTGT-
GACCTCCATCTTATGTCTG 39. Probe 2 is a 1.2 kb PstI –
EcoRI fragment 59 of HS2. Probe 3 is a 0.8 kb PstI – XbaI
fragment about 11 kb 39 of HS3b. To confirm single integration of
the targeting vectors a 525 bp NeoR probe was used, amplified
with primers 59 GCAGCCATATGGGATCGGC 39 and 59
GTTCGGCTGGCGCGAGCCCC 39. November 2010 | Volume 5 | Issue 11 | e13992 B cell hybridomas DHS1 ES cells exhibit a 15.7 kb DHS1 band and a 26.3 kb band for the wildtype IgHb allele (lane 9), R39HSs ES cells show a 11.1 kb R39H
and a 26.3 kb band for the wildtype IgHb allele (lane 11), DHSs ES cells are identified by the presence of a 14.1 kb DHSs band in additio
26.3 kb wildtype IgHb allele (lane 10). All targeting events occured on the IgHa allele, whereas the IgHb allele remained in wildtype config
Drawings not to scale. B - BglII; S - SacI; P - SphI. Figure 1. Targeting strategy for the generation of the RHS1, DHS1, and DHSs alleles. (A) the wildtype (wt) IgH locus and its 59 flanking
region are shown. VH, DH, JH indicate representative IgH V, D, and J segments. Exons 1, 2, and 3 of Zfp386 are shown as grey rectangles, DNaseI
hypersensitive sites HS1, HS2, HS3a, and HS3b are shown as black ovals. Correct targeting events of the RHS1 targeting vector were identified by
Southern blotting on BglII digested ES cell DNA using probe 1, which results in a 15.8 kb band (lane 1) in addition to the 14.2 kb wildtype band (lane
2). Cre – loxP (black triangles) mediated deletion of the PGK-NeoR cassette (NeoR) from the RHS1 allele results in the DHS1 allele. Deletions were
identified by Southern analysis of SacI digested DNA utilizing probe 2. A targeted clone before Cre – mediated deletion exhibits a 6.7 kb RHS1 band
and a 5.1 kb wildtype band (lane 3). Upon deletion of the PGK-NeoR cassette, a 4.8 kb DHS1 band and a 5.1 kb wildtype band are visible (lane 4). Lane
5 shows untargeted wildtype DNA. (B) The DHS1 allele was targeted with the R39HSs targeting vector to introduce a PGK-NeoR cassette flanked by
loxP sites. Correct targeting events were confirmed by Southern blotting on SphI digested ES cell DNA with probe 1, resulting in a 2.6 kb band for the
wildtype IgHb allele and a 7.2 kb band for R39HSs, the targeted IgHa allele (lane 6). Cre – mediated recombination between the first and the third loxP
site generates the DHSs allele (14.1 kb, lane 8). Homozygous R39HSs ES cells were generated under increasing concentrations of G418, resulting in a
single 7.2 kb R39HSs band (lane 7). Southern analysis on SphI digested DNA with probe 3 confirms correct targeting events of the R39HSs targeting
vector. B cell hybridomas CD43- splenocytes were isolated by MACS, stimulated with
LPS (20 mg/ml), and fused to NS-1 plasmacytoma cells (TIB-18,
ATCC) as described previously [12]. IgH V(D)J rearrangement
status was analyzed by Southern blotting of EcoRI digested
genomic DNA of clonal hybridomas with three different probes, a
1.6 kb HindIII - EcoRI fragment 39 of JH4, a 0.38 kb SacI - ApaI
fragment 39 of DHQ52, and a 0.75 kb PCR product 59 of
DHFL16.1
generated
with
oligonucleotides
59
GAACAG-
CAACCCTTGACTGACTCTG 39 and 59 GATTGGTTCT-
TATGGAATGGGTGG 39. Targetings were performed with the RHS1 targeting vector
(Fig. 1A) to obtain the RHS1 allele and, upon cre/loxP deletion, PLoS ONE | www.plosone.org November 2010 | Volume 5 | Issue 11 | e13992 November 2010 | Volume 5 | Issue 11 | e13992 2 59IgH Enhancer Figure 1. Targeting strategy for the generation of the RHS1, DHS1, and DHSs alleles. (A) the wildtype (wt) IgH locus and
region are shown. VH, DH, JH indicate representative IgH V, D, and J segments. Exons 1, 2, and 3 of Zfp386 are shown as grey recta
hypersensitive sites HS1, HS2, HS3a, and HS3b are shown as black ovals. Correct targeting events of the RHS1 targeting vector were
Southern blotting on BglII digested ES cell DNA using probe 1, which results in a 15.8 kb band (lane 1) in addition to the 14.2 kb wildty
2). Cre – loxP (black triangles) mediated deletion of the PGK-NeoR cassette (NeoR) from the RHS1 allele results in the DHS1 allele. D
identified by Southern analysis of SacI digested DNA utilizing probe 2. A targeted clone before Cre – mediated deletion exhibits a 6.7
and a 5.1 kb wildtype band (lane 3). Upon deletion of the PGK-NeoR cassette, a 4.8 kb DHS1 band and a 5.1 kb wildtype band are visible
5 shows untargeted wildtype DNA. (B) The DHS1 allele was targeted with the R39HSs targeting vector to introduce a PGK-NeoR casse
loxP sites. Correct targeting events were confirmed by Southern blotting on SphI digested ES cell DNA with probe 1, resulting in a 2.6 k
wildtype IgHb allele and a 7.2 kb band for R39HSs, the targeted IgHa allele (lane 6). Cre – mediated recombination between the first and
site generates the DHSs allele (14.1 kb, lane 8). Homozygous R39HSs ES cells were generated under increasing concentrations of G418
single 7.2 kb R39HSs band (lane 7). B cell hybridomas Southern analysis on SphI digested DNA with probe 3 confirms correct targeting events of the R3
vector. DHS1 ES cells exhibit a 15.7 kb DHS1 band and a 26.3 kb band for the wildtype IgHb allele (lane 9), R39HSs ES cells show a 11.1 k
and a 26.3 kb band for the wildtype IgHb allele (lane 11), DHSs ES cells are identified by the presence of a 14.1 kb DHSs band in a
26 3 kb wildtype IgHb allele (lane 10) All targeting events occured on the IgHa allele whereas the IgHb allele remained in wildtype
5 Figure 1. Targeting strategy for the generation of the RHS1, DHS1, and DHSs alleles. (A) the wildtype (wt) IgH locus and its 59
region are shown. VH, DH, JH indicate representative IgH V, D, and J segments. Exons 1, 2, and 3 of Zfp386 are shown as grey rectangles
hypersensitive sites HS1, HS2, HS3a, and HS3b are shown as black ovals. Correct targeting events of the RHS1 targeting vector were iden
Southern blotting on BglII digested ES cell DNA using probe 1, which results in a 15.8 kb band (lane 1) in addition to the 14.2 kb wildtype ba
2). Cre – loxP (black triangles) mediated deletion of the PGK-NeoR cassette (NeoR) from the RHS1 allele results in the DHS1 allele. Deletio
identified by Southern analysis of SacI digested DNA utilizing probe 2. A targeted clone before Cre – mediated deletion exhibits a 6.7 kb RH
and a 5.1 kb wildtype band (lane 3). Upon deletion of the PGK-NeoR cassette, a 4.8 kb DHS1 band and a 5.1 kb wildtype band are visible (lane
5 shows untargeted wildtype DNA. (B) The DHS1 allele was targeted with the R39HSs targeting vector to introduce a PGK-NeoR cassette fla
loxP sites. Correct targeting events were confirmed by Southern blotting on SphI digested ES cell DNA with probe 1, resulting in a 2.6 kb band
wildtype IgHb allele and a 7.2 kb band for R39HSs, the targeted IgHa allele (lane 6). Cre – mediated recombination between the first and the th
site generates the DHSs allele (14.1 kb, lane 8). Homozygous R39HSs ES cells were generated under increasing concentrations of G418, resul
single 7.2 kb R39HSs band (lane 7). Southern analysis on SphI digested DNA with probe 3 confirms correct targeting events of the R39HSs t
vector. Development of homozygous RHS1, DHS1, and DHSs
lymphocytes Development of homozygous RHS1, DHS1, and DHSs
lymphocytes y
p
y
Lymphocytes of different developmental stages can be identified
by FACS analysis of cells from lymphoid tissues such as bone
marrow, thymus, or spleen. We analyzed 8 week old wildtype
mice, homozygous RHS1, and homozygous DHS1 mice that carry
the mutant alleles in their germline, as well as lymphocytes from
RDBC chimeras generated from homozygous DHSs ES cells
(Fig. 2). In wildtype bone marrow, pro-B cells can be identified as
IgM- B220+ CD43hi and pre-B cells as IgM- B220+ CD43lo cells,
respectively. Defects in B-cell development can be revealed by the
increase or decrease of certain lymphocyte populations. In this
regard, impaired IgH V(D)J recombination leads to an accumu-
lation of pro-B cells and to reduced numbers of pre-B cells [7]. We
performed FACS analyses of bone marrow from three mice of
each genotype to measure the percentage of pro- and pre-B cells in
the lymphocyte gate. These analyses revealed the average
percentage (6 standard deviation) of pro-B and pre-B cells,
respectively of B220+/CD43+ events in the total lymphocyte gate
were 1462 and 50620 for wildtype, 963 and 5666 for DHS1,
and 963 and 42611 for RHS1 mice (Fig. 2A). Thus, there were
no obvious differences in early B-cell development in wildtype and
mutant mice. However we cannot exclude minor developmental
defects not readily detectable by such analyses. Homozygous
mutant DHSs bone marrow cells were analyzed in a similar
fashion, but only Ly9.1+ cells were included in the analysis. Ly9.1
is exclusively expressed on cells derived from the DHSs ES cells
but not on cells derived from the Rag2-/- blastocyst. The presence
of a large compartment of blastocyst derived Rag-deficient pro-B
cells in the bone marrow can interfere with development of ES cell It was speculated that HS1 might regulate the differential
activation of distal versus proximal VH families [9]; therefore, we
analyzed the rearrangement efficiencies of the proximal VH7183
family (Fig. 3C), the distal VHJ558 familiy (Fig. 3D), and the distal
most VH segment VHJ558.55 (Fig. 3E). We found that pro-B cells
and pre-B cells from wildtype, homozygous RHS1, and homozy-
gous DHS1 mice rearrange the proximal VH7183 family at similar
levels (Fig. 3C). Also, the distal family VHJ558 (Fig. 3D) as well as
the distal most VH segment VHJ558.55 (Fig. 3E) rearranged at
comparable efficiencies in pro-B cells and pre-B cells from the
three different genotypes. B cell hybridomas Subsequently, targeted ES cells were injected
into
Rag2-/-
blastocysts
to
obtain
Rag-deficient
blastocyst
complementation (RDBC) chimeras, and into wildtype blastocyts
to generate mice that carry the RHS1 or DHS1 allele in their
germline. In order to delete all four hypersensitivity sites (HS1,
HS2, HS3a, and HS3b), ES cells containing the DHS1 allele were
targeted with the R39HSs targeting vector to obtain the R39HSs
allele (Fig. 1B). Cre/loxP recombination between the loxP site
originating from the DHS1 allele and the loxP site 39 of the PGK-
NeoR cassette results in the replacement of a 8.9 kb region,
harboring all described 59IgH DNaseI hypersensitive sites, with a
single loxP site, referred to as the DHSs allele. Germline
transmission could not be achieved for either of the R39HSs or
DHSs heterozygous ES cell lines. Therefore, we placed ES cells
containing the R39HSs allele under increasing concentrations of
G418 to select for homozygous mutant ES cells. The homozygous
mutant
ES
cells
were
subsequently
subjected
to
cre/loxP
recombination to delete the Neor gene and generate ES cells
homozygous for the DHSs allele. The homozygous mutant DHSs
ES cells were injected into Rag2-/- blastocysts, and chimeras
generated by RDBC and lymphocytes were analyzed. and did not suggest a block in B-cell development (Fig. 2A). Next we analyzed spleens for IgM+ B220+ AA4.1+ transitional
B-cells and IgM+ B220+ AA4.1- mature B-cells (Fig. 2B). In
homozygous RHS1, and homozygous DHS1 mice transitional
(19.7%–27.5%) and mature (65.3%–72.7%) B-cell compartments
similar to wildtype were identified; whereas, in spleens from
RDBC chimeras generated from homozygous DHSs ES cells
strongly reduced numbers of transitional B-cells were observed
(6.44%). This reduction in the transitional B-cell compartment
compared to the mature B-cell compartment (75%) might be due
to overall reduced numbers of developing B cells in the obtained
RDBC chimeras and to the accumulation of mature B-cells in the
periphery of these mice and not to a defect in B cell development. Finally, we observed normal development of T-lymphocytes in the
thymi of wildtype, homozygous RHS1, and homozygous DHS1
mice as well as RDBC chimeras generated from homozygous
DHSs ES cells (Fig. 2C). The DHS1, RHS1, and DHSs alleles show no significant
defect in V(D)J recombination The data indicating that HS1 is pro-B cell specific and contains
binding sites for the transcription factors PU.1, Pax5, and E2A led
to the suggestion that HS1 could be involved in regulation of
V(D)J recombination at the IgH locus [9]. We utilized a PCR
based
assay
to
assess
V(D)J
recombination
efficiencies
in
developing lymphocytes from mice with homozygous deletion of
HS1. FACS-sorted pro-B cells (IgM- B220+ CD43hi) and pre-B
cells (IgM- B220+ CD43lo) from bone marrow and double positive
(DP) T-cells (B220- CD4+ CD8+) from thymus were analyzed for
D to JH, VH to DJH, Vk to Jk and Vl to Jl rearrangements. Intensities of PCR bands for DHQ52 to JH (Fig. 3A) and DSP to JH
rearrangements (Fig. 3B) were comparable in pro-B cells, pre-B
cells, and DP T-cells from wildtype, homozygous RHS1, and
homozygous DHS1 mice indicating that deletion of the pro-B cell
specific HS1 site does not detectably affect the D to JH
recombination step. DNA input amounts were normalized to the
presence of a genomic sequence within the murine DLG5 gene
(Fig. 3H). B cell hybridomas DHS1 ES cells exhibit a 15.7 kb DHS1 band and a 26.3 kb band for the wildtype IgHb allele (lane 9), R39HSs ES cells show a 11.1 kb R39HSs band
and a 26.3 kb band for the wildtype IgHb allele (lane 11), DHSs ES cells are identified by the presence of a 14.1 kb DHSs band in addition to the
26.3 kb wildtype IgHb allele (lane 10). All targeting events occured on the IgHa allele, whereas the IgHb allele remained in wildtype configuration. Drawings not to scale. B - BglII; S - SacI; P - SphI. doi:10.1371/journal.pone.0013992.g001 PLo November 2010 | Volume 5 | Issue 11 | e13992 PLoS ONE | www.plosone.org 3 59IgH Enhancer 59IgH Enhancer g PLoS ONE | www.plosone.org
4
November 2010 | Volume 5 | Issue 11 | e13992 PLoS ONE | www.plosone.org PLoS ONE | www.plosone.org November 2010 | Volume 5 | Issue 11 | e13992 PLoS ONE | www.plosone.org 59IgH Enhancer Figure 2. Development of homozygous DHS1, RHS1, and DHSs lymphocytes. (A) Bone marrow from wildtype (wt), homozygous DHS1,
homozygous RHS1 mice, and RDBC chimeras generated from homozygous DHSs ES cells was subjected to FACS analysis. Gates were set on the
lymphocyte population, Ly9.1 positive population, and on IgM negative population (upper three blots, left to right) to analyze pro-B cell (IgM- B220+
CD43hi) and pre-B cell (IgM- B220+ CD43lo) populations (lower blots). (B) FACS analysis of splenocytes from wildtype (wt), homozygous DHS1,
homozygous RHS1 mice, and RDBC chimeras generated from homozygous DHSs ES cells. Gates were set on the lymphocyte population and on the
IgM positive population (upper two blots, left to right) to analyze transitional B-cell (IgM+ B220+ AA4.1+) and mature B-cell (IgM+ B220+ AA4.1-)
populations (lower blots). (C) FACS analysis of thymocytes gated on the lymphocyte population (upper blot) from wildtype (wt), homozygous DHS1,
homozygous RHS1 mice, and RDBC chimeras generated from homozygous DHSs ES cells (lower blots). doi:10.1371/journal.pone.0013992.g002 derived B-lymphocytes. However, FACS analysis of DHSs bone
marrow B cells indicated the presence of both pro- and pre-B cells
and did not suggest a block in B-cell development (Fig. 2A). Next we analyzed spleens for IgM+ B220+ AA4.1+ transitional
B-cells and IgM+ B220+ AA4.1- mature B-cells (Fig. 2B). B cell hybridomas In
homozygous RHS1, and homozygous DHS1 mice transitional
(19.7%–27.5%) and mature (65.3%–72.7%) B-cell compartments
similar to wildtype were identified; whereas, in spleens from
RDBC chimeras generated from homozygous DHSs ES cells
strongly reduced numbers of transitional B-cells were observed
(6.44%). This reduction in the transitional B-cell compartment
compared to the mature B-cell compartment (75%) might be due
to overall reduced numbers of developing B cells in the obtained
RDBC chimeras and to the accumulation of mature B-cells in the
periphery of these mice and not to a defect in B cell development. Finally, we observed normal development of T-lymphocytes in the
thymi of wildtype, homozygous RHS1, and homozygous DHS1
mice as well as RDBC chimeras generated from homozygous
DHSs ES cells (Fig. 2C). the DHS1 allele. Correct targeting events (Fig1) and single
integration of the targeting vector (Figure S1) were confirmed by
Southern blotting. Subsequently, targeted ES cells were injected
into
Rag2-/-
blastocysts
to
obtain
Rag-deficient
blastocyst
complementation (RDBC) chimeras, and into wildtype blastocyts
to generate mice that carry the RHS1 or DHS1 allele in their
germline. In order to delete all four hypersensitivity sites (HS1,
HS2, HS3a, and HS3b), ES cells containing the DHS1 allele were
targeted with the R39HSs targeting vector to obtain the R39HSs
allele (Fig. 1B). Cre/loxP recombination between the loxP site
originating from the DHS1 allele and the loxP site 39 of the PGK-
NeoR cassette results in the replacement of a 8.9 kb region,
harboring all described 59IgH DNaseI hypersensitive sites, with a
single loxP site, referred to as the DHSs allele. Germline
transmission could not be achieved for either of the R39HSs or
DHSs heterozygous ES cell lines. Therefore, we placed ES cells
containing the R39HSs allele under increasing concentrations of
G418 to select for homozygous mutant ES cells. The homozygous
mutant
ES
cells
were
subsequently
subjected
to
cre/loxP
recombination to delete the Neor gene and generate ES cells
homozygous for the DHSs allele. The homozygous mutant DHSs
ES cells were injected into Rag2-/- blastocysts, and chimeras
generated by RDBC and lymphocytes were analyzed. derived B-lymphocytes. However, FACS analysis of DHSs bone
marrow B cells indicated the presence of both pro- and pre-B cells
and did not suggest a block in B-cell development (Fig. 2A). the DHS1 allele. Correct targeting events (Fig1) and single
integration of the targeting vector (Figure S1) were confirmed by
Southern blotting. Development of homozygous RHS1, DHS1, and DHSs
lymphocytes VH to DJH recombination was absent in
DP T-cells from wildtype, homozygous RHS1, and homozygous
DHS1 mice as the VH to DJH recombination step is restricted to
the B-lineage (Fig 3C, D, E). These data show that HS1 is not PLoS ONE | www.plosone.org PLoS November 2010 | Volume 5 | Issue 11 | e13992 PLoS ONE | www.plosone.org 5 59IgH Enhancer Figure 3. V(D)J recombination in DHS1 and RHS1 mice. Pro-B cells, pre-B cells and double positive (DP) T-cells from wildtype 129 mice, from
homozygous DHS1, and homozygous RHS1 mice were sorted by FACS. 5-fold dilutions of genomic DNA were subjected to PCR analysis. IgH V(D)J
recombination efficiencies were assessed using a reverse primer downstream of JH4 and a forward primer recognizing DQ52 (A), DSPs (B), the VH7183
family (C), the VHJ558 family (D), or the VHJ558.55 segment (E). Rearrangements can occur to JH1, JH2, JH3, or JH4 as indicated. GL indicates PCR
product from germline configuration. Igk rearrangements were quantified (F), rearrangements can occur to Jk1, Jk2, Jk4, or Jk5 as indicated. Igl
rearrangement efficiency was analyzed (G). Bands correspond to Vl2 - Jl2, Vl1 - Jl3, or Vl1 - Jl1 rearrangements as indicated. DNA input was
normalized to DLG5 PCR products (H). doi:10.1371/journal.pone.0013992.g003 Figure 3. V(D)J recombination in DHS1 and RHS1 mice. Pro-B cells, pre-B cells and double positive (DP) T-cells from wildtype 129 mice, from
homozygous DHS1, and homozygous RHS1 mice were sorted by FACS. 5-fold dilutions of genomic DNA were subjected to PCR analysis. IgH V(D)J
recombination efficiencies were assessed using a reverse primer downstream of JH4 and a forward primer recognizing DQ52 (A), DSPs (B), the VH7183
family (C), the VHJ558 family (D), or the VHJ558.55 segment (E). Rearrangements can occur to JH1, JH2, JH3, or JH4 as indicated. GL indicates PCR
product from germline configuration. Igk rearrangements were quantified (F), rearrangements can occur to Jk1, Jk2, Jk4, or Jk5 as indicated. Igl
rearrangement efficiency was analyzed (G). Bands correspond to Vl2 - Jl2, Vl1 - Jl3, or Vl1 - Jl1 rearrangements as indicated. DNA input was
normalized to DLG5 PCR products (H). Development of homozygous RHS1, DHS1, and DHSs
lymphocytes Numbers for D to JH rearranged alleles (DJ) and
nonproductive VH to DJH rearranged alleles (VDJ-) are shown. doi:10.1371/journal.pone.0013992.t001 Wildtype B cells undergo D to JH rearrangements on both
alleles; but still, consistent with earlier studies, about 5% of
hybridomas harbor an IgH allele in germline configuration which
presumably originates from tripartite fusions involving non B-cells
[12] (not shown). The number of mutant alleles in germline
configuration was not increased compared to wildtype indicating
that RHS1, DHS1, and DHSs alleles can undergo efficient D to JH
recombination (not shown). In 50–60% of wildtype B-cells the
nonproductive allele is in DJH configuration; whereas in 40–50%
the nonproductive allele is in VHDJH configuration [15]. An
increased percentage of DJH alleles could indicate less efficient VH
to DJH recombination: in contrast, an increased percentage of
VHDJH alleles might indicate a break in allelic exclusion. IgMa
expressing hybridomas generated from B-cells heterozygous for
RHS1, DHS1, and DHSs were analyzed for their rearrangement
status of the wildtype IgMb allele and show ratios of DJH (56%–
61%), and VHDJH alleles (39%–44%) in the expected range
(Table 1). IgMb expressing hybridomas were analyzed for the necessary for rendering the distal part of the VH cluster accessible
and, therefore, suggest that HS1 does not play a major role in
regulation of usage or accessibility of distal versus proximal VH
families. Recently, it has been shown that IgH and Igk loci can colocalize
during B-cell development, mainly at the pre-B cell stage, and it
was suggested that this colocalization induces decontraction of the
IgH locus [14]. We therefore performed an assay to evaluate Igk
(Fig. 3F) and Igl (Fig. 3G) V(D)J recombination efficiencies. Both
Igk and Igl loci show similar V(D)J recombination levels in the
analyzed developing B cells from wildtype, homozygous RHS1,
and homozygous DHS1 mice, while light chain rearrangements
were absent in DP T-cells from the three different genotypes. Therefore, we conclude that deletion of HS1 does not markedly
affect Ig light chain gene rearrangements. Figure 4. IgMa versus IgMb expression in DHS1, RHS1, and DHSs B cells. Heterozygous IgMa/b B-cells from spleen (A) and bone marrow (B) of
129 wildtype (wt) or DHS1, RHS1, and DHSs RDBC chimeras were analyzed IgMa and IgMb expression. In DHS1, RHS1, and DHSs B-cells the IgMb allele is
in wildtype configuration whereas the IgMa allele is the mutant allele. doi:10.1371/journal.pone.0013992.g004 Figure 4. Development of homozygous RHS1, DHS1, and DHSs
lymphocytes doi:10.1371/journal.pone.0013992.g003 November 2010 | Volume 5 | Issue 11 | e13992 PLoS ONE | www.plosone.org 6 59IgH Enhancer As an independent method to evaluate D to JH and VH to DJH
recombination efficiencies, we generated clonal hybridoma lines
from splenic B-cells of IgHa/b heterozygous RHS1, DHS1 mice
carrying the mutant allele in their germline and of RDBC
chimeras generated from heterozygous DHSs ES cells (Table 1). In
each case the IgHa allele was the mutant allele while the IgHb
allele was the wildtype allele. In splenic B-cells, one allele exists as
a functional VHDJH rearrangement, while the second allele can
either be in germline configuration, or it exists as a DJH or an
nonproductive VHDJH rearrangement. The rearrangement status
of the second IgH allele was assessed by Southern blot analysis. Consequently, hybridomas expressing the mutant IgHa allele can
be analyzed for rearrangement efficiency of the wildtype IgHb
allele, and vice versa, in hybridomas expressing the wildtype IgHb
allele, the rearrangement status of the mutant IgHa allele can be
assessed. Table 1. DHS1, RHS1, and DHSs hybridoma analysis. DJ
VDJ-
DHS1
IgMa+
66 (61%)
43 (39%)
DHS1
IgMb+
52 (57%)
39 (43%)
RHS1
IgMa+
62 (56%)
49 (44%)
RHS1
IgMb+
45 (52%)
41 (48%)
DHSs
IgMa+
51 (61%)
32 (39%)
DHSs
IgMb+
55 (69%)
25 (31%)
Hybridomas were generated from heterozygous IgMa/b DHS1, RHS1, and DHSs
splenic B-cells. In each case, IgMb is the wildtype allele and IgMa is the mutant
allele. IgMa expressing hybridomas (IgMa+) and IgMb expressing hybridomas
(IgMb+) of each genotype were analyzed for the rearrangement status of their
nonproductive allele. Numbers for D to JH rearranged alleles (DJ) and
nonproductive VH to DJH rearranged alleles (VDJ-) are shown. doi:10.1371/journal.pone.0013992.t001 Hybridomas were generated from heterozygous IgMa/b DHS1, RHS1, and DHSs
splenic B-cells. In each case, IgMb is the wildtype allele and IgMa is the mutant
allele. IgMa expressing hybridomas (IgMa+) and IgMb expressing hybridomas
(IgMb+) of each genotype were analyzed for the rearrangement status of their
nonproductive allele. Numbers for D to JH rearranged alleles (DJ) and
nonproductive VH to DJH rearranged alleles (VDJ-) are shown. doi:10.1371/journal.pone.0013992.t001 Hybridomas were generated from heterozygous IgMa/b DHS1, RHS1, and DHSs
splenic B-cells. In each case, IgMb is the wildtype allele and IgMa is the mutant
allele. IgMa expressing hybridomas (IgMa+) and IgMb expressing hybridomas
(IgMb+) of each genotype were analyzed for the rearrangement status of their
nonproductive allele. The DHS1, RHS1, and DHSs alleles do not affect allelic
exclusion FACS analysis of wt B cells from spleen (Fig. 4A) and bone
marrow (Fig. 4B) shows distinct populations of similar size for B
cells that are single positive for either IgHa or IgHb, but intact
allelic exclusion prevents the appearance of an obvious IgHa, IgHb
double producing population. Similarly, RDBC chimeras gener-
ated from heterozygous RHS1, DHS1, and DHSs ES cells exhibited
IgHa or IgHb single positive B-cell populations of similar size in
spleen (Fig. 4A) and bone marrow (Fig. 4B) but no IgHa, IgHb
double producing population. These data indicate that the deleted
sequences of the targeted alleles do not contain a regulatory
element that is necessary for implementation of allelic exclusion. Development of homozygous RHS1, DHS1, and DHSs
lymphocytes IgMa versus IgMb expression in DHS1, RHS1, and DHSs B cells. Heterozygous IgMa/b B-cells from spleen (A) and bone marrow (B) of
129 wildtype (wt) or DHS1, RHS1, and DHSs RDBC chimeras were analyzed IgMa and IgMb expression. In DHS1, RHS1, and DHSs B-cells the IgMb allele is
in wildtype configuration whereas the IgMa allele is the mutant allele. doi:10.1371/journal.pone.0013992.g004 November 2010 | Volume 5 | Issue 11 | e13992 PLoS ONE | www.plosone.org 7 59IgH Enhancer rearrangement status of their mutant IgMa allele. RHS1, DHS1,
and DHSs alleles do not show significantly increased or decreased
(Fisher’s exact test) rearrangement ratios compared to wt alleles, as
52%–69% of mutant alleles were in DJH configuration while
31%–48% were in VHDJH configuration. Furthermore, data from hybridoma analysis (Tab. 1) support this
notion as in the case of a break in allelic exclusion increased
numbers of hybridomas with VH to DJH rearrangements on both
alleles would be expected. Such an increase compared to wildtype
alleles could not be observed (Tab. 1), which indicates intact allelic
exclusion of RHS1, DHS1, and DHSs alleles. FACS analysis was performed on B-cells from spleens (Fig. 4A)
and bone marrow (Fig. 4B) of RDBC chimeras generated from
heterozygous RHS1, DHS1, and DHSs ES cells. IgMa expressing
populations, representing the targeted allele, and IgMb expressing
populations, representing the wildtype allele, were of similar size
both in bone marrow and in spleen from RHS1, DHS1, and DHSs
chimeras, suggesting that the RHS1, DHS1, and DHSs alleles can
undergo V(D)J recombination at the IgH locus at similar
efficiencies as wildtype alleles. The 59IgH DNaseI hypersensitive sites are not required
for efficient class switch recombination To assess a potential effect of the 59IgH DNaseI hypersensitive
sites on CSR, B-cells were stimulated to undergo CSR and
analyzed by FACS (Fig. 5). Stimulation with LPS induces IgH
isotype switching to c3, while stimulation with IL4+ aCD40
promotes switching to c1. B-cells from AID-/- mice served as
negative controls, while wildtype B-cells represented a positive
control and therefore switched to the appropriate isotypes under
LPS or IL4+ aCD40 stimulation. CSR in homozygous DHSs B-
cells occurs at similar levels as in wildtype B-cells implying that the
cluster of 59IgH DNaseI hypersensitive sites is not required for
efficient CSR to c1 (Fig. 5A) and c3 (Fig. 5B). The DHS1, RHS1, and DHSs alleles do not affect allelic
exclusion Complex phenotypes without an obvious relation to the
IgH locus in DHS1 mice Currently, we do not know what
causes these phenotypes, but we exclude that this phenotype is
caused by a second integration of the targeting vector at an
undefined site in the genome (Figure S1). The deletion in the
DHS1 allele deletes 340 bp within intron 1 of Zfp386. Therefore, age, likely due to a lack of food intake. These mice exhibit an
abnormal limp grasping phenotype, i.e. mice clasp their front and
hind feet almost immediately upon being lifted by their tail
(Fig. 6A, B). Furthermore these mice develop a hydrocephalus,
which is already visible at about one week of age and is enlarged
over the following weeks (Fig. 6C, D). Histological analysis
confirmed the presence of a hydrocephalus, revealed abnormal
hindbrain
development,
and
revealed
retinal
abnormalities
(Fig. 6E, F, G). The wildtype retina is organized in a delicate
layer system (Fig. 6E): stratum opticum and ganglionic layer (1),
inner plexiform layer (2), inner nuclear layer (3), outer plexiform
layer (4), outer nuclear layer (5), layer of rods and cones (6),
pigment layer (7). In the DHS1 mutant mice, the organization of
retinal layers is impaired in such a way that nuclei from the outer
nuclear layer are aberrantly located in the layer of rods and cones
(Fig. 6F). In some more severe cases rosette formation in the outer
nuclear layer is evident (Fig. 6G). Currently, we do not know what
causes these phenotypes, but we exclude that this phenotype is
caused by a second integration of the targeting vector at an
undefined site in the genome (Figure S1). The deletion in the
DHS1 allele deletes 340 bp within intron 1 of Zfp386. Therefore, Complex phenotypes without an obvious relation to the
IgH locus in DHS1 mice We performed targeted deletion experiments of the 59IgH
DNaseI hypersensitive sites to test their suggested function in IgH
locus regulation. So far no major IgH related phenotype was
identified. However, about 20% of homozygous DHS1 mice
develop a complex neurological phenotype and die at 3–5 weeks of Figure 5. Ig class switch recombination in absence of the 59IgH DNaseI hypersensitive sites. MACS purified splenic B-cells were
stimulated in culture with LPS or IL4+ aCD40 as indicated. FACS analysis shows B-cells that underwent CSR as B220+ IgG1+ or B220+ IgG3+ cells,
respectively. AID-/- B-cells served as negative controls, wildtype (wt) 129 B-cells as positive controls. Homozygous DHSs B-cells were isolated from
RDBC chimeras. doi:10.1371/journal.pone.0013992.g005 Figure 5. Ig class switch recombination in absence of the 59IgH DNaseI hypersensitive sites. MACS purified splenic B-cells were
stimulated in culture with LPS or IL4+ aCD40 as indicated. FACS analysis shows B-cells that underwent CSR as B220+ IgG1+ or B220+ IgG3+ cells,
respectively. AID-/- B-cells served as negative controls, wildtype (wt) 129 B-cells as positive controls. Homozygous DHSs B-cells were isolated from
RDBC chimeras. doi:10.1371/journal.pone.0013992.g005 PLoS ONE | www.plosone.org November 2010 | Volume 5 | Issue 11 | e13992 8 59IgH Enhancer 59IgH Enhancer misregulation of that poorly described gene might cause the
described phenotypes although other possibilities are conceivable. age, likely due to a lack of food intake. These mice exhibit an
abnormal limp grasping phenotype, i.e. mice clasp their front and
hind feet almost immediately upon being lifted by their tail
(Fig. 6A, B). Furthermore these mice develop a hydrocephalus,
which is already visible at about one week of age and is enlarged
over the following weeks (Fig. 6C, D). Histological analysis
confirmed the presence of a hydrocephalus, revealed abnormal
hindbrain
development,
and
revealed
retinal
abnormalities
(Fig. 6E, F, G). The wildtype retina is organized in a delicate
layer system (Fig. 6E): stratum opticum and ganglionic layer (1),
inner plexiform layer (2), inner nuclear layer (3), outer plexiform
layer (4), outer nuclear layer (5), layer of rods and cones (6),
pigment layer (7). In the DHS1 mutant mice, the organization of
retinal layers is impaired in such a way that nuclei from the outer
nuclear layer are aberrantly located in the layer of rods and cones
(Fig. 6F). In some more severe cases rosette formation in the outer
nuclear layer is evident (Fig. 6G). Discussion This study aimed for elucidating the potential regulatory
functions of a cluster of recently described DNaseI hypersensitive
sites at the 59 end of the IgH locus [9]. We performed targeted
deletion of either the pro-B cell specific site HS1 (DHS1) or
deletion of the entire cluster of hypersensitive sites (DHSs) in mice
or in their lymphocytes, respectively. A potential regulatory
element at the 59end of the IgH locus was speculated to regulate
processes such as IgH allelic exclusion, VH germline transcription,
differential accessibility or usage of distal versus proximal VH gene
families. Furthermore, it was suggested that the 59end of the IgH
locus might play a role in positioning the IgH locus in distinct
subnuclear compartments [16,17,18], and it was suggested to
harbor insulator or boundary capacity [19]. B- and T-lymphocytes homozygous for the DHS1, RHS1, and
DHSs alleles appear to proceed through lymphocyte development
in an unimpaired way. Data from RDBC chimeras generated from Figure 6. Complex phenotypes of homozygous DHS1 mice. Homozygous DHS1 mice exhibit an abnormal limp grasping phenotype (B)
whereas wildtype (wt) mice do not (A). DHS1 mice can develop severe hydrocephalus as indicated by arrows in (C) and (D). A wildtype mouse without
hydrocephalus is shown in (C). The wildtype retina is organized in distinct layers (E): Stratum opticum and ganglionic layer (1), inner plexiform layer
(2), inner nuclear layer (3), outer plexiform layer (4), outer nuclear layer (5), layer of rods and cones (6), pigment layer (7). The retina of homozygous
DHS1 mice shows external nuclei from the outer nuclear layer (5) in the layer of rods and cones (6) indicated by arrows in (F), or rosette formation of
the outer nuclear layer (5) indicated by arrows in (G). doi:10.1371/journal.pone.0013992.g006 Figure 6. Complex phenotypes of homozygous DHS1 mice. Homozygous DHS1 mice exhibit an abnormal limp grasping phenotype (B)
whereas wildtype (wt) mice do not (A). DHS1 mice can develop severe hydrocephalus as indicated by arrows in (C) and (D). A wildtype mouse without
hydrocephalus is shown in (C). The wildtype retina is organized in distinct layers (E): Stratum opticum and ganglionic layer (1), inner plexiform layer
(2), inner nuclear layer (3), outer plexiform layer (4), outer nuclear layer (5), layer of rods and cones (6), pigment layer (7). Acknowledgments We thank Drs. Meinrad Busslinger, Thomas Decker, Andrew Franklin,
Cosmas Giallourakis, Gang Li, Raul Mostoslavsky, Sheila Ranganath, Jing
Wang, and Shan Zha for helpful discussions, Lisa Acquaviva and Aimee
Williams for mouse work, and Natasha Barteneva for cell sorting. Overall, our analysis of the deletion of the pro-B cell specific site
HS1 or the whole cluster of 59IgH DNaseI hypersensitive sites did
not support the existence of a cis-regulatory function of these
elements regarding the IgH locus. References 11. Chen J, Lansford R, Stewart V, Young F, Alt FW (1993) RAG-2-deficient
blastocyst complementation: an assay of gene function in lymphocyte
development. Proc Natl Acad Sci U S A 90: 4528–4532. 1. Perlot T, Alt FW (2008) Cis-regulatory elements and epigenetic changes control
genomic rearrangements of the IgH locus. Adv Immunol 99: 1–32. 1. Perlot T, Alt FW (2008) Cis-regulatory elements and epigenetic changes control
genomic rearrangements of the IgH locus. Adv Immunol 99: 1–32. 2. Alt FW, Yancopoulos GD, Blackwell TK, Wood C, Thomas E, et al. (1984)
Ordered rearrangement of immunoglobulin heavy chain variable region
segments. EMBO J 3: 1209–1219. 12. Dudley DD, Sekiguchi J, Zhu C, Sadofsky MJ, Whitlow S, et al. (2003) Impaired
V(D)J recombination and lymphocyte development in core RAG1-expressing
mice. J Exp Med 198: 1439–1450. 3. Chowdhury D, Sen R (2001) Stepwise activation of the immunoglobulin mu
heavy chain gene locus. EMBO J 20: 6394–6403. 13. Franco S, Gostissa M, Zha S, Lombard DB, Murphy MM, et al. (2006) H2AX
prevents DNA breaks from progressing to chromosome breaks and transloca-
tions. Mol Cell 21: 201–214. 4. Jung D, Giallourakis C, Mostoslavsky R, Alt FW (2006) Mechanism and control
of V(D)J recombination at the immunoglobulin heavy chain locus. Annu Rev
Immunol 24: 541–570. 14. Hewitt SL, Farmer D, Marszalek K, Cadera E, Liang HE, et al. (2008)
Association between the Igk and Igh immunoglobulin loci mediated by the 39
Igk enhancer induces ‘decontraction’ of the Igh locus in pre-B cells. Nat
Immunol 9: 396–404. 5. Chaudhuri J, Basu U, Zarrin A, Yan C, Franco S, et al. (2007) Evolution of the
immunoglobulin heavy chain class switch recombination mechanism. Adv
Immunol 94: 157–214. 6. Sakai E, Bottaro A, Davidson L, Sleckman BP, Alt FW (1999) Recombination
and transcription of the endogenous Ig heavy chain locus is effected by the Ig
heavy chain intronic enhancer core region in the absence of the matrix
attachment regions. Proc Natl Acad Sci U S A 96: 1526–1531. 15. Mostoslavsky R, Alt FW, Rajewsky K (2004) The lingering enigma of the allelic
exclusion mechanism. Cell 118: 539–544. 16. Kosak ST, Skok JA, Medina KL, Riblet R, Le Beau MM, et al. (2002)
Subnuclear compartmentalization of immunoglobulin loci during lymphocyte
development. Science 296: 158–162. 7. Perlot T, Alt FW, Bassing CH, Suh H, Pinaud E (2005) Elucidation of IgH
intronic enhancer functions via germ-line deletion. Table S1 Found
at:
doi:10.1371/journal.pone.0013992.s003
(0.08
MB
DOCX) The only observed phenotypes so far occurred in homozygous
DHS1 mice and seem to be independent of the IgH locus. DHS1
mice show abnormal limp grasping indicating a neurological
abnormality, DHS1 mice can develop severe hydrocephalus and
exhibit retinal impairments. A possible explanation for these
phenotypes is a potential defect in regulation of the zinc finger
protein Zfp386. DHS1 deletes a 340 bp region from intron 1 of
Zfp386 which might result in different splice forms, impaired
expression levels, or expression patterns of this gene. Discussion heterozygous DHS1, RHS1, and DHSs ES cells indicated that
allelic exclusion is not affected in mutant B-cells and that mutant
IgH alleles can undergo efficient V(D)J recombination of their IgH
locus. Furthermore, data from PCR assays to analyze V(D)J
recombination efficiency in mice with HS1 deleted on both alleles
supports the notion that HS1 is not necessary for neither the D to
JH nor the VH to DJH recombination step. Both proximal and
distal VH families as well as the distal most VH segment VHJ558.55
rearrange as efficiently as on wildtype alleles. Similarly, IgL loci in
HS1 deleted B-cells rearrange at the same efficiency as wildtype
IgL
loci. Analysis
of
IgH
V(D)J
rearrangement
status
in
hybridomas generated from heterozygous DHS1, RHS1, and DHSs
B-cells also strengthens the idea that the deleted DNAseI
hypersensitive sites would not regulate IgH V(D)J recombination. We tested for potential alterations associated with DNA end
processing during V(D)J recombination by examining the CDR3
sequence obtained from homozygous DHS1 B cells and found a
distribution in length that was similar to wildtype B cells [20]
(Figure S2). Author Contributions Conceived and designed the experiments: TP IP PB FWA. Performed the
experiments: TP IP. Analyzed the data: TP IP JPM AZ PB. Wrote the
paper: TP IP FWA. Conceived and designed the experiments: TP IP PB FWA. Performed the
experiments: TP IP. Analyzed the data: TP IP JPM AZ PB. Wrote the
paper: TP IP FWA. Supporting Information Figure S1
Single integration of the RHS1 targeting vector. The
targeting vector (targeting vector RHS1), the targeted locus
(RHS1), and the wildtype (wt) IgH locus with its 59 flanking
region are shown. VH, DH, JH indicate representative IgH V, D,
and J segments. Exons 1, 2, and 3 of Zfp386 are shown as grey
rectangles, DNaseI hypersensitive sites HS1, HS2, HS3a, and
HS3b are shown as black ovals, the NeoR specific Southern probe
as a black rectangle. X - XbaI. Southern analysis of XbaI digested
genomic DNA from the targeted RHS1 clones 5 (lane 1) and 23
(lane 2) utilizing the NeoR specific probe shows a single 16.0 kb
band. No bands are visible from untargeted wildtype ES cell DNA
(lane 3). M - Fermentas 1 kb ladder. Found at: doi:10.1371/journal.pone.0013992.s001 (0.17 MB TIF) Figure S2
CDR3 length in DHS1 B cells. Peripheral B cells were
isolated from one DHS1 mouse and a wildtype mouse and
amplified for V558-JH4 rearrangements. Heavy Chain CDR3
lengths were calculated as the number of nucleotides between the
consensus Cys residue and the Trp residue. 23 individual
sequences were analyzed from DHS1 B cells and 10 from wildtype. Found
at:
doi:10.1371/journal.pone.0013992.s002
(0.05
MB
PDF) Figure S2
CDR3 length in DHS1 B cells. Peripheral B cells were
isolated from one DHS1 mouse and a wildtype mouse and
amplified for V558-JH4 rearrangements. Heavy Chain CDR3
lengths were calculated as the number of nucleotides between the
consensus Cys residue and the Trp residue. 23 individual
sequences were analyzed from DHS1 B cells and 10 from wildtype. Found
at:
doi:10.1371/journal.pone.0013992.s002
(0.05
MB
PDF) We
tested
a
potential
effect
of
the
cluster
of
DNaseI
hypersensitive site on the process of IgH CSR. Assaying class
switching upon different in vitro stimulations in wildtype and
homozygous DHSs B-cells let us conclude that the cluster of 59IgH
DNaseI hypersensitive sites does not play a crucial role in CSR. Discussion The retina of homozygous
DHS1 mice shows external nuclei from the outer nuclear layer (5) in the layer of rods and cones (6) indicated by arrows in (F), or rosette formation of
the outer nuclear layer (5) indicated by arrows in (G). doi:10.1371/journal.pone.0013992.g006 Figure 6. Complex phenotypes of homozygous DHS1 mice. Homozygous DHS1 mice exhibit an abnormal limp grasping phenotype (B)
whereas wildtype (wt) mice do not (A). DHS1 mice can develop severe hydrocephalus as indicated by arrows in (C) and (D). A wildtype mouse without
hydrocephalus is shown in (C). The wildtype retina is organized in distinct layers (E): Stratum opticum and ganglionic layer (1), inner plexiform layer
(2), inner nuclear layer (3), outer plexiform layer (4), outer nuclear layer (5), layer of rods and cones (6), pigment layer (7). The retina of homozygous
DHS1 mice shows external nuclei from the outer nuclear layer (5) in the layer of rods and cones (6) indicated by arrows in (F), or rosette formation of
the outer nuclear layer (5) indicated by arrows in (G). doi:10.1371/journal.pone.0013992.g006 November 2010 | Volume 5 | Issue 11 | e13992 PLoS ONE | www.plosone.org 9 59IgH Enhancer heterozygous DHS1, RHS1, and DHSs ES cells indicated that
allelic exclusion is not affected in mutant B-cells and that mutant
IgH alleles can undergo efficient V(D)J recombination of their IgH
locus. Furthermore, data from PCR assays to analyze V(D)J
recombination efficiency in mice with HS1 deleted on both alleles
supports the notion that HS1 is not necessary for neither the D to
JH nor the VH to DJH recombination step. Both proximal and
distal VH families as well as the distal most VH segment VHJ558.55
rearrange as efficiently as on wildtype alleles. Similarly, IgL loci in
HS1 deleted B-cells rearrange at the same efficiency as wildtype
IgL
loci. Analysis
of
IgH
V(D)J
rearrangement
status
in
hybridomas generated from heterozygous DHS1, RHS1, and DHSs
B-cells also strengthens the idea that the deleted DNAseI
hypersensitive sites would not regulate IgH V(D)J recombination. We tested for potential alterations associated with DNA end
processing during V(D)J recombination by examining the CDR3
sequence obtained from homozygous DHS1 B cells and found a
distribution in length that was similar to wildtype B cells [20]
(Figure S2). References Proc Natl Acad Sci U S A
102: 14362–14367. 17. Fuxa M, Skok J, Souabni A, Salvagiotto G, Roldan E, et al. (2004) Pax5 induces
V-to-DJ rearrangements and locus contraction of the immunoglobulin heavy-
chain gene. Genes Dev 18: 411–422. 8. Khamlichi AA, Pinaud E, Decourt C, Chauveau C, Cogne M (2000) The 39 IgH
regulatory region: a complex structure in a search for a function. Adv Immunol
75: 317–345. 18. Yang Q, Riblet R, Schildkraut CL (2005) Sites that direct nuclear
compartmentalization are near the 59 end of the mouse immunoglobulin
heavy-chain locus. Mol Cell Biol 25: 6021–6030. 9. Pawlitzky I, Angeles CV, Siegel AM, Stanton ML, Riblet R, et al. (2006)
Identification of a candidate regulatory element within the 59 flanking region of
the mouse Igh locus defined by pro-B cell-specific hypersensitivity associated
with binding of PU.1, Pax5, and E2A. J Immunol 176: 6839–6851. 19. Reddy KL, Zullo JM, Bertolino E, Singh H (2008) Transcriptional repression
mediated by repositioning of genes to the nuclear lamina. Nature 452: 243–247. 20. Jolly CJ, Klix N, Neuberger MS (1997) Rapid methods for the analysis of
immunoglobulin gene hypermutation: application to transgenic and gene
targeted mice. Nucleic Acids Res 25(10): 1913–9. 10. Sleckman BP, Bardon CG, Ferrini R, Davidson L, Alt FW (1997) Function of
the TCR alpha enhancer in alphabeta and gammadelta T cells. Immunity 7:
505–515. PLoS ONE | www.plosone.org PLoS ONE | www.plosone.org November 2010 | Volume 5 | Issue 11 | e13992 10
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English
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How well can we simulate complex hydro‐geomorphic process chains? The 2012 multi‐lake outburst flood in the Santa Cruz Valley (Cordillera Blanca, Perú)
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Earth surface processes and landforms
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cc-by
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EARTH SURFACE PROCESSES AND LANDFORMS
Earth Surf. Process. Landforms 43, 1373–1389 (2018)
© 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd.
Published online 15 January 2018 in Wiley Online Library
(wileyonlinelibrary.com) DOI: 10.1002/esp.4318 EARTH SURFACE PROCESSES AND LANDFORMS
Earth Surf. Process. Landforms 43, 1373–1389 (2018)
© 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Published online 15 January 2018 in Wiley Online Library
(wileyonlinelibrary.com) DOI: 10.1002/esp.4318 EARTH SURFACE PROCESSES AND LANDFORMS
Earth Surf. Process. Landforms 43, 1373–1389 (2018)
© 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Published online 15 January 2018 in Wiley Online Library
(wileyonlinelibrary.com) DOI: 10.1002/esp.4318 Received 31 October 2016; Revised 4 December 2017; Accepted 7 December 2017 Received 31 October 2016; Revised 4 December 2017; Accepted 7 December 2017 *Correspondence to: M. Mergili, Institute of Applied Geology, University of Natural Resources and Life Sciences (BOKU), Peter-Jordan-Straße 82, 1190 Vienna, Austria. E-mail: martin.mergili@boku.ac.at e under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium,
is properly cited. ABSTRACT:
Changing high-mountain environments are characterized by destabilizing ice, rock or debris slopes connected to
evolving glacial lakes. Such configurations may lead to potentially devastating sequences of mass movements (process chains or
cascades). Computer simulations are supposed to assist in anticipating the possible consequences of such phenomena in order to
reduce the losses. The present study explores the potential of the novel computational tool r.avaflow for simulating complex process
chains. r.avaflow employs an enhanced version of the Pudasaini (2012) general two-phase mass flow model, allowing consideration
of the interactions between solid and fluid components of the flow. We back-calculate an event that occurred in 2012 when a
landslide from a moraine slope triggered a multi-lake outburst flood in the Artizón and Santa Cruz valleys, Cordillera Blanca, Peru,
involving four lakes and a substantial amount of entrained debris along the path. The documented and reconstructed flow patterns
are reproduced in a largely satisfactory way in the sense of empirical adequacy. However, small variations in the uncertain parameters
can fundamentally influence the behaviour of the process chain through threshold effects and positive feedbacks. Forward simulations
of possible future cascading events will rely on more comprehensive case and parameter studies, but particularly on the development
of appropriate strategies for decision-making based on uncertain simulation results. © 2017 The Authors. Earth Surface Processes and
Landforms published by John Wiley & Sons Ltd. KEYWORDS: r.avaflow; GLOF; high-mountain lakes; process chain; two-phase mass flow model *Correspondence to: M. Mergili, Institute of Applied Geology, University of Natural Resources and Life Sciences (BOKU), Peter-Jordan-Straße 82, 1190 Vienna, Austria.
E-mail: martin.mergili@boku.ac.at
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. Received 31 October 2016; Revised 4 December 2017; Accepted 7 December 2017 How well can we simulate complex hydro-
geomorphic process chains? The 2012 multi-lake
outburst flood in the Santa Cruz Valley (Cordillera
Blanca, Perú) Martin Mergili,1,2*
Adam Emmer,3,4 Anna Juřicová,3,5 Alejo Cochachin,6 Jan-Thomas Fischer,7 Christian Huggel8 and
Shiva P. How well can we simulate complex hydro-
geomorphic process chains? The 2012 multi-lake
outburst flood in the Santa Cruz Valley (Cordillera
Blanca, Perú) Pudasaini1,9
1 1 Institute of Applied Geology, University of Natural Resources and Life Sciences (BOKU), Peter-Jordan-Straße 82, 1190 Vienna, Austria
2 Geomorphological Systems and Risk Research, Department of Geography and Regional Research, University of Vienna,
Universitätsstraße 7, 1010 Vienna, Austria 1 Institute of Applied Geology, University of Natural Resources and Life Sciences (BOKU), Peter-Jordan-Straße 8 Institute of Applied Geology, University of Natural Resources and Life Sciences (BOKU), Peter Jordan Straße 82, 1190 Vienna, Austria
2 Geomorphological Systems and Risk Research, Department of Geography and Regional Research, University of Vienna,
Universitätsstraße 7, 1010 Vienna, Austria ,
,
ysical Geography and Geoecology, Faculty of Science, Charles University in Prague, Albertov 6, 128 43 Pragu
c Department of Physical Geography and Geoecology, Faculty of Science, Charles University in Prague, Alberto
2, Czech Republic ,
p
4 Department of the Human Dimensions of Global Change, Global Change Research Institute, Academy of Sciences of the Czech
Republic, Bělidla 986/4a, 603 00 Brno, Czech Republic ,
p
4 Department of the Human Dimensions of Global Change, Global Change Research Institute, Academy of Sciences of the Czech
Republic, Bělidla 986/4a, 603 00 Brno, Czech Republic Department of the Human Dimensions of Global Change, Global Change Research Institute, Academy of Sc
Republic, Bělidla 986/4a, 603 00 Brno, Czech Republic p
,
,
,
p
5 Department of Soil Survey, Research Institute for Soil and Water Conservation, Zabovreska 250, 156 27, Prague 5 – Zbraslav,
Czech Republic p
p
5 Department of Soil Survey, Research Institute for Soil and Water Conservation, Zabovreska 250, 156 27, Prague 5 – Zbraslav,
Czech Republic 6 Unidad de Glaciología y Recursos Hidricos, Autoridad Nacional del Agua, Confraternidad Internacional 167, Huaráz, Perú
7 Department of Natural Hazards, Austrian Research Centre for Forests (BFW), Rennweg 1, 6020 Innsbruck, Austria 6 Unidad de Glaciología y Recursos Hidricos, Autoridad Nacional del Agua, Confraternidad Internacional 167, Huaráz, Perú
7 Department of Natural Hazards, Austrian Research Centre for Forests (BFW), Rennweg 1, 6020 Innsbruck, Austria p
,
,
g
,
,
8 Glaciology and Geomorphodynamics Group, Division of Physical Geography, Department of Geography, University of Zürich,
Winterthurerstrasse 190, 8057 Zürich, Switzerland 8 Glaciology and Geomorphodynamics Group, Division of Physical Geography, Department of Geography, University of Zürich,
Winterthurerstrasse 190, 8057 Zürich, Switzerland Winterthurerstrasse 190, 8057 Zürich, Switzerland 9 Department of Geophysics, University of Bonn, Meckenheimer Allee 176, 53115 Bonn, Germany 9 Department of Geophysics, University of Bonn, Meckenheimer Allee 176, 53115 Bonn, Germany Introduction Software packages such as RAMMS (Christen et al., 2010) or
FLO-2D have been applied to GLOF simulations (Mergili
et al., 2011). Schneider et al. (2014) and Worni et al. (2014)
have coupled different numerical models for simulating mass
movement – GLOF process chains. Single-phase models, how-
ever, cannot describe the solid and fluid phase interactions, nor
the dynamic interaction between a landslide and a lake, and
the consequences thereof (propagation of displacement wave)
without major workarounds (Gabl et al., 2015). Worni et al. (2014) have therefore emphasized the need for more integrated
concepts. Such approaches would have to rely on two-phase
flow models considering separately the solid and the fluid
phase, but also the strong interactions between the phases. Pudasaini (2012) proposed such a general two-phase flow
model. This model has been applied to simulate generic exam-
ples representing submarine landslides and particle transport in
lakes (Kafle et al., 2016), and GLOFs (Kattel et al., 2016). The
computational tool r.avaflow (Mergili et al., 2017) employs an
enhanced version of the Pudasaini (2012) model. Appropriate,
well-documented and well-understood case studies are needed
to test the suitability of this novel model and its computational
implementation for real-world events. In this sense, the present
article aims to: Kolka–Karmadon ice-rock avalanche in the Russian Caucasus
(Huggel et al., 2005) are only some examples. (
gg
,
)
y
p
Process chains often occur related to a changing cryosphere
(Evans and Delaney, 2014; Haeberli and Whiteman, 2014). Climate-induced environmental changes such as glacier re-
treat, the associated formation of hanging glaciers, the expo-
sure of steep, debuttressed rock or moraine walls, and the
degradation of mountain permafrost facilitates the release of
initial mass movements (Alean, 1985; Haeberli, 1992; Harberli
et al., 1997; Huggel et al., 2003, 2010, 2012; Noetzli et al.,
2006; Gruber and Haeberli, 2007; Harris et al., 2009; Ravanel
and Deline, 2011; Krautblatter et al., 2013; Haeberli et al.,
2017). Also the formation and evolution of glacial lakes – most
often associated with retreating or downwasting glaciers – may
act as the basis for the occurrence of process chains. Introduction Plenty of
literature on glacial lakes and related hazards is available for
many high-mountain areas worldwide (Hewitt, 1982; Haeberli,
1983; Richardson and Reynolds, 2000; Huggel et al., 2003;
Breien et al., 2008; Hewitt and Liu, 2010; Bolch et al., 2011;
Gruber and Mergili, 2013; Mergili et al., 2013; Clague and
O’Connor, 2014; Emmer et al., 2015). The current key research challenges include the understand-
ing of processes at the boundary of individual mass flows as well
as their physically based modelling. For instance, despite sub-
stantial progress in research on landslide generated impact
waves and tsunamis the understanding of wave generation in
dependence of the characteristic impacting mass movement in
high mountains is still limited (Westoby et al., 2014). Similarly,
key flood hazard parameters such as lake overtopping water
volume and discharge can currently be poorly constrained. As
shown in recent studies a critical challenge is the downstream
propagation of increasing uncertainties of the parameter space,
i.e. the uncertainties of initial landslide characteristics substan-
tially increase downstream because of accumulating uncer-
tainties at each process boundary (Schaub et al., 2016). 1. evaluate the suitability, potential and challenges of the
novel computational tool r.avaflow with regard to the simu-
lation of multi-lake outburst floods, employing the 2012
Santa Cruz event as the case study; 2. based on the outcomes, identify the general key challenges
process chain simulation efforts have to deal with. 2. based on the outcomes, identify the general key challenges
process chain simulation efforts have to deal with. Thereby we rely on a detailed analysis of the hydro-
geomorphic characteristics and processes of this multi-lake
outburst flood, outlined in the following section. Then we
introduce the computational framework for two-phase mass
flows, r.avaflow. We outline the data employed for multi-lake
outburst modelling and the parameterization and modelling
strategy in the 4th section, before the sections presenting, and
discussing our results. Finally, in the 7th section we conclude
with the key messages of the work. Well documented cases of process chain events are therefore
of great importance to advance the understanding. Well documented cases of process chain events are therefore
of great importance to advance the understanding. Several cases of mass movement-induced glacial lake outburst
floods (GLOFs) have been documented in the previous decades. This is particularly true for the Cordillera Blanca, Peru, where the
communities are highly vulnerable to this type of event (Carey,
2005). Emmer et al. Introduction (2016a) have identified 882 high-mountain
lakes there, some of which are potentially hazardous (Vilímek
et al., 2005; Emmer and Vilímek, 2013, 2014; Iturrizaga,
2014). A failure of the moraine dam of Lake Palcacocha in
1941 – induced by an ice avalanche or glacier calving, but
possibly also by piping – caused many fatalities (Broggi, 1942;
Oppenheim, 1946; Concha, 1952). More recently, GLOFs have
occurred at Lake Safuna Alta in 2002 (triggered by a rock
avalanche; Hubbard et al., 2005), at Lake Palcacocha in 2003
(landslide-triggered dam overtopping; Vilímek et al., 2005), and
at Lake 513 in 2010 (triggered by an ice avalanche; Carey
et al., 2012). In 2012, a landslide from a steep moraine wall
plunged into Lake Artizón Alto and triggered a process chain in-
volving four lakes and substantial entrainment of material in the
Artizón and Santa Cruz valleys (called 2012 Santa Cruz event). Introduction bodies such as high-mountain lakes, or through amplification
by entrainment of basal material. Process chains have led to
major disasters in recorded history: the 1963 Vajont landslide
and flood disaster in the Italian Alps (Genevois and Tecca,
2013), the 1970 earthquake-triggered Huascarán avalanche in
the Cordillera Blanca, Peru (Evans et al., 2009) or the 2002 High-mountain areas are often characterized by tightly coupled
process domains. Gravitational mass movements starting in
higher areas may impact distant lower areas not only directly,
but also through cascading effects sometimes involving water 1374 M. MERGILI ET AL. Kolka–Karmadon ice-rock avalanche in the Russian Caucasus
(Huggel et al., 2005) are only some examples. and more recently have also been increasingly implemented
in computer codes (Voellmy, 1955; Savage and Hutter, 1989;
Iverson, 1997; Takahashi et al., 1992; Pitman et al., 2003;
McDougall and Hungr, 2004; Pudasaini and Hutter, 2007). Software packages such as RAMMS (Christen et al., 2010) or
FLO-2D have been applied to GLOF simulations (Mergili
et al., 2011). Schneider et al. (2014) and Worni et al. (2014)
have coupled different numerical models for simulating mass
movement – GLOF process chains. Single-phase models, how-
ever, cannot describe the solid and fluid phase interactions, nor
the dynamic interaction between a landslide and a lake, and
the consequences thereof (propagation of displacement wave)
without major workarounds (Gabl et al., 2015). Worni et al. (2014) have therefore emphasized the need for more integrated
concepts. Such approaches would have to rely on two-phase
flow models considering separately the solid and the fluid
phase, but also the strong interactions between the phases. Pudasaini (2012) proposed such a general two-phase flow
model. This model has been applied to simulate generic exam-
ples representing submarine landslides and particle transport in
lakes (Kafle et al., 2016), and GLOFs (Kattel et al., 2016). The
computational tool r.avaflow (Mergili et al., 2017) employs an
enhanced version of the Pudasaini (2012) model. Appropriate,
well-documented and well-understood case studies are needed
to test the suitability of this novel model and its computational
implementation for real-world events. In this sense, the present
article aims to: and more recently have also been increasingly implemented
in computer codes (Voellmy, 1955; Savage and Hutter, 1989;
Iverson, 1997; Takahashi et al., 1992; Pitman et al., 2003;
McDougall and Hungr, 2004; Pudasaini and Hutter, 2007). © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. The 2012 Santa Cruz event The Santa Cruz and Artizón catchments Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) The Santa Cruz and Artizón catchments (a) General location; (b) Santa Cruz asnd Artizón valleys before the 2012 event;
(c) Santa Cruz and Artizón valleys after the 2012 event; (d) upper part of the Artizón valley before the 2012 event; (e) upper part of the Artizón valley
after the 2012 event. [Colour figure can be viewed at wileyonlinelibrary.com] valley existed in 1948: an unnamed lake downstream from
today’s Lake Artizón Bajo appeared on the 1962 and 1970
images, but disappeared later. The lakes Artizón Bajo and
Artizón Alto first appeared on the 1970 image (Figure 2). On 20 May 1997, a debris flow deposit from the right bank
blocked the outlet of Lake Artizón Bajo, resulting in an increase
of the lake level. This temporary blockage breached immedi-
ately, producing a GLOF-induced debris flow which deposited
in the Santa Cruz valley close to Lake Jatuncocha. Part of the
Santa Cruz trekking path was damaged (Zapata, 2002). Reflecting this event, Huaman (2001) considered the lakes in
the Artizón valley as hazardous and suggested the implementa-
tion of remediation measures. Cochachin and Torres (2011)
described Lake Artizón Alto as hazardous and indicated
that the recently deglaciated, very steep left lateral moraine
alongside the lake would be unstable. Considering the condi-
tions before 2012, Emmer and Vilímek (2014) retrospectively
identified a high GLOF susceptibility for Lake Artizón Alto. The situation before 2012 is shown in Figure 1(b) and (d). part of the Santa Cruz valley (lakes Ichiccocha and Jatuncocha;
Table I) and several mostly small glacial lakes have formed in
hanging tributary valleys. valley existed in 1948: an unnamed lake downstream from
today’s Lake Artizón Bajo appeared on the 1962 and 1970
images, but disappeared later. The lakes Artizón Bajo and
Artizón Alto first appeared on the 1970 image (Figure 2). The Artizón valley (Figure 1) is a left-side tributary to the
Santa Cruz valley. The confluence is located at 3985 m a.s.l.,
while the highest point of the Artizón catchment is Artesonraju
(6025 m a.s.l.), so that the catchment extends over a vertical
distance of more than 2000 m. The Artizón catchment has an
area of 8.1 km2. An area of 3.0 km2 (37% of the catchment)
was occupied by glaciers in 2015, while an area of 5.6 km2
(69.1% of the catchment) was occupied by glaciers back in
1948. In 2016, two lakes were situated in Artizón valley:
Artizón Bajo and Artizón Alto (Table I). The Santa Cruz and Artizón catchments On 20 May 1997, a debris flow deposit from the right bank
blocked the outlet of Lake Artizón Bajo, resulting in an increase
of the lake level. This temporary blockage breached immedi-
ately, producing a GLOF-induced debris flow which deposited
in the Santa Cruz valley close to Lake Jatuncocha. Part of the
Santa Cruz trekking path was damaged (Zapata, 2002). Reflecting this event, Huaman (2001) considered the lakes in
the Artizón valley as hazardous and suggested the implementa-
tion of remediation measures. Cochachin and Torres (2011)
described Lake Artizón Alto as hazardous and indicated
that the recently deglaciated, very steep left lateral moraine
alongside the lake would be unstable. Considering the condi-
tions before 2012, Emmer and Vilímek (2014) retrospectively
identified a high GLOF susceptibility for Lake Artizón Alto. The situation before 2012 is shown in Figure 1(b) and (d). The Santa Cruz and Artizón catchments The Santa Cruz valley is located in the Río Santa catchment in
the northern part of the Cordillera Blanca, Peru (Figure 1). It oc-
cupies an area of 231 km2 and extends over a vertical distance
of more than 4200 m between Nevado Santa Cruz (6241 m a.s. l.) and the confluence with the Santa river at Colcas (1965 m a. s.l.). Three other summits along the catchment boundary peak
above 6000 m a.s.l.: Nevado Quitaraju (6036 m a.s.l.) and
Pucajirca Oeste (6039 m a.s.l.) in the north and Artesonraju
(6025 m a.s.l.) in the south. Most glaciers terminate at approxi-
mately 4800 m a.s.l. while large Little Ice Age (LIA) moraines
are found at approximately 4400 m a.s.l., such as the moraine
dams of the lakes Quitacocha, Arhueycocha and Taullicocha. The zone between 4400 m and 4800 m a.s.l. has recently been
deglaciated, so that steep slopes are considered particularly
susceptible to different types of mass movements (in the sense
of Haeberli, 2013; Haeberli et al., 2017). Two large debris
cone-dammed lakes are situated in the gently-sloped middle Even though some of the lakes in the Cordillera Blanca have
been equipped with technical and structural protection mea-
sures (Oppenheim, 1946; Zapata 1978; Portocarrero, 1984;
Carey, 2005; Portocarrero, 2014; Emmer et al., 2016b), manag-
ing the risks associated with GLOFs in an appropriate way still
remains a major challenge (Carey et al., 2014). The anticipation
of high-mountain process chains – and therefore also hazard
mapping and zoning – largely rely on computer simulations
based on mass flow models. Effectively single-phase flow
models, considering either solid or fluid, or a mixture of both,
have been theoretically developed during the past decades, HOW WELL CAN WE SIMULATE COMPLEX HYDRO-GEOMORPHIC PROCESS CHAINS? 1375 Figure 1. Study area before and after the event under investigation. (a) General location; (b) Santa Cruz asnd Artizón valleys before the 2012 event;
(c) Santa Cruz and Artizón valleys after the 2012 event; (d) upper part of the Artizón valley before the 2012 event; (e) upper part of the Artizón valley
after the 2012 event. [Colour figure can be viewed at wileyonlinelibrary.com] Figure 1. Study area before and after the event under investigation. © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) The 2012 multi-lake outburst flood On 8 February 2012, the Artizón and Santa Cruz valleys were
affected by a multi-lake outburst flood involving two lakes in
the Artizón valley and two lakes in the Santa Cruz valley
(Figures 1 and 3; Table I). The process chain was preliminarily
described by Emmer et al. (2014) based on the analysis of re-
motely sensed images. A first field survey focusing on the Santa
Cruz event was performed by the Autoridad Nacional del Agua
directly after the event, while a detailed geomorphological field
survey was performed in July 2015. Despite this time lag, the
dominant geomorphological processes (erosion–accumulation
interactions) were still identifiable in the field, due to the high
magnitude of the event. The dominant geomorphological phe-
nomena were mapped, described and roughly quantified, using
detailed topographical measurements (laser inclinometer and
rangemeter Trupulse E 200 with a resolution of 1°/0.01 m and
an effective measuring range 0.5–1000 m without reflecting tar-
get; GPS /GLONASS positioning with +/- 5 m accuracy). 15
cross-profiles were measured all over the affected valleys
(approximately four profiles per stream line km in the upper
part and one profile per stream line km in the lower part;
Figure 4). These cross-profiles reflect the dominant geomorpho-
logical processes, and also show clearly recognizable flood
marks. These data were subsequently used for the correction
of the digital terrain model (DTM) and for the spatial control
of remotely sensed data-based interpretation of dominant pro-
cesses and delimitation of affected areas. The trigger of the entire chain of events was a landslide re-
leased from the left lateral moraine into Lake Artizón Alto
(Figure 1(e) and Figure 3(a)). The moraine slopes surrounding
the lake are up to 200 m high and often very steep. Based on
the analysis of remotely sensed images, the volume of the trig-
gering landslide was estimated to 3–8×105 m3 (Emmer et al.,
2014). This relatively broad range is related to the uncertainty
of the change in the bathymetry of Lake Artizón Alto after the
event. Part of the landslide mass accumulated on the slopes
above the lake (Figures 1(e) and 3 (a)) and on the lake shore. However, a significant mass of debris rushed into the shallower
upper (southern) basin of Lake Artizón Alto. This part of the lake
displayed a maximum depth up to 20 m before the event
(Cochachin and Torres, 2011). Situation before 2012 Analyzing three sets of historical aerial photographs (1948,
1962 and 1970) reveals that none of the lakes in the Artizón 1376 M. MERGILI ET AL. Table I. Basic characteristics of the lakes involved in the 2012 event
Longitude
Latitude
Dam type
Catchment
area (km2)
Lake level elevation
(m a.s.l.)
Surface area
(103 m2)
Volume (106 m3)
Max. depth (m)
Reference
Artizón Alto
77.6165 W
8.9482 S
Bedrock dam
3.6
4639
138
1.42
24.6
Huaman (2001);
Cochachin and
Torres (2011)
Artizón Bajo
77.6152 W
8.9438 S
Moraine dam covered
by debris cone
accumulation
4.8
4477
32
0.36
23.3
Cochachin and
Torres (2011)
Jatuncocha
77.6585 W
8.9287 S
Debris cone dam
with artificial outlet
71.8
3870
501
7.22
23
Zapata (1978)
Ichiccocha
77.6781 W
8.9376 S
Debris cone dam
82.2
3828
243
Not measured
(partial marshland)
Not measured
(partial marshland)
Zapata (1978) Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) esses and Landforms published by John Wiley & Sons Ltd.
Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd.
Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) The 2012 multi-lake outburst flood The landslide impact produced
a water wave overtopping the bedrock dam of Lake Artizón
Alto, washing away the thin moraine cover into Lake Artizón
Bajo downstream. Table I. Basic characteristics of the lakes involved in the 2012 event Lake Artizón Bajo is situated directly beneath the approxi-
mately 170 m high bedrock step impounding Lake Artizón Alto
(Figure 3(b)). Dam overflow and sudden increase of discharge
initiated a process of progressive dam erosion which eventually
resulted in a release of approx. 300 000 m3 of water and caused
the lake level to drop by 10 m (corresponding to the breach
depth). However, lake Artizón Bajo did not empty completely,
instead leaving behind a small remnant lake (Figure 3(c)), prob-
ably because of decreasing shear stresses after peak discharge,
decreasing slope of the outflow channel, and bedrock at the
bottom of the breach inhibiting further erosion (see also Worni
et al., 2012). The bedrock bottom of the Artizón valley was
exposed during the event at several particularly steep locations. A large amount of moraine and colluvium material was eroded
from the middle section of the Artizón valley between Lake
Artizón Bajo and the outwash plain in the lower part of the val-
ley (mean slope of this section >15°; Figure 1(c), (e), Figure 3(d)
and Figure 4). Large boulders (up to 1 m in diameter) were first accumu-
lated in the relatively gentle outwash plain (mean slope approx. 5°; Figure 3(e)). The flood wave overtopped the 20 m high
banks of the outwash plain during the event, resulting in Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) 1377 HOW WELL CAN WE SIMULATE COMPLEX HYDRO-GEOMORPHIC PROCESS CHAINS? HOW WELL CAN WE SIMULATE COMPLEX HYDRO-GEOMORPHIC PROCESS CHAINS? Figure 2. Deglaciation of the Artizón valley between 1948 and 1970 and formation of the lakes Artizón Alto and Artizón Bajo. Source: Servicio
Aerofotogramétrico Nacional. [Colour figure can be viewed at wileyonlinelibrary.com] Figure 2. Deglaciation of the Artizón valley between 1948 and 1970 and formation of the lakes Artizón Alto and Artizón Bajo. Source: Servicio
Aerofotogramétrico Nacional. [Colour figure can be viewed at wileyonlinelibrary.com] Figure 3. The multi-lake outburst flood of 8 February 2012. © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) th Surface Processes and Landforms published by John Wiley & Sons Ltd.
Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (201 The 2012 multi-lake outburst flood (a) Steep moraine slopes surrounding Lake Artizón Alto with the 2012 l
rock step between the lakes Artizón Alto sand Artizón Bajo, impounding lake Artizón Alto; (c) failed dam of Lake Artizón Bajo; (d) m
Artizón valley leading into an outwash plain; (e) outwash plain; (f) confluence of Artizón and Santa Cruz streams; (g) Santa Cruz val
by fine-grained deposits; (h) damaged outlet of Lake Jatuncocha. Photos: Adam Emmer, 7 and 8 July 2015. [Colour figure c
wileyonlinelibrary.com]
h
h
h
f
d
df
bl h d b
h
l
d
h
f
df
l Figure 3. The multi-lake outburst flood of 8 February 2012. (a) Steep moraine slopes surrounding Lake Artizón Alto with the 2012 landslide; (b) bed-
rock step between the lakes Artizón Alto sand Artizón Bajo, impounding lake Artizón Alto; (c) failed dam of Lake Artizón Bajo; (d) middle part of the
Artizón valley leading into an outwash plain; (e) outwash plain; (f) confluence of Artizón and Santa Cruz streams; (g) Santa Cruz valley floor covered
by fine-grained deposits; (h) damaged outlet of Lake Jatuncocha. Photos: Adam Emmer, 7 and 8 July 2015. [Colour figure can be viewed at
wileyonlinelibrary.com] © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. 1378 M. MERGILI ET AL. Figure 4. Longitudinal profile through the Artizón and Santa Cruz valleys with the dominant processes and the locations of the cross-profiles be-
tween Lake Artizón Alto and Lake Ichiccocha. [Colour figure can be viewed at wileyonlinelibrary.com] Figure 4. Longitudinal profile through the Artizón and Santa Cruz valleys with the dominant processes and the locations of the cross-profiles be-
tween Lake Artizón Alto and Lake Ichiccocha. [Colour figure can be viewed at wileyonlinelibrary.com] (Figure 3(h)). A marginal amount of material, compared with
the amount transported upstream, was eroded downstream
from Lake Jatuncocha and deposited in Lake Ichiccocha. The
increased discharge also caused bank erosion and associated
accumulation processes downstream in the Santa Cruz valley. damage to the prevailing shrub vegetation. The 2012 multi-lake outburst flood In the lower part of
the outwash plain, the smooth Last Glacial Maximum (LGM)
moraine ridge dividing the Artizón valley and the Santa Cruz
valley was overtopped, and the flood wave reached the Santa
Cruz stream 1 km upstream of the confluence (Figure 3(e)),
washing away soil and vegetation (shrub) cover in the area
affected. Part of the Artizón stream between the outwash plain
and the confluence with the Santa Cruz stream is relatively
steep (mean slope >10°). Erosion again dominated in this part
of the valley, exposing the bedrock (Figure 4). © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. h Surface Processes and Landforms published by John Wiley & Sons Ltd.
Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018 HOW WELL CAN WE SIMULATE COMPLEX HYDRO-GEOMORPHIC PROCESS CHAINS? 1379 areas with observed mass flow impact are referred to as ob-
served positives (OP), the ones without observed mass flow
impact as observed negatives (ON). All areas with simulated
mass flow impact are considered as predicted positives (PP),
the ones without simulated mass flow impact as predicted neg-
atives (PN). In the present work we relate the true positive (TP),
true negative (TN), false positive (FP) and false negative (FN)
predictions in order to derive the performance indicators criti-
cal success index (CSI), distance to perfect classification
(D2PC), and factor of conservativeness (FoC) (Formetta et al.,
2015; Mergili et al., 2017; Table II). While CSI and D2PC indi-
cate the degree of overlay between modelled and observed im-
pact areas, FoC measures whether the simulation overestimates
(conservative result), or underestimates the observed impact
area (non-conservative result). The Pudasaini (2012) two-phase mass flow model is
employed for routing mass flows from one or more defined re-
lease areas through the mountain topography given by a digital
terrain model (DTM). Material can be entrained from the basal
surface. Arbitrary assemblages of solid and fluid release heights
and entrainable heights may be defined. r.avaflow further relies
on a set of flow parameters (see Mergili et al., 2017 for a de-
tailed list of input parameters). The output of r.avaflow essen-
tially consists of raster maps – maximum and for all time steps
– of solid and fluid flow heights H (m), velocities, pressures,
kinetic energies, and entrained heights E (m). Optionally, solid
and fluid output hydrographs are computed. areas with observed mass flow impact are referred to as ob-
served positives (OP), the ones without observed mass flow
impact as observed negatives (ON). All areas with simulated
mass flow impact are considered as predicted positives (PP),
the ones without simulated mass flow impact as predicted neg-
atives (PN). In the present work we relate the true positive (TP),
true negative (TN), false positive (FP) and false negative (FN)
predictions in order to derive the performance indicators criti-
cal success index (CSI), distance to perfect classification
(D2PC), and factor of conservativeness (FoC) (Formetta et al.,
2015; Mergili et al., 2017; Table II). While CSI and D2PC indi-
cate the degree of overlay between modelled and observed im-
pact areas, FoC measures whether the simulation overestimates
(conservative result), or underestimates the observed impact
area (non-conservative result). Simulation input We use a TanDEM-X Digital Elevation Model (DEM) from 2013
(after the 2012 event). The DEM is available with a 10 m post-
ing from TanDEM-X acquisitions performed along ascending
and descending orbits on 10 October 2013 and 24 January
2013, respectively, combined to reduce problems of areas
masked by layover and shadow which affect differently oppo-
site slopes along north–south oriented valleys in mountainous
regions (Wegmüller et al., 2014). The DEM is corrected for
entrainment that has occurred during the event, based on a de-
tailed field survey, the comparison of pre-event and post-event
Landsat 7/8 and Google Earth Pro® v. 7.1.5.1557 high resolu-
tion scenes (CNES/Astrium images), and topographic plausibil-
ity. Further, the lakes Artizón Alto, Artizón Bajo and Jatuncocha
are
removed
by
using
bathymetric
data
(Zapata
1978;
Cochachin and Torres, 2011) in order to derive a digital terrain
model (DTM) displaying the basal surface of the lakes. This
DTM suffers from low quality particularly in the upper section
of the Artizón Valley (surrounding the lakes Artizón Alto and
Artizón Bajo) so that further manual pre-processing has to be
applied (Figure 6). This step builds mainly on the well-
documented pre-event level of the two upper lakes (Table I),
the same pre-event Google Earth Pro® scenes as used for the
estimation of entrainment, and field evidence. Given the sound
basis for pre-processing, we expect the resulting error to be
manageable. However, the error cannot be quantified due to
missing reference data. Optional complementary functions include diffusion control,
conservation of volume, surface control, entrainment, and
stopping (Mergili et al., 2017). Entrainment is computed
through an empirical approach, multiplying a user-defined,
conceptual entrainment coefficient CE (kg-1) with the momen-
tum of the flow. Solid and fluid flow heights and momenta as
well as the change of the basal topography are updated in time. r.avaflow operates on the basis of GIS raster cells. The analyt-
ical model equations are solved with the high resolution total
variation
diminishing
non-oscillatory
central
differencing
(TVD-NOC) scheme (Nessyahu and Tadmor, 1990). This
scheme
is
commonly
applied
to
mass
flow
problems
(Wang et al., 2004). It uses a staggered grid, whereby the system
is moved half of the numerical cell size with every time step. HOW WELL CAN WE SIMULATE COMPLEX HYDRO-GEOMORPHIC PROCESS CHAINS? The propagation of the flow is computed through depth-
averaged mass and momentum conservation equations for the
solid and fluid components. Thereby the Mohr-Coulomb plas-
ticity is employed for computing the solid stress, while a
solid-volume-fraction-gradient-enhanced non-Newtonian vis-
cous stress is applied to the fluid. Generalized viscous drag
and virtual mass induced by relative acceleration between the
phases are employed to account for the interfacial momentum
transfer. Similarly, the model includes buoyancy. Strong cou-
pling between the solid and the fluid momentum transfers leads
to simultaneous deformation, mixing, and separation of the
phases. The full details of the dynamical model are given by
Pudasaini (2012). We refer to Mergili et al. (2017) for further details on the
r.avaflow computational framework. The model codes, a user
manual, a collection of test data and the associated start scripts
are available at http://www.avaflow.org. The simulation framework r.avaflow The comprehensive GIS-based open source computational
framework r.avaflow was designed for simulating the propaga-
tion of various types of geomorphic mass flows. In contrast to
most other related tools it employs a real-two-phase-flow
model and considers entrainment and deposition of material
along the path, and is therefore suitable for the simulation of
process chains and interactions. r.avaflow is described in full
detail by Mergili et al. (2017). Essentially, only those aspects
relevant for the back-calculation of the 2012 Santa Cruz pro-
cess chain are outlined in this section. The logical framework
of r.avaflow is illustrated in Figure 5. At the confluence with the Santa Cruz stream (Figure 3(f)), the
flood wave spread across the up to 450 m wide Santa Cruz
valley with a gentle mean slope of <2°. Accumulation of large
boulders occurred directly at the confluence, while fine-grained
material was deposited along the entire 3.5 km long valley
section
between
the
confluence
and
Lake
Jatuncocha
(Figure 1(c), Figure 3(g), and Figure 4). Lake Jatuncocha retained
the rest of the solid material transported. The outlet of Lake
Jatuncocha equipped since 1969 with an open cut and an arti-
ficial dam resisted the increased water discharge. Only minor
damage was recorded at the downstream face of the dam Figure 5. Logical framework of r.avaflow. Only those elements relevant for the present study are shown. See Mergili et al. (2017) for a comprehen-
sive logical framework. [Colour figure can be viewed at wileyonlinelibrary.com]
© 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) Figure 5. Logical framework of r.avaflow. Only those elements relevant for the present study are shown. See Mergili et al. (2017) for a comprehen-
sive logical framework. [Colour figure can be viewed at wileyonlinelibrary.com] © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) HOW WELL CAN WE SIMULATE COMPLEX HYDRO-GEOMORPHIC PROCESS CHAINS? Simulation input In the present work we use the distribution r.avaflow
[EXPERT] (Mergili et al., 2017), implemented as a raster module
of the open source software package GRASS GIS 7 (GRASS
Development Team, 2017), and building on the Python and C
programming languages and the R software environment for
statistical computing and graphics (R Core Team, 2017). Paral-
lel processing exploiting multiple cores is enabled, facilitating
multiple model runs, the computation of impact and deposition
indicator scores, and parameter sensitivity analysis and optimi-
zation. r.avaflow was designed for UNIX operating systems and
tested on Ubuntu 12.04, 14.04 and 16.04 LTS and Scientific
Linux 6.6 (Red Hat). It is most efficiently managed on the shell
script level. The extent and depth of the release mass of the moraine slide
are approximated from comparison of the same Landsat and
Google Earth Pro® scenes used for the estimation of entrain-
ment, and from field estimates of the displaced debris volume. Reconstruction yields a release volume VR ≈5.3×105 m3 and is
therefore well in the range estimated (section ‘The 2012 multi- The computational framework produces map layouts and
animations of the main results. The model results are further
validated against the observed impact area, if available. Those Table II. Performance indicators used in the present study (Formetta et al., 2015; Mergili et al., 2017)
Name
Definition
Possible range
Optimum
Factor of conservativeness (FoC)
FoC ¼ PP
OP ¼ TPþFP
TPþFN
[0,∞]
1.0
Critical success index (CSI)
CSI ¼
TP
TPþFPþFN
[0,1]
1.0
Distance to perfect classification (D2PC)
D2PC ¼
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
1 rTP
ð
Þ2 þ r2
FP
q
[0,1]
0.0
rTP ¼ TP
OP, rFP ¼ FP
ON
© 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) Table II. Performance indicators used in the present study (Formetta et al., 2015; Mergili et al., 2017) © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. 1380 M. MERGILI ET AL. Figure 6. Spatial input and reference data for simulation of the 2012 Santa Cruz process chain with r.avaflow. The bold black lines separate the
zones I–III. All raster maps are produced at a cell size of 5 m. Simulation input [Colour figure can be viewed at wileyonlinelibrary.com] Figure 6. Spatial input and reference data for simulation of the 2012 Santa Cruz process chain with r.avaflow. The bold black lines separate the
zones I–III. All raster maps are produced at a cell size of 5 m. [Colour figure can be viewed at wileyonlinelibrary.com] lake outburst flood’ and Figure 6). The release height HR is
adapted accordingly for each computational experiment in
order to tune the release volumes to be tested (Table III). The
lakes
Artizón
Alto,
Artizón
Bajo
and
Jatuncocha
are
considered as fluid release masses. However, they are triggered
only when impacted by a moving mass. The distribution of the
fluid release heights (i.e. of the lake depths) is derived from the
bathymetric surveys available for all three lakes (Zapata, 1978;
Cochachin and Torres, 2011). All release heights are imposed
onto the DTM. TanDEM-X data only support a spatial resolution of 10 m, re-
sampling to 5 m is considered useful for exploring the influence
of the computational cell size on the results (section ‘Experi-
ment E2: initial stage of process chain, sensitivity to cell size’). We perform six computational experiments (E1–E6) for the
2012 Santa Cruz event (Table III). Preliminary simulations have
suggested that the results in terms of the travel distance, impact
area, and entrained volumes are sensitive to the uncertain
initial landslide volume VR, and to the uncertain basal friction
angle δ and entrainment coefficient CE. While these parameters
and the cell size employed for the simulations are varied within
and between the experiments, all other parameter values are
kept constant in accordance with Mergili et al. (2017). The in-
ternal friction angle is φ = 35°. Further, all experiments build
on the same set of basic assumptions: The distribution of the entrainable height of unconsolidated
basal material is approximated from the reconstruction of the
pre-event topography, according to the findings of the geomor-
phologic field analysis and remotely sensed data. We arrive at a
total entrained volume between Lake Artizón Bajo and the con-
fluence of the Artizón and Santa Cruz valleys ERec ≈1 ×
106 m3. Also the mass deposited in the Santa Cruz Valley down
to Lake Jatuncocha is estimated with DRec ≈1 × 106 m3. Simulation input As-
suming that much of the initial landslide release volume was
deposited within and close to Lake Artizón Alto, and some of
the solid material was deposited in Lake Jatuncocha, we con-
sider these two estimates consistent and plausible. All raster
maps serving as input for r.avaflow are prepared at a cell size
of 5 m and are illustrated in Figure 6. Even though the original • Both the landslide release mass and the entrainable material
are in a state near or at saturation. Precipitation had been re-
corded at the stations nearby the days before, but the real
state of saturation remains unknown and was most likely
more complex. We apply rates of 70% solid and 30% fluid
per volume – an estimate considered reasonable for the ma-
terials involved – throughout all the experiments E1–E6. The
lakes are considered 100% fluid. Table III. Computational experiments performed with r.avaflow for the Santa Cruz process chain. In Experiment 3,VR is varied by adapting the
release height. δI, δII and δIII refer to the values of the basal friction angle of the zones I, II and III. The entrainment coefficient CE is assumed
constant throughout the potential entrainment area (Figure 6). A full list of input parameters of r.avaflow is provided by Mergili et al. (2017) Table III. Computational experiments performed with r.avaflow for the Santa Cruz process chain. In Experiment 3,VR is varied by adapting the
release height. δI, δII and δIII refer to the values of the basal friction angle of the zones I, II and III. The entrainment coefficient CE is assumed
constant throughout the potential entrainment area (Figure 6). A full list of input parameters of r.avaflow is provided by Mergili et al. (2017) Experiment
Description
VR
105 m3
δI
degree
δII
degree
δIII
degree
CE
kg-1
Cell size
m
E1
Reference parameters
8.0
10
20
0
10-6.45
10
E2*
Sensitivity to cell size
8.0
10
20
0
10-6.45
5–10
E3
Sensitivity to VR and δI
3.0–8.0
10–18
20
0
10-6.45
10
E4
Sensitivity to δII
8.0
10
14–26
0
10-6.45
10
E5
Sensitivity to δIII
8.0
10
20
0–6
10-6.45
10
E6
Sensitivity to CE
8.0
10
20
0
10-6.55–10-6.35
10
*Experiment E2 considers only the initial part of the process chain until t = 100 s. © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Earth Surf. Process. © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd.
Earth Surf. Process. Lan Earth Surface Processes and Landforms published by John Wiley & Sons Ltd.
Earth Surf. Process. Landforms, Vol. 43, 1373–1389 ( © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Experiment E1: reference simulation configuration We only consider the part of the process chain starting from
the release of the initial landslide down to Lake Jatuncocha,
disregarding the minor flood wave downstream from Lake
Jatuncocha. Simulation times of t = 600 s (experiment E1), t =
100 s (Experiment E2), and t = 400 s (all other experiments)
are applied. Experiment E1 builds on an ad hoc assumption
of the key parameters (VR, δ, CE, cell size) in terms of qualitative
and quantitative correspondence with the event documenta-
tion and computational efficiency. In the experiments E2–E6
we vary each of the assumed parameters in order to explore
the sensitivity of the model results and performance and to jus-
tify the choice of the values used in experiment E1 (Table III). The observed impact area between Lake Artizón Bajo and Lake
Jatuncocha (zones II and III) is used as reference for model val-
idation (Figure 6). The impact area in zone I is not well defined
through the event documentation and therefore neglected as The results in terms of the simulated impact areas (maximum
flow height HMax ≥0.2 m) are shown in Figure 7 and corre-
spond satisfactorily well to the event documentation with pa-
rameter assumptions of δI = 10°, δII = 20°, and δIII = 0°, CE =
10-6.45 kg-1, and a cell size of 10 m (Table III and Table IV). However, we particularly note that: (i) lateral spreading of the
flow is overestimated in the Artizón valley down to the outwash
plain by locally up to approximately 180 m on one side; (ii)
run-up on the slopes of the Santa Cruz valley is overestimated
(locally up to 120 m, compared with very limited observed
run-up); and (iii) the simulated flow, in contrast to the
observed flow, does not impact the entire width of the Santa
Cruz valley all the way down to Lake Jatuncocha. Figure 7 illus-
trates the flow height evolution from t = 0 s to t = 450 s, and the Figure 7. Flow height maps derived in the computational experiment E1 for selected points in time, and for the maximum over the entire simulation
(HMax). The dashed yellow line represents the main flow path (defined manually from the DTM and satellite imagery), the solid red line the observed
impact area of the process chain down to Lake Jatuncocha. O1–O4 represent the output hydrographs (Figure 6 and Figure 8). Simulation input Landforms, Vol. 43, 1373–1389 (2018) © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) HOW WELL CAN WE SIMULATE COMPLEX HYDRO-GEOMORPHIC PROCESS CHAINS? 1381 • We divide the flow path into three zones I, II and III, differing
in terms of δ and the possibility of entrainment. Zone I covers
the initial part of the process chain down to Lake Artizón
Bajo, zone II the potential entrainment area down to the
confluence of the Artizón and Santa Cruz Valleys, and
zone III the Santa Cruz Valley downstream from the conflu-
ence (Figure 6). well as the lakes themselves and the area downstream from
Lake Jatuncocha. Further, we do not evaluate the simulation
results (or adapt the parameters respectively) in terms of flow
velocities or travel times as no field observations of these
parameters are available. r.avaflow simulation results • CE is constant throughout the potential entrainment area. • CE is constant throughout the potential entrainment area. © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. th Surface Processes and Landforms published by John Wiley & Sons Ltd.
Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (201 Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) 7 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd.
Earth Surf. Process. Landforms, Vol Experiment E1: reference simulation configuration [Colour figure can be
viewed at wileyonlinelibrary.com]
h
h
h
f
d
df
bl h d b
h
l
d
h
f
df
l Figure 7. Flow height maps derived in the computational experiment E1 for selected points in time, and for the maximum over the entire simulation
(HMax). The dashed yellow line represents the main flow path (defined manually from the DTM and satellite imagery), the solid red line the observed
impact area of the process chain down to Lake Jatuncocha. O1–O4 represent the output hydrographs (Figure 6 and Figure 8). [Colour figure can be
viewed at wileyonlinelibrary.com] © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. M. MERGILI ET AL. 1382 Table IV. Validation summary for the computational experiments
E3–E6. Refer to Table 2 for the description of the performance
indicators CSI, D2PC, and FoC. Bold letters refer to the optimized
parameter set and scores (experiment E1) (Mergili et al., 2017), a generalization that possibly leads to an
overestimate of the momentum. This effect is compensated by
increasing the basal friction. On the other hand, a value of δIII
very close to zero (approximated by δIII = 0°) is needed to prop-
agate the flow down to Lake Jatuncocha. Such a low value can
partly be justified by the interaction of the flow with a saturated
valley bottom. However, in the context of this computational
experiment δI, δII, and δIII cannot be considered as purely
physical parameters, but rather as the result of an optimization
procedure, aggregating various effects (experiments E3–E5;
Table II; Discussion). Experiment E1: reference simulation configuration Experiment E3 – VR = 3 · 105 m3
δI (°)
CE (kg-1)
CSI
D2PC
FoC
VE (106 m3)
10
10-6.45
0.47
0.47
0.66
0.15
15
10-6.45
0.02
0.98
0.02
0.01
20
10-6.45
0.02
0.98
0.02
0.00
Experiment E3 – VR = 8 · 105 m3
δI
CE
CSI
D2PC
FoC
VE
10
10-6.45
0.59
0.20
1.21
1.09
15
10-6.45
0.34
0.60
0.60
0.32
20
10-6.45
0.04
0.96
0.05
0.02
Experiment E4
δII
CE
CSI
D2PC
FoC
VE
14
10-6.45
0.56
0.15
1.56
1.44
20
10-6.45
0.59
0.20
1.21
1.09
26
10-6.45
0.40
0.48
0.85
0.70
Experiment E5
δIII
CE
CSI
D2PC
FoC
VE
0
10-6.45
0.59
0.20
1.21
1.09
2
10-6.45
0.52
0.30
1.07
1.09
6
10-6.45
0.40
0.47
0.88
1.09
Experiment E6
δ
CE
CSI
D2PC
FoC
VE
Raster map*
10-6.55
0.58
0.19
1.25
0.76
Raster map*
10-6.45
0.59
0.20
1.21
1.09
Raster map*
10-6.35
0.58
0.22
1.15
1.60
*δ is varied spatially, using the optimum values for the zones I, II, and III. The hydrographs O1–O3 (Figure 6 and Figure 8) clearly
show a sudden peak in fluid and solid discharge at the point
of time the flood wave passes through. The decrease of the dis-
charge being slower than the increase reveals a strong frontal
surge of solid and fluid. All three hydrographs suggest a rapid
run-through of the main flood wave (few tens of seconds), with
substantial residual discharge afterwards only observed at O1. O4 displays a second, slower, increase and still records a nota-
ble simulated discharge at t = 600 s. Also the effects of entrainment are documented in the out-
put hydrographs: while the solid content in O1 originates
from the initial landslide, the increasing solid fraction from
O2–O4 reflects the entrainment along the flow path. With
CE = 10-6.45 kg-1 the simulated entrained volume is VE =
1.09×106
m3,
corresponding
well
to
the
reconstructed
entrained volume of 1×106 m3. Therefore we consider CE =
10-6.45 kg-1 a reasonable assumption. However, lowering of
the dam level of Lake Artizón Bajo – and therefore also the
degree
of
emptying
of
this
lake
–
is
underestimated,
compared with field observations: the simulated total fluid
discharge at the hydrograph O2 directly downstream from
Lake Artizón Bajo sums up to approx. 250 000 m3, the same
magnitude
as
the
estimated
300
000 m3
release
from
the lake. © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Experiment E2: initial stage of process chain,
sensitivity to cell size stage of the phenomenon, i.e. the release volume and δI. Figure 10 shows the simulated impact areas in terms of HMax
≥0.2 m, obtained with six combinations of VR and δI. With
the combination of VR = 3.0×105 m3 and δI = 20°, r.avaflow
does not simulate overtopping of the dam of Lake Artizón Alto
and, consequently, no flood wave downstream. WithVR =
3.0×105 m3 and δI = 15°, and withVR = 8.0×105 m3 and δI =
20°, the flow alleviates in Lake Artizón Bajo. The simulated
flood wave proceeds farther downstream with the other
combinations listed in Table IV. Figure 11 illustrates the depen-
dency of the occurrence of overtopping and the development
of a process chain on the combination of VR and δI. The process
chain reaches Lake Jatuncocha only with VR = 8.0×105 m3 and
δI = 10°. Run-up against the slopes of the Santa Cruz valley is
more pronounced with larger release volumes. With VR =
8.0×105 m3 and δI ≤15° excessive spreading of the flow is sim-
ulated in the Artizón valley. stage of the phenomenon, i.e. the release volume and δI. Figure 10 shows the simulated impact areas in terms of HMax
≥0.2 m, obtained with six combinations of VR and δI. With
the combination of VR = 3.0×105 m3 and δI = 20°, r.avaflow
does not simulate overtopping of the dam of Lake Artizón Alto
and, consequently, no flood wave downstream. WithVR =
3.0×105 m3 and δI = 15°, and withVR = 8.0×105 m3 and δI =
20°, the flow alleviates in Lake Artizón Bajo. The simulated
flood wave proceeds farther downstream with the other
combinations listed in Table IV. Figure 11 illustrates the depen-
dency of the occurrence of overtopping and the development
of a process chain on the combination of VR and δI. The process
chain reaches Lake Jatuncocha only with VR = 8.0×105 m3 and
δI = 10°. Run-up against the slopes of the Santa Cruz valley is
more pronounced with larger release volumes. With VR =
8.0×105 m3 and δI ≤15° excessive spreading of the flow is sim-
ulated in the Artizón valley. The flow should be a sufficient number of cells wide in order to
ensure a proper numerical treatment. HOW WELL CAN WE SIMULATE COMPLEX HYDRO-GEOMORPHIC PROCESS CHAINS? 1383 Experiment E2: initial stage of process chain,
sensitivity to cell size Even if we assume that
10 m DTM resolution is sufficient for capturing the topographic
characteristics relevant for the flow, and despite a cell size of
5 m represents an oversampling, simulations at the finer resolu-
tion assist in evaluating whether 10 m resolution are also suffi-
cient from a numeric point of view. Experiment 2 considers in
detail the initial stage of the process chain (until downstream
from Lake Artizón Bajo) and thereby evaluates the effect of
the cell size applied to the simulation on the patterns and
evolution of the flow height (Figure 9; Table III). The landslide reaches Lake Artizón Alto after a few seconds
and causes an impact wave running up the opposite slope to-
wards NE (t = 20 s). Thereby, the maximum simulated value of
H = 102 m (10 m cell size) and 114 m (5 m cell size), respec-
tively. The wave moves back into Lake Artizón Alto and over-
tops the bedrock dam of the lake. The resulting flood wave
impacts Lake Artizón Bajo situated downstream (t = 70 s). The
resulting
wave
in
Lake
Artizón
Bajo
overtops
its
moraine/debris cone dam, triggering erosion of the dam mate-
rial and a debris flood propagating farther downstream (t =
100 s; Figure 7 and Figure 8). Except for the difference in
the maximum value of H as well as some details in the flow
patterns the simulations at 10 m and 5 m cell size yield fairly
identical results. Consequently, we consider a cell size of
10 m acceptable for the purpose of the present study. VE is severely underestimated compared with the reconstruc-
tion for all experiments except VR = 8.0×105 m3 and δI = 10°
(Table IV). Both CSI and D2PC indicate the best model perfor-
mance with VR = 8.0×105 m3 and δI = 10°. This combination
expectedly also yields the most conservative result (highest
value of FoC). Experiment E4: sensitivity to the basal friction in
zone II Figure 12 illustrates the sensitivity of the distribution of HMax on
δII (assumption of basal friction angle in zone II), leaving δI and
δIII unchanged (Table IV). The flow reaches Lake Jatuncocha
with δII ≤20°. Furthermore, lower values of δII lead to a higher
degree of lateral spreading than higher values of δII, which is
reasonable. With values of δII = 14° r.avaflow simulates an
overflow
of
Lake
Jatuncocha
before
t
=
400 s. These Experiment E1: reference simulation configuration However, the simulated volume is supposed to in-
clude also water from Lake Artizón Alto, and the rapid drop
of the discharge after its peak to almost zero indicates a very
limited degree of progressive entrainment and lowering of the
dam (Figure 8(b)). maximum flow height throughout the simulation period. The
period from t = 0 s until t = 100 s is considered in detail in
experiment E2. The differentiation of δ most probably aggregates various
aspects of the complex interaction of the flow with the basal
surface. On the one hand, δII > δI > δIII results from entrainment:
r.avaflow considers full momentum uptake through entrainment Figure 8. Output hydrographs O1–O4 generated in experiment E1 (see Figure 6 for the location of the hydrograph profiles). Columns represent the
discharge, lines the flow height. The solid component is shown above, the fluid component below the horizontal line. Note that the fluid components
are drawn in negative direction in order to enhance the readability of the figure. (a) Output hydrograph O1; (b) output hydrograph O2; (c) output
hydrograph O3; (d) output hydrograph O4. [Colour figure can be viewed at wileyonlinelibrary.com]
© 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) Figure 8. Output hydrographs O1–O4 generated in experiment E1 (see Figure 6 for the location of the hydrograph profiles). Columns represent the
discharge, lines the flow height. The solid component is shown above, the fluid component below the horizontal line. Note that the fluid components
are drawn in negative direction in order to enhance the readability of the figure. (a) Output hydrograph O1; (b) output hydrograph O2; (c) output
hydrograph O3; (d) output hydrograph O4. [Colour figure can be viewed at wileyonlinelibrary.com] 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) HOW WELL CAN WE SIMULATE COMPLEX HYDRO-GEOMORPHIC PROCESS CHAINS? Experiment E3: importance of the initial stage Experiment E3 (Table II) demonstrates the sensitivity of the pro-
cess chain simulation to the assumptions concerning the initial e Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd.
Earth Surf. Process. Landforms, Vol. 43, 1 © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) Within the tested range of assumptions, entrainment influences
the general pattern of HMax ≥0.2 m to a relatively minor degree
only, so that the validation scores – except for FoC – are poorly
differentiated (Table IV). However, with CE = 10-6.35 kg-1 the
flow
stops
approximately
150 m
before
reaching
Lake
Jatuncocha. Higher values of CE further result in less pro-
nounced run-up and less lateral spreading in the Santa Cruz
Valley. This pattern is most likely explained by the higher
solid content induced by higher entrainment rates. Flows rich
in solid are less diffusive in terms of spreading than those
rich in fluid. Figure 11. Dependency of overtopping of the lakes Artizón Alto and
Artizón Bajo on the combination of the release volume of the initial
landslide VR and the basal friction angle δI applied to r.avaflow. [Colour figure can be viewed at wileyonlinelibrary.com] phenomena are reflected in FoC (Table IV) and are a conse-
quence of the fact that more momentum is gained in zone II
with lower values of δII. Lower values of δII further induce
intense entrainment in the lower part of zone II (VE =
1.44×106 m3). CSI indicates the optimum model performance
at 20°, D2PC at 14° (Table IV). The zone of simulated entrainment laterally extends beyond
the
zone
of
reconstructed
entrainment,
reflecting
the
overestimated degree of spreading of the simulated flow
(Figure 14; experiment E1). More importantly, entrainment in
the lowermost section of the Artizón valley between the
outwash
plain
and
the
Santa
Cruz
valley
is
generally
overestimated, compared with the dam of Lake Artizón Bajo
and the valley section directly downstream (Figure 1 and
Figure 6). This phenomenon is possibly explained by a spatial
pattern in the mechanical properties of the entrainable
material (higher level of compaction of the older sediments de-
posited downstream). However, the event documentation does
not support a spatial differentiation of CE. Figure 9. Flow height maps resulting from experiment E2 for selected points in time from t = 0 s to t = 100 s, representing the initial stage of the pro-
cess chain. The dashed line represents the main flow path. (a) Simulation with 10 m cell size; (b) simulation with 5 m cell size. [Colour figure can be
viewed at wileyonlinelibrary.com] Figure 9. Flow height maps resulting from experiment E2 for selected points in time from t = 0 s to t = 100 s, representing the initial stage of the pro-
cess chain. The dashed line represents the main flow path. (a) Simulation with 10 m cell size; (b) simulation with 5 m cell size. [Colour figure can be
viewed at wileyonlinelibrary.com] © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) 1384 M. MERGILI ET AL. Figure 10. Simulated impact area (HMax ≥0.2 m) derived with six combinations of VR and δI (experiment E3). The observed impact area is shown
as reference. [Colour figure can be viewed at wileyonlinelibrary.com]
1384
M. MERGILI ET AL. Figure 10. Simulated impact area (HMax ≥0.2 m) derived with six combinations of VR and δI (experiment E3). The observed impact area is shown
as reference. [Colour figure can be viewed at wileyonlinelibrary.com] Figure 11. Dependency of overtopping of the lakes Artizón Alto and
Artizón Bajo on the combination of the release volume of the initial
landslide VR and the basal friction angle δI applied to r.avaflow. [Colour figure can be viewed at wileyonlinelibrary.com] not influence the patterns of HMax in zone II, but strongly im-
pacts HMax farther downstream in zone III. The flow only
reaches Lake Jatuncocha with the assumption of δIII = 0°. Even
with δIII = 2° it stops well before Lake Jatuncocha, and with δIII
= 6° the flow proceeds less than half-way from the confluence
towards Lake Jatuncocha. The relatively flat terrain only per-
mits a longer runout in the case of very low values of δIII. This
phenomenon
is
also
reflected
in
the
validation
scores
(Table IV): CSI and D2PC indicate a decrease of the model per-
formance with increasing values of δIII, FoC indicates a decreas-
ing degree of conservativeness. As prescribed by the definition
of the potential entrainment zone, VE is not influenced by vari-
ations in δIII. © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) Experiment E5: sensitivity to the basal friction in
zone III Some of the patterns observed in experiment E4 are even more
pronounced in experiment E5 (Figure 13). The variation of δIII
(assumption of basal friction angle in zone III) obviously does Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) HOW WELL CAN WE SIMULATE COMPLEX HYDRO-GEOMORPHIC PROCESS CHAINS? 1385 Figure 12. Simulated impact area (HMax ≥0.2 m) derived with three assumptions of δII (experiment E4). The observed impact area is shown as ref-
erence. [Colour figure can be viewed at wileyonlinelibrary.com]
1385
HOW WELL CAN WE SIMULATE COMPLEX HYDRO-GEOMORPHIC PROCESS CHAINS? Figure 12. Simulated impact area (HMax ≥0.2 m) derived with three assumptions of δII (experiment E4). The observed impact area is shown as ref-
erence. [Colour figure can be viewed at wileyonlinelibrary.com] Figure 12. Simulated impact area (HMax ≥0.2 m) derived with three assumptions of δII (experiment E4). The observed impact area is shown as ref-
erence. [Colour figure can be viewed at wileyonlinelibrary.com] Figure 13. Simulated impact area (HMax ≥0.2 m) derived with three assumptions of δIII (experiment E5). The observed impact area is shown as ref-
erence. [Colour figure can be viewed at wileyonlinelibrary.com] pact area (HMax ≥0.2 m) derived with three assumptions of δIII (experiment E5). The observed impact area is shown as ref-
n be viewed at wileyonlinelibrary.com] Figure 13. Simulated impact area (HMax ≥0.2 m) derived with three assumptions of δIII (experiment E5). The observed impact area is shown as ref-
erence. [Colour figure can be viewed at wileyonlinelibrary.com] highlight some of the major challenges process chain simula-
tions are facing, particularly with regard to the data they rely on: © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd.
Earth Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd.
Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) cesses and Landforms published by John Wiley & Sons Ltd.
Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) Discussion Increasing δIII from 0°
to 2° and 4° leads to decreases in FoC of 0.14 and 0.19, respec-
tively. These patterns demonstrate that the energy gained by a
flow, and therefore also its travel distance and lateral spreading,
show a near-linear relationship with the basal friction as long as
no interactions with a reservoir occur. Likewise, increasing CE
in Zone II from 10-6.55 to 10-6.45 and further to 10-6.35 leads to
a relatively linear increase of VE of 0.33×106 and 0.51×106, re-
spectively. However, these near-linear patterns have to be
interpreted with caution as the processes involved may be non-
linear: the empirical entrainment model applied with r.avaflow
represents
a
rough
approximation
only,
which
will
be
complemented with a physically-based model (Pudasaini and
Fischer, 2016) in the future. The extent to which a moraine
dam is eroded strongly determines the availability of the solid
fraction in the mixture downstream, and therefore the behav-
iour of the flow. The resulting variations in the solid content
and the flow volume can exert manifold impacts on the mobil-
ity of the flow. Still, we do not expect threshold effects as strong
as those inferred in Zone I. associated volumes. Basal friction values and entrainment
coefficients are the products of back-calculations, without
a direct mechanical basis. The implementation of a
physically-based
entrainment
model
(Pudasaini
and
Fischer, 2016) with r.avaflow is in progress. 3. No reference data are available to evaluate the simulated
flow velocities or travel times. Therefore, parameters are op-
timized on the basis of observed spatial, but not temporal
patterns. Simulation results are particularly sensitive to variations of
uncertain key input: initial conditions such as volume and solid
content of the release and flow parameters such as the basal
friction angle, or the entrainment coefficient. We note that vary-
ing the conditions in Zone I (down to Lake Artizón Bajo) may
lead to a highly nonlinear behaviour (Figure 11). The reason
is the fact that process chains involve threshold phenomena
and strong positive feedbacks: even moderate overtopping of
a dam may induce entrainment and a powerful flood wave or
debris flow downstream, while there is no process chain at all
in the case of no overtopping. Discussion Multi-hazard contexts have been increasingly considered by
the scientific communities in the past years, both on a concep-
tual level (Kappes et al., 2012), and – particularly for process
chains – on the level of event back-calculation by means of
computer simulations (Schneider et al., 2014). Recent studies
have analyzed and quantified the error range involved
when simulating process chains due to limited physical under-
standing, limited capabilities of current models at process
boundaries, and associated uncertainties concerning the sur-
rounding surface topography, material and mass flow parame-
ters and characteristics (Westoby et al., 2014; Schaub et al.,
2016). A particular challenge concerns the coupling of different
simulation models, or the integration of different cascading
mass flow processes in one integrated model. Here we follow
the call of Worni et al. (2014) for more integrated approaches. Thereby, the 2012 Santa Cruz event serves to demonstrate and 1. Process chains often occur in remote areas characterized by
steep topography. Even though modern remote sensing
techniques help to capture the situation before and after
events, the quality of such data is often limited. Further,
highly demanding field work is necessary to: (i) improve
the understanding of the individual and interacting pro-
cesses; and (ii) build a sound basis for back-calculations. 2. As a consequence of (1), the detailed process understanding
is limited and simulation input and reference data involve
uncertainties. In the present study, the reconstruction of
the topography was based on state-of-the-art radar remote
sensing technology, bathymetric data and further field ob-
servations. This is more than is typically available in remote
high-mountain areas but still implies uncertainties with re-
spect to release and entrained depths (Figure 6) and the 1386 M. MERGILI ET AL. Figure 14. Reconstructed and simulated entrained heights in the potential entrainment area (Figure 6). (a) Reconstructed entrained height (ERec); (b)
simulated entrained height (ESim). [Colour figure can be viewed at wileyonlinelibrary.com]
1386
M. MERGILI ET AL. Figure 14. Reconstructed and simulated entrained heights in the potential entrainment area (Figure 6). (a) Reconstructed entrained height (ERec); (b)
simulated entrained height (ESim). [Colour figure can be viewed at wileyonlinelibrary.com] VE. Increasing δII from 14° to 20° and 26° leads to decreases
in FoC by 0.35 and 0.36, respectively. This would mean that
the size of the simulated impact area would decrease by 35%
and 36% of the observed impact area. © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd.
Earth Surf. Process. Landforms, Vo Conclusions Glacier
retreat
and
the
accompanying
geomorphologic
changes in the Artizón valley, Cordillera Blanca, Peru, have
formed an environment favouring the development of a
lake outburst cascade i.e. a steep and unstable lateral moraine
slope geomorphologically connected to a system of glacial
lakes. In 2012, a landslide from the left lateral moraine
impacted the upper lake and induced a process chain
proceeding kilometres downstream, entraining, transporting,
and subsequently accumulating
a significant
amount
of
material. We have reconstructed the geomorphologic changes
induced by the event from field observations and remotely
sensed data, and attempted to back-calculate the process chain
with the two-phase mass flow model employed within the com-
putational framework r.avaflow. The design of r.avaflow enables
continuous simulations across process boundaries, representing
a major step forward. The results partly reveal the high sensitivity
of process chain modelling to key inputs, such as release vol-
ume, basal friction or the entrainment coefficient. Due to multi-
ple feedbacks and dependencies, these effects may even be
stronger than for ‘ordinary’ mass flow processes. This is particu-
larly true for the upper part of the chain, where the threshold ef-
fect of lake overtopping decides on the occurrence and
characteristics of the flow downstream. With adequately chosen
parameters, the documented and reconstructed patterns of the
process chain are generally well reproduced by the r.avaflow
calculations in terms of empirical adequacy, demonstrating the
potential of computer simulations also for complex mass flow
phenomena. However, our results indicate that the processes
involved, and the input parameters and parameter combinations
governing the simulation are not yet fully understood in
their spatial distribution. Improved databases and thorough
back-calculations and parameter studies with a larger number
of well-documented events are needed to enable the anticipa-
tion of future events and their possible consequences in terms
of scenario analyses or probability measures. 1. Acknowledging that the uncertainties in the initial condi-
tions (release mass, water content) and key flow parameters
are to some extent aleatoric – particularly with regard to
their spatial pattern – we depend on well-founded empirical
adequacy. The limitations of one-at-a-time parameter
studies, as applied in the present work, are well docu-
mented (Saltelli and Annoni, 2010). More appropriate ap-
proaches were proposed, e.g. by Formetta et al. (2015) or
Fischer et al. (2015). Their application would be imperative,
but represents a challenge due to the multi-dimensional
parameter space, including the spatial pattern in some
parameters. 2. Conclusions Considering
what
was
said
in
(1),
systematic
back-
calculations of multiple events may lead to a set of guiding
parameter ranges. Independent test cases would be neces-
sary to confirm the general findings and to make a success-
ful forward calculation more probable. Such an effort would
be beyond the scope of the present article. 3. Some of the key characteristics of process chains are rarely
documented (e.g. velocities and travel times), so that empir-
ical adequacy has to remain incomplete. Well-designed
laboratory experiments could be employed in order to
move as close as possible to an assessment of the physical
adequacy of the simulation approach, e.g. with regard to
the landslide–lake interactions. 4. The weakest link for forward predictions consists in the
potentially inadequate assessment of the conditions above
potentially impacted lakes, as even small misestimates of
these conditions may lead to completely inappropriate
results (threshold effects; Figure 11). Consequently, avail-
able resources should be put particularly in investigations
on
the
characteristics
of
potential
landslide
release
masses, and the material friction parameters in the upper
most flow region. Acknowledgements—The work was conducted as part of the interna-
tional cooperation project ‘A GIS simulation model for avalanche and
debris flows (avaflow)’ supported by the German Research Foundation
(DFG, project number PU 386/3-1) and the Austrian Science Fund
(FWF, project number I 1600-N30). While (1) to (3) apply to all efforts of spatial landslide model-
ling and beyond, but are particularly important when consider-
ing process chains, (4) is specific for process chains such as
multi-lake outburst floods. Due to the highly sensitive behav-
iour with regard to threshold effects such as lake overtopping,
the assumption of fixed initial conditions and parameter values
likely result in inadequate predictions. Consequently, forward
predictions will, even more than for more common landslide
processes, rely on: (i) the consideration of multiple scenarios;
or (ii) the application of ranges of initial conditions and flow
parameters instead of fixed values. The second of these results
would result in likelihood measures such as impact indicator
indices (Mergili et al., 2017) increasing the probability of The field work was supported by GAUK Project No. 70413 and
GAUK Project No. 730216 awarded to Adam Emmer and by the
Charles University Mobility Fund awarded to Anna Juřicová. Discussion Targeting various groups of stakeholders and
the public in a well-adapted way will be essential for effective
management of the risks associated with lake outburst floods
and other types of process chains in the Cordillera Blanca
and elsewhere in the world (Carey, 2005; Carey et al., 2012). combinations of parameters may provide comparable results;
and
(ii)
different
simplifying
or
imperfect
assumptions
concerning the analytical model, the numerical approach
and the parameterization may cancel out. Even though we
can link the trends in the response of the simulation to the
key inputs to our understanding of the related physical pro-
cesses, the chosen parameters are unlikely to be physically
correct. Consequently, a concerted communication process with de-
cision makers is necessary to appropriately deal with uncertain
simulation results. Targeting various groups of stakeholders and
the public in a well-adapted way will be essential for effective
management of the risks associated with lake outburst floods
and other types of process chains in the Cordillera Blanca
and elsewhere in the world (Carey, 2005; Carey et al., 2012). Using r.avaflow allows back-calculating complex hydro-
geomorphic process chains in an empirically adequate way. In contrast to most earlier approaches (Schneider et al., 2014;
Schaub et al., 2016; Somos-Valenzuela et al., 2016), r.avaflow
supports a continuous simulation across the boundaries of the
individual components of the process chain. Considering this
a major step forward, we note that based on the present study
there still remain important limitations for the predictive appli-
cation of the model to possible future process chains for the
following reasons: Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd. © 2017 The Authors. Earth Surface Processes and Landforms published by John Wiley & Sons Ltd.
Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) cesses and Landforms published by John Wiley & Sons Ltd.
Earth Surf. Process. Landforms, Vol. 43, 1373–1389 (2018) Discussion An initial landslide of VR =
3×105 m3 requires a lower basal friction angle (δ <12–14°) to
develop sufficient kinetic energy to result in overtopping of
Lake Artizón Bajo than an initial landslide of VR = 8×105 m (δ
<18–20°). While the general patterns illustrated in Figure 11
are most probably generally valid, the threshold values would
shift when changing the initial conditions or numerical treat-
ments. For input combinations with predicted overtopping of
Lake Artizón Bajo, the effects downstream depend on the
varied parameters in a near-linear way (Figure 10). Comparing the observed and the simulated impact area be-
tween the lakes Artizón Bajo and Jatuncocha, the maximum
CSI value does not reach beyond 0.6, and the D2PC not below
0.15 (Table IV). A better performance is impeded by (i) an over-
estimate of lateral spreading and run-up of the flow in the lower
portion of Zone II; and (ii) an underestimate of the flow width
over much of Zone III (Figures 10–13). Even though the result obtained in experiment E1 appears
plausible (Figure 7) we have to keep in mind that it relies on an
ad hoc parameter assumption, chosen towards confirmation of
the observed patterns. This does not mean that the simulation
would necessarily be fully valid. Instead, we can only confirm
a certain degree of empirical adequacy in the sense of
Oreskes
et al. (1994), keeping in mind
that: (i)
other Varying the initial conditions or flow parameters in the Zones
II or III (i.e. after the interaction of the mass movement with the
two upper lakes) generally leads to a rather linear (predictable)
behaviour (Figures 12 and 13). The FoC (which is proportional
to the simulated affected area) is most suitable to quantify this
observation: varying the basal friction angle in the zones II or
III leads to more or less linear changes of the FoC, and also of HOW WELL CAN WE SIMULATE COMPLEX HYDRO-GEOMORPHIC PROCESS CHAINS? 1387 successful forward simulations, and enabling the implicit con-
sideration of uncertainties in the results (Krenn et al., 2016). successful forward simulations, and enabling the implicit con-
sideration of uncertainties in the results (Krenn et al., 2016). Consequently, a concerted communication process with de-
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Inter-epidemic Transmission of Rift Valley Fever in Livestock in the Kilombero River Valley, Tanzania: A Cross-Sectional Survey
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Abstract This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Funding: This work was funded by the generous support through PhD scholarship awarded to RDS by Directorate General for Development Cooperation
(DGDC), Belgium, through Institute of Tropical Medicine, Antwerp. Part of the research work was also supported by Hassan Mshinda Fellowship of the Liverpool
School of Tropical Medicine (LSTM), UK and Ifakara Health Institute (IHI), Tanzania. The funders of this study had no role in study design, data collection and
analysis, decision to publish, or preparation of the manuscript. Competing Interests: The authors have declared that no competing interests exist. * E-mail: rsumaye@ihi.or.tz, rsumaye@yahoo.com Robert D. Sumaye1,2,3*, Eveline Geubbels1, Edgar Mbeyela1, Dirk Berkvens3 1 Ifakara Health Institute, Ifakara, Tanzania, 2 Department of Infectious and Parasitic Diseases, Faculty of Veterinary Medicine, University of Liege, Liege, Belgium,
3 Department of Biomedical Sciences, Institute of Tropical Medicine, Antwerp, Belgium Ifakara Health Institute, Ifakara, Tanzania, 2 Department of Infectious and Parasitic Diseases, Faculty of Veterinary Medicine, Univ
Department of Biomedical Sciences, Institute of Tropical Medicine, Antwerp, Belgium Abstract Background: In recent years, evidence of Rift Valley fever (RVF) transmission during inter-epidemic periods in parts of Africa
has increasingly been reported. The inter-epidemic transmissions generally pass undetected where there is no surveillance
in the livestock or human populations. We studied the presence of and the determinants for inter-epidemic RVF
transmission in an area experiencing annual flooding in southern Tanzania. Methodology: A cross-sectional sero-survey was conducted in randomly selected cattle, sheep and goats in the Kilombero
river valley from May to August 2011, approximately four years after the 2006/07 RVF outbreak in Tanzania. The exposure
status to RVF virus (RVFV) was determined using two commercial ELISA kits, detecting IgM and IgG antibodies in serum. Information about determinants was obtained through structured interviews with herd owners. Findings: An overall seroprevalence of 11.3% (n = 1680) was recorded; 5.5% in animals born after the 2006/07 RVF outbreak
and 22.7% in animals present during the outbreak. There was a linear increase in prevalence in the post-epidemic annual
cohorts. Nine inhibition-ELISA positive samples were also positive for RVFV IgM antibodies indicating a recent infection. The
spatial distribution of seroprevalence exhibited a few hotspots. The sex difference in seroprevalence in animals born after
the previous epidemic was not significant (6.1% vs. 4.6% for females and males respectively, p = 0.158) whereas it was
significant in animals present during the outbreak (26.0% vs. 7.8% for females and males respectively, p,0.001). Animals
living .15 km from the flood plain were more likely to have antibodies than those living ,5 km (OR 1.92; 95% CI 1.04–
3.56). Species, breed, herd composition, grazing practices and altitude were not associated with seropositivity. Conclusion: These findings indicate post-epidemic transmission of RVFV in the study area. The linear increase in
seroprevalence in the post-epidemic annual cohorts implies a constant exposure and presence of active foci transmission
preceding the survey. Citation: Sumaye RD, Geubbels E, Mbeyela E, Berkvens D (2013) Inter-epidemic Transmission of Rift Valley Fever in Livestock in the Kilombero River Valley,
Tanzania: A Cross-Sectional Survey. PLoS Negl Trop Dis 7(8): e2356. doi:10.1371/journal.pntd.0002356 Editor: Brian Bird, Centers for Disease Control and Prevention, United States of America Received February 26, 2013; Accepted June 20, 2013; Published August 8, 2013 eceived February 26, 2013; Accepted June 20, 2013; Published Copyright: 2013 Sumaye et al. PLOS Neglected Tropical Diseases | www.plosntds.org August 2013 | Volume 7 | Issue 8 | e2356 Inter-epidemic Transmission of Rift Valley Fever in
Livestock in the Kilombero River Valley, Tanzania:
A Cross-Sectional Survey Robert D. Sumaye1,2,3*, Eveline Geubbels1, Edgar Mbeyela1, Dirk Berkvens3
1 Ifakara Health Institute, Ifakara, Tanzania, 2 Department of Infectious and Parasitic Diseases, Faculty of Veterinary Medicine, University of Liege, Liege, Belgium,
3 Department of Biomedical Sciences, Institute of Tropical Medicine, Antwerp, Belgium Design, sampling and data collection hydroelectric power dams along Senegal river and thereafter
established itself as endemic disease [14,15]. In the Arabian
Peninsula RVF was introduced through trading of live animals
with countries in the horn of African [16,17]. g ,
p
g
The
sero-survey was done
from May to August
2011,
approximately four years after the end of the 2006/07 RVF
outbreak in Tanzania. Blood samples were collected from three
livestock populations, namely cattle, goats and sheep from 44
villages in both districts. These villages were selected based on
their inclusion in a demographic surveillance system [35,36] and
the proximity to the Kilombero river flood plains (figure 1). In
each village four households that kept at least one of the three
species, were randomly selected from the list of livestock keepers in
that particular village. For each participating household a
maximum of 18 samples were collected (i.e. maximum 10 cattle,
maximum 4 goats and maximum 4 sheep, the actual numbers
sampled depending on the number of a particular species present). The sampling strategy was based on selecting animals of all age
groups in order to be able to characterize epidemic and inter-
epidemic transmission. The blood samples were collected in 6 ml
vacutainer tubes with clot activator, labeled and stored in a cooler
box with ice packs while in the field. After coagulation, serum was
eluted from the whole blood into a 1.8 ml cryovial tube, labeled
and stored in a car fridge until transfer to the laboratory for
laboratory analysis. Characteristics of individual animals together
with the herd history were obtained through a structured interview
with the herd owner. RVF maintenance in nature between epidemics both in the
mammalian host and vector populations has not been fully
explained [18,19]. This is partly due to the factors driving its
maintenance at fine geographical scales that are yet to be
described in detail. Such factors interact in diverse ways in
different geographical regions of Africa or beyond and may play a
crucial role in vector population dynamics and the disease
transmission [20]. In the past two decades, RVF outbreaks have been reported
twice in Tanzania, with the most recent outbreak occurring in
2006/07. Age determination Individual animal age was estimated using history taking, review
of available records on date of birth and dentition. Records were
available only from households keeping exotic dairy cattle. Dentition was used in determining age of cattle between 24 to
54 months only [37]. When the above two methods yielded no
useful results, age was estimated by probing the head of the
household, herd boys and other members of the household for the
animal’s month/season and year of birth and for female animals
also by taking into account number of births and average birth
rate for the particular species in the valley. Introduction family Bunyaviridae and in susceptible animals is manifested
clinically by high fever, and causes abortion in susceptible
pregnant animals irrespective of the gestation period and high
mortality in newborn animals [9]. In humans, RVF can be
asymptomatic, but can also cause mild illness (associated with
headache, fever, muscle and joint pains) or severe illness
(associated with hemorrhagic fever, encephalitis or ocular disease)
[10–12].The disease was first described in the early 1910s and the
aetiological agent was isolated in the 1930s in Kenya [13]. The
disease pattern in the Eastern Africa region and the horn of Africa
is driven by climatic conditions linked to the El Nin˜o/Southern
Oscillation (ENSO) phenomenon, which leads to unusual high
rainfall and floods alternated by long dry spells [2]. In other parts
of Africa, RVF emerged in relation to the construction of Rift Valley fever (RVF) is known to occur in outbreaks in cycles
of 5–15 years in the Eastern Africa region and the Horn of Africa,
following unusual high precipitations that lead to sustained
flooding [1,2]. In recent years, evidence of RVF transmission
during the inter-epidemic periods in some parts of the African
continent has increasingly been reported [3–5]. The inter-
epidemic transmissions generally pass undetected clinically, but
can be revealed where active serological surveillance is regularly
done in either livestock or human populations [4,6,7]. Rift Valley fever is a mosquito borne viral zoonosis that affects
both livestock and wild ruminants [4,5,8]. It is caused by Rift
Valley fever virus (RVFV) belonging to the genus Phlebovirus of the August 2013 | Volume 7 | Issue 8 | e2356 1 PLOS Neglected Tropical Diseases | www.plosntds.org Inter-epidemic Transmission of RVF in Livestock Inter-epidemic Transmission of RVF in Livestock Design, sampling and data collection During this outbreak, the disease occurred in 10 of the
21 regions of Tanzania mainland, including Morogoro region
where the Kilombero river valley is located, with clinical cases in
people and livestock [30–32].Given the ecology and climatic
factors that support mosquito vectors in the valley we hypothesized
a continued transmission of RVFV during the inter-epidemic
periods. The goal of our study was therefore to investigate
potential inter-epidemic period transmission of RVF in an area
experiencing seasonal floods annually. Specifically, the study
aimed 1) to establish baseline information on the exposure status to
Rift valley fever in livestock as determined by presence of
antibodies against RVFV in livestock blood samples during the
inter-epidemic period and 2) to assess the relationship between
RVF seropositivity, animal characteristics and environmental
factors. Study area Rift Valley fever (RVF) is an arthropod-borne viral disease
that affects people, livestock and wild animals. It occurs
mostly in Africa, and epidemics have been reported in the
Arabian Peninsula. RVF is transmitted to humans and
animals by mosquitoes, but people can also get the
infection through direct contact with blood or tissues of
infected animals. The disease occurs in epidemic form in a
cycle of 5–15 years, but some reports also indicate
occurrences of the disease during non-epidemic periods. We report here inter-epidemic period transmission of RVF
in livestock population, evidenced by demonstration of
RVFV antibodies in animals that were born after the 2006/
07 RVF outbreak in Tanzania and demonstration of
immunoglobulin M (IgM), a short lived class of antibodies,
following infection by RVF virus in 9 samples. We have also
identified hotspots of transmission in the study area, with
exposure being higher away from the main flood plain. There was a linear increase in percent seropositivity from 1
year olds to age 5 years, implying a possible annual
challenge. This study was conducted in the Kilombero river valley, which
spans Kilombero and Ulanga districts in Morogoro region. The
Kilombero valley is a seasonally inundated flood plain up to 52 km
wide, at high water, between the densely forested escarpment of
the Udzungwa mountains, which rise to 2576 m above sea level
(asl) on the north-western side and the grass covered Mahenge
mountains, which rise to 1516 m asl on the south-eastern side
(Figure 1). The valley receives an average annual rainfall of
1200 mm–1800 mm and temperatures range between 25uC and
32uC. The valley has a diverse ecology and demography with
villages consisting largely of numerous distinct groups of houses
located on the margins of the flood plain where rice cultivation is
the predominant economic activity. Other land use types include
hunting, fishing, forestry, pastoral livestock rearing and other crops
cultivation. There has been intense malaria transmission in the
valley with the main vectors being Anopheles gambiae complex and
Anopheles funestus [33]. Other mosquito species inhabiting the valley,
some of which are vectors of RVF virus, include Culex spp, Aedes
spp and Mansonia spp [34]. Methods Author Summary PLOS Neglected Tropical Diseases | www.plosntds.org Serological assays To determine the individual animals’ longstanding exposure
status to previous Rift Valley fever virus (RVFV), a commercial,
inhibition enzyme-linked immunosorbent assay (c-ELISA) for the PLOS Neglected Tropical Diseases | www.plosntds.org August 2013 | Volume 7 | Issue 8 | e2356 August 2013 | Volume 7 | Issue 8 | e2356 2 Inter-epidemic Transmission of RVF in Livestock Figure 1. Study area depicting spatial distribution pattern of RVF seroconversion in livestock. The graduated colors indicate output of
IDW based on actual number of seropositive animals to RVFV antibodies in all species. The round dots represent location of households from which
livestock were sampled and clustering pattern given by Z-scores (red, blue and white colorations indicating hotspot, cold spot and random pattern
respectively). The black stars indicate households where IgM positive animals were sampled. The insert is Map of Tanzania showing districts of
Kilombero and Ulanga, and location of study site within. doi:10.1371/journal.pntd.0002356.g001 Figure 1. Study area depicting spatial distribution pattern of RVF seroconversion in livestock. The graduated colors indicate output of
IDW based on actual number of seropositive animals to RVFV antibodies in all species. The round dots represent location of households from which
livestock were sampled and clustering pattern given by Z-scores (red, blue and white colorations indicating hotspot, cold spot and random pattern
respectively). The black stars indicate households where IgM positive animals were sampled. The insert is Map of Tanzania showing districts of
Kilombero and Ulanga, and location of study site within. doi:10.1371/journal.pntd.0002356.g001 detection of antibodies against RVFV in humans, domestic and
wildlife ruminants was used (Biological Diagnostic Supplies
Limited, Dreghorn, United Kingdom) [38]. Recent infection was
determined using a commercial IgM ELISA kit (Biological
Diagnostic
Supplies
Limited,
Dreghorn,
United
Kingdom)
[39].The IgM ELISA test was employed for c-ELISA positive
samples only since the c-ELISA detects both IgG and IgM
antibodies against RVFV [38]. spatially. The IDW is a deterministic interpolation model that
assigns values to locations where no measurements have been
taken to produce a surface pattern, based on how far those
locations are to the sentinel locations where measurements have
been taken. Ethics statement The blood collection procedure from livestock was performed
by a qualified veterinarian following proper physical restraint of
animals that ensured both personnel and animal safety. Livestock
owners were explained the study purpose and procedures and
upon agreeing to participate they provided a written consent prior
to study procedures and blood collection from their animals. Ethical approval for this study protocol was obtained from the
Institutional Review Board of the Ifakara Health Institute and
Medical Research Coordination Committee of the Tanzania’s
National Institute for Medical Research (permit number NIMR/
HQ/R.8a/Vol. IX/1101). Data analyses The data was analysed in STATA version 12 [Stata Corp.,
College Station, Texas, USA]. To examine the determinants for
RVF seropositivity, first a univariable analysis of individual factors
was performed by fitting a logistic regression model with wards
and villages as random effects to account for clustering. Variables
with p-value ,0.25 were selected as potential covariables in the
multivariable analysis, where a p-value #0.05 was considered
statistically significant. Forward model-building was done with
subsequent models evaluated against sparser models by means of
the Akaike information criterion (AIC). Two-way interactions
between variables included in the model were also tested. Lastly,
all factors that were dropped in the process of model building were
later tested for any confounding effect. Factors were considered a
confounder if they led to a change of $25% in the coefficient
estimates of other determinants. PLOS Neglected Tropical Diseases | www.plosntds.org Results A total of 1680 livestock serum samples were tested by RVF c-
ELISA, of which 1234 samples were from Kilombero district and
446 samples were from Ulanga district. Out of the samples tested
970, 455 and 255 were from cattle, goats and sheep respectively. Several potential animal-level risk factors were investigated; table 1
shows the univariable logistic regression model output of the risk
factors. The proportion of seropositive animals by c-ELISA was
11.3%. A seroprevalence of 5.5% was recorded among animals
that were born after the 2006/07 RVF outbreak (less than 4 years
of age), compared to 22.7% in those that were born before and
thus present during the outbreak. There was a linear increase in The spatial analysis of the seropositivity was performed using
ArcGIS software version 10 (ESRI, Redlands, USA) using hot spot
analysis and inverse distance weighted (IDW) tools. The Getis-Ord
Gi* statistic for each feature (household) was computed with the
resultant Z-score values indicating where households with either
high (hot spot), median (random) or low (cold spot) values cluster August 2013 | Volume 7 | Issue 8 | e2356 PLOS Neglected Tropical Diseases | www.plosntds.org August 2013 | Volume 7 | Issue 8 | e2356 3 Inter-epidemic Transmission of RVF in Livestock Table 1. Potential animal level risk factors associated with RVF sero-positivity for cattle, goats and sheep in the Kilombero Valley,
Tanzania based on a univariable random effect logistic regression model. Variable
Level
%Positive (n)
OR
95% CI
Species
Cattle
11.03 (970)
1
Goat
11.86 (455)
1.06
0.74–1.52
Sheep
11.37 (255)
1.07
0.68–1.69
Sex
Female
14.16 (1144)
1
Male
5.22 (536)
0.30
0.19–0.46
Breed
Exotic
9.54 (220)
1
Local
11.61 (1420)
1.23
0.70–2.15
Mixed
10.00 (40)
0.95
0.28–3.14
District
Kilombero
10.69 (1234)
1
Ulanga
13.00 (446)
1.17
0.68–2.03
Present during RVF outbreak
No
5.55 (1116)
1
Yes
22.69 (564)
5.29
3.79–7.38
Herd composition
One species
10.27 (360)
1
Two species
10.30 (359)
1.08
0.64–1.83
Three species
12.07 (961)
1.24
0.80–1.92
Distance to the edge of floods (km)
,5 km
10.74 (1117)
1
5–10 km
14.01 (157)
1.27
0.72–2.21
10–15 km
7.94 (214)
0.75
0.41–1.37
.15 km
16.14 (192)
1.62
0.91–2.86
Feeding practices
Mixed
4.76 (21)
1
Grazing
11.30 (1592)
2.29
0.29–18.18
Cut & carry
13.43 (67)
2.80
0.31–25.06
Altitude (m)
Continuous
n/a
1.007
0.99–1.01
OR
Odd
ti
CI
C
fid
i t
l Table 1. Results Potential animal level risk factors associated with RVF sero-positivity for cattle, goats and sheep in the Kilombero Valley,
Tanzania based on a univariable random effect logistic regression model. Table 1. Potential animal level risk factors associated with RVF sero-positivity for cattle, goats and sheep in the Kilombero Valley,
Tanzania based on a univariable random effect logistic regression model. Figure 2. Seropositivity to Rift Valley fever virus in cattle, sheep and goats pooled by age. The error bars indicate 95% confidence
intervals of the percentage. doi:10.1371/journal.pntd.0002356.g002
Table 1. Potential animal level risk factors associated with RVF sero-positivity for cattle, goats and sheep in the Kilombero Valley,
Tanzania based on a univariable random effect logistic regression model. Variable
Level
%Positive (n)
OR
95% CI
Species
Cattle
11.03 (970)
1
Goat
11.86 (455)
1.06
0.74–1.52
Sheep
11.37 (255)
1.07
0.68–1.69
Sex
Female
14.16 (1144)
1
Male
5.22 (536)
0.30
0.19–0.46
Breed
Exotic
9.54 (220)
1
Local
11.61 (1420)
1.23
0.70–2.15
Mixed
10.00 (40)
0.95
0.28–3.14
District
Kilombero
10.69 (1234)
1
Ulanga
13.00 (446)
1.17
0.68–2.03
Present during RVF outbreak
No
5.55 (1116)
1
Yes
22.69 (564)
5.29
3.79–7.38
Herd composition
One species
10.27 (360)
1
Two species
10.30 (359)
1.08
0.64–1.83
Three species
12.07 (961)
1.24
0.80–1.92
Distance to the edge of floods (km)
,5 km
10.74 (1117)
1
5–10 km
14.01 (157)
1.27
0.72–2.21
10–15 km
7.94 (214)
0.75
0.41–1.37
.15 km
16.14 (192)
1.62
0.91–2.86
Feeding practices
Mixed
4.76 (21)
1
Grazing
11.30 (1592)
2.29
0.29–18.18
Cut & carry
13.43 (67)
2.80
0.31–25.06
Altitude (m)
Continuous
n/a
1.007
0.99–1.01
OR = Odds ratio; CI = Confidence interval. doi:10.1371/journal.pntd.0002356.t001
PLOS Neglected Tropical Diseases | www plosntds org
4
August 2013 | Volume 7 | Issue 8 | e2356 Figure 2. Seropositivity to Rift Valley fever virus in cattle, sheep and goats pooled by age. The error bars indicate 95% confidenc
intervals of the percentage. doi:10.1371/journal.pntd.0002356.g002
Tanzania based on a univariable random effect logistic regression model. Inter-epidemic Transmission of RVF in Livestock There was no significant difference in
seropositivity between the different species. The sex difference in
seroprevalence in animals born after the previous epidemic was
not significant (6.1% vs. 4.6% for females and males respectively,
p = 0.158) whereas there was a significant sex difference in
seroprevalence in animals that were present during the outbreak
(26.0% vs. 7.8% for females and males respectively, p,0.001) and
overall (table S1). proportion sero-conversion up to age 5, Figure 2. The samples
included less than one year olds in which the youngest positive
individual was 7 months old at which age the maternally acquired
immunity has waned out. There was no significant difference in
seropositivity between the different species. The sex difference in
seroprevalence in animals born after the previous epidemic was
not significant (6.1% vs. 4.6% for females and males respectively,
p = 0.158) whereas there was a significant sex difference in
seroprevalence in animals that were present during the outbreak
(26.0% vs. 7.8% for females and males respectively, p,0.001) and
overall (table S1). The contact between infected vectors and naı¨ve mammalian
hosts is the main determinant of arboviral disease transmission
[55]. Mosquito vector population dynamics are driven by
environment and ecology, which provide essential life resources. The trend observed in this study of increased seroprevalence away
from the main flood plain and in high altitude is contrary to
findings in other studies [6,46]. This could be an indication of
other factors playing a role including localized floods unrelated to
the main flood area, but also proximity to dense vegetation
(forested environments) that could harbor a variety of mosquito
vectors [6], as the main forested areas are further away from the
flood plain. Another explanation could be movement of previously
exposed animals from one locality to another within the area
through
animal
trade
among
livestock
keepers,
dowry
or
establishment of new households. In such circumstances, naı¨ve
animals can be transferred to an infected area or infected animals
can be introducing the disease into a naı¨ve location. In this way
vector populations which are abundant and of diverse species
within the valley [34] are exposed and maintenance mechanisms
established where conditions are favorable. The observed separate
hotspots further point to fine scale factors playing major role in
transmission dynamics. Inter-epidemic Transmission of RVF in Livestock On the other hand the only cold spot is
located around Ifakara town, a semi urban environment in which
livestock keeping is characterized by small herds, sedentary and
mixed feeding practices as compared to relatively large herds with
extensive system in the villages. The urban environment might be
unfavorable to the main vector species but also due to limited daily
livestock movements there is little interaction between neighbour-
ing herds thus possibility of infection to limit itself to isolated herds
in the event of disease outbreak. Nine out of c-ELISA positive samples were positive for RVFV
IgM antibodies indicating a recent infection. The IgM positive
samples originated from 7 villages out of the 44 sampled. The
spatial distribution of sero-conversion in the study area exhibited
no particular pattern but rather a few hotspots (Figure 1). Each
district had an almost equal share of the disease, and this was true
for the wards. Very few villages had zero seroprevalence. There
was a significant relationship between proportion seropositivity
and being .15 km from the flood plains as compared to ,5 km
(Table 2). PLOS Neglected Tropical Diseases | www.plosntds.org Inter-epidemic Transmission of RVF in Livestock Inter-epidemic Transmission of RVF in Livestock Table 2. Animal level risk factors associated with RVF sero-
positivity for cattle, goats and sheep in the Kilombero valley in
multivariable analysis. Variable
Levels
OR
95% CI
Sex
Female
1
Male
0.41
0.26–0.63
Present during RVF outbreak
No
1
Yes
4.67
3.33–6.55
Distance to the edges of floods (km)
,5 km
1
5–10 km
1.28
0.72–2.29
10–15 km
0.89
0.48–1.65
.15 km
1.92
1.04–3.56
OR = Odds ratio; CI = Confidence interval. doi:10.1371/journal.pntd.0002356.t002 sero-surveys in Madagascar, Nigeria and Senegal [47,48,50]. One
of the few other studies reporting sex differences in RVF
prevalence in livestock, a study in a slaughter house in Chad also
found higher prevalence in female animals [51]. In contrast to our
observation, a serosurvey in Madagascar reported higher preva-
lence in male animals [50]. Our observation might be as a result of
female animals staying longer in a herd due to their role in
reproduction and consequently most of sampled female animals
were relatively older than their male counterparts. The different
timing of our survey and the Madagascar survey, i.e. 4 years versus
3 months post-outbreak, might explain the different result on risk
associated with sex in livestock populations. Despite the sero-conversions observed in animals born after the
2006/07 outbreak, there have been no reports of epidemic or
clinical disease in the area during the study period. This might be
as a result of high herd immunity following the RVF outbreak as
demonstrated by high prevalence in animals that were present
during the previous epidemic in the study area. In such scenario
high proportion of offspring born to immune dams would acquire
maternal antibodies thus protected during vulnerable young age
whereas old animals of local breeds are naturally less susceptible to
clinical disease [52,53]. Another explanation could be a circulation
of non-virulent strain of RVFV [54] during inter-epidemic period
in the area as it has been hypothesized in other reports of sero-
conversion with no previous epidemic or clinical disease reports
[46]. The sporadic cases of RVF could easily be confused with
other livestock diseases which present similar clinical features of
fever, including sporadic abortions and thus overlooked and under
reported [53]. proportion sero-conversion up to age 5, Figure 2. The samples
included less than one year olds in which the youngest positive
individual was 7 months old at which age the maternally acquired
immunity has waned out. Results Variable
Level
%Positive (n)
OR
95% CI
Species
Cattle
11.03 (970)
1
Goat
11.86 (455)
1.06
0.74–1.52
Sheep
11.37 (255)
1.07
0.68–1.69
Sex
Female
14.16 (1144)
1
Male
5.22 (536)
0.30
0.19–0.46
Breed
Exotic
9.54 (220)
1
Local
11.61 (1420)
1.23
0.70–2.15
Mixed
10.00 (40)
0.95
0.28–3.14
District
Kilombero
10.69 (1234)
1
Ulanga
13.00 (446)
1.17
0.68–2.03
Present during RVF outbreak
No
5.55 (1116)
1
Yes
22.69 (564)
5.29
3.79–7.38
Herd composition
One species
10.27 (360)
1
Two species
10.30 (359)
1.08
0.64–1.83
Three species
12.07 (961)
1.24
0.80–1.92
Distance to the edge of floods (km)
,5 km
10.74 (1117)
1
5–10 km
14.01 (157)
1.27
0.72–2.21
10–15 km
7.94 (214)
0.75
0.41–1.37
.15 km
16.14 (192)
1.62
0.91–2.86
Feeding practices
Mixed
4.76 (21)
1
Grazing
11.30 (1592)
2.29
0.29–18.18
Cut & carry
13.43 (67)
2.80
0.31–25.06
Altitude (m)
Continuous
n/a
1.007
0.99–1.01
OR = Odds ratio; CI = Confidence interval. doi:10.1371/journal.pntd.0002356.t001
PLOS Neglected Tropical Diseases | www plosntds org
4
August 2013 | Volume 7 | Issue 8 | e235 Figure 2. Seropositivity to Rift Valley fever virus in cattle, sheep and goats pooled by age. The error bars indicate 95% confidenc
intervals of the percentage. OR = Odds ratio; CI = Confidence interval. doi:10.1371/journal.pntd.0002356.t001 Figure 2. Seropositivity to Rift Valley fever virus in cattle, sheep and goats pooled by age. The error bars indicate 95% confidence
intervals of the percentage. doi:10.1371/journal.pntd.0002356.g002 August 2013 | Volume 7 | Issue 8 | e2356 PLOS Neglected Tropical Diseases | www.plosntds.org PLOS Neglected Tropical Diseases | www.plosntds.org 4 References The Journal of
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ogy, vectors, diagnostics and prevention. Veterinary research 41: 61. 11. Al-Hazmi M, Ayoola EA, Abdurahman M, Banzal S, Ashraf J, et al. (2003)
Epidemic Rift Valley fever in Saudi Arabia: a clinical study of severe illness in
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Prevalence of anti-Rift-Valley-fever IgM antibody in abattoir workers in the Nile
delta during the 1993 outbreak in Egypt. Bull World Health Organ 74: 155. 12. Madani TA, Al-Mazrou YY, Al-Jeffri MH, Mishkhas AA, Al-Rabeah AM, et al. (2003) Rift Valley fever epidemic in Saudi Arabia: epidemiological, clinical, and
laboratory characteristics. Clin Infect Dis 37: 1084–1092. during the 1993 outbreak in Egypt. Bull World Health Organ 74: 1 30. References 1. Davies FG, Linthicum KJ, James AD (1985) Rainfall and epizootic Rift Valley
fever. Bull World Health Organ 63: 941–943. 1. Davies FG, Linthicum KJ, James AD (1985) Rainfall and epizootic Rift Valley
fever. Bull World Health Organ 63: 941–943. based survey method to overcome the lack of sampling frame. Vet Microbiol
121: 249–256. 18. Hay SI, Myers MF, Burke DS, Vaughn DW, Endy T, et al. (2000) Etiology of
interepidemic periods of mosquito-borne disease. Proc Natl Acad Sci USA 97:
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Prediction of a Rift Valley fever outbreak. Proc Natl Acad Sci USA 106: 955–
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959. 3. LaBeaud AD, Muchiri EM, Ndzovu M, Mwanje MT, Muiruri S, et al. (2008)
Interepidemic Rift Valley fever virus seropositivity, Northeastern Kenya. Emerg
Infect Dis 14: 1240. 19. Gora D, Yaya T, Jocelyn T, Didier F, Maoulouth D, et al. (2000) The potential
role of rodents in the enzootic cycle of Rift Valley fever virus in Senegal. Microbes Infect 2: 343–346. 4. LaBeaud AD, Cross PC, Getz WM, Glinka A, King CH (2011) Rift Valley fever
virus infection in African buffalo (Syncerus caffer) herds in rural South Africa:
evidence of interepidemic transmission. Am J Trop Med Hyg 84: 641–646. 20. WHO (2009) Rift Valley fever outbreaks forecasting models. Rome, Italy. WHO/HSE/GAR/BDP/2009.2 WHO/HSE/GAR/BDP/2009.2. 25 p. 21. Archer BN, Weyer J, Paweska J, Nkosi D, Leman P, et al. (2011) Outbreak of
Rift Valley fever affecting veterinarians and farmers in South Africa, 2008. S Afr
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antibodies against Rift Valley fever virus in Kenyan wildlife. Epidemiol Infect
136: 1261–1269. 22. Kitchen SF (1934) Laboratory infections with the virus of Rift Valley fever. Am J Trop Med Hyg 1: 547–564. 6. Heinrich N, Saathoff E, Weller N, Clowes P, Kroidl I, et al. (2012) High
Seroprevalence of Rift Valley Fever and Evidence for Endemic Circulation in
Mbeya Region, Tanzania, in a Cross-Sectional Study. PLoS Negl Trop Dis 6:
e1557. 23. Smithburn KC, Mahaffy AF, Haddow AJ, Kitchen SF, Smith JF (1949) Rift
Valley Fever: Accidental Infections Among Laboratory Workers. Acknowledgments We would like to extend our sincere gratitude to district authorities of
Kilombero and Ulanga, agriculture/livestock extension officers and village
leaders for their support in the course of conducting this study. We are also
indebted to livestock keepers from respective villages who willingly agreed
to participate in this study and also by providing assistance in many ways
thus making the smooth running of activities. We also thank the
anonymous reviewers for their important critiques on this manuscript. Discussion The findings from this serosurvey indicate post-epidemic and
recent transmission of RVFV in livestock populations in the
Kilombero valley. The demonstration of RVFV antibodies in
animals as young as one year old, and the observed linear increase
in the proportion of sero-converted animals from the age of 1 year
to 5 years implies a constant exposure to infectious mosquito bites. The IgM antibodies detected in some animals illustrate presence of
active foci of recent transmission preceding the serosurvey as the
median duration of IgM antibodies to RVFV is two months [39–
41]. These observations add to the increasing body of serological
[3,4,42,43] and virological [44,45] evidence pertaining to RVFV
transmission during the inter-epidemic periods in parts of Africa. Inter-epidemic transmission can be detected where active disease
surveillance is in place in the livestock and/or human populations,
as most of the inter-epidemic infections either are subclinical or
mistaken for other diseases in the absence of public awareness of
RVF presence [6,46,47]. Given the possible active transmission observed in this study
within Kilombero valley and the moving out of livestock from the
valley as a result of environmental degradation of wetland due to
overstocking and overgrazing, there are chances for incubating or
sick animals to introduce the disease into new areas. This might be The high prevalence observed in animals that were present
during the outbreak is not surprising as during epidemics there is
high exposure to RVFV with resulting high herd immunity
[48,49]. Such increased prevalence with age was also reported in August 2013 | Volume 7 | Issue 8 | e2356 PLOS Neglected Tropical Diseases | www.plosntds.org August 2013 | Volume 7 | Issue 8 | e2356 5 Inter-epidemic Transmission of RVF in Livestock river valley. The linear increase in prevalence of RVFV antibodies
in the post-epidemic annual cohorts implies a constant exposure
and presence of active foci of recent transmission preceding the
survey. enhanced by the quick means of transportation employed and
possibilities for animals to harbour the RVFV for up to three
weeks [52,56]. In view of that, follow up of these moved herds and
their new environment through serological and vector population
monitoring will help to inform various stakeholders of the
currently unidentified consequences, as livestock movement have
been implicated to spread RVF in previously free areas [16,57]. Supporting Information Table S1
Comparison of RVF prevalence across species, sex
and presence during the 2006/07 RVF epidemic. (DOC) The interaction of livestock keepers with their animals is intense
and includes milking, taking care of sick animals, grazing, using as
draft animals, slaughtering and butchering and even children
playing with animals. Future work should establish to what degree
this inter-epidemic zoonotic circulation of RVFV leads to human
infection as well. If considerable transmission to humans exists,
health care providers within the Kilombero valley should consider
RVF in their differential diagnosis in all fever cases presented in
their facilities as RVF in humans may present with similar clinical
signs to malaria, which is thought to be the main cause of fever in
the valley [58]. We think this should be of priority in particular
when dealing with patients from agro-pastoralist communities,
especially when the malaria test is negative. Conclusion Conceived and designed the experiments: RDS EG DB. Performed the
experiments: RDS EM. Analyzed the data: RDS EG DB. Wrote the paper:
RDS EG DB. Conceived and designed the experiments: RDS EG DB. Performed the
experiments: RDS EM. Analyzed the data: RDS EG DB. Wrote the paper:
RDS EG DB. The findings from this study indicate post-epidemic and recent
transmission of RVFV in livestock populations in the Kilombero Inter-epidemic Transmission of RVF in Livestock Inter-epidemic Transmission of RVF in Livestock Inter-epidemic Transmission of RVF in Livestock control of endophagic filariasis, arbovirus and malaria vectors. PLoS Negl Trop
Dis 4: e773. 46. Pourrut X, Nkoghe D, Souris M, Paupy C, Paweska J, et al. (2010) Rift Valley
fever virus seroprevalence in human rural populations of Gabon. PLoS Negl
Trop Dis 4: e763. 35. Armstrong-Schellenberg J, Mukasa O, Abdulla S, Marchant T, Lengeler C, et
al. (2002) Chapter 11. Ifakara DSS, Tanzania. Population and Health in
Developing Countries: Volume 1 Population, Health, and Survival in
INDEPTH Sites. Ottawa: International Development Research Centre. pp. 159–164. p
47. Olaleye OD, Tomori O, Schmitz H (1996) Rift Valley fever in Nigeria:
infections in domestic animals. Rev Sci Tech 15: 937. 48. Thiongane Y, Gonzales JP, Fati A, Akakpo JA (1991) Changes in Rift Valley
fever neutralizing antibody prevalence among small domestic ruminants
following the 1987 outbreak in the Senegal River basin. Res Virol 142: 67–
70. 36. Narh-Bana SA, Chirwa TF, Mwanyangala MA, Nathan R (2012) Adult deaths
and the future: a cause-specific analysis of adult deaths from a longitudinal study
in rural Tanzania 2003–2007. Trop Med Int Health 17: 1396–1404. 49. Munyua P, Murithi RM, Wainwright S, Githinji J, Hightower A, et al. (2010)
Rift Valley Fever outbreak in livestock in Kenya, 2006–2007. Am J Trop Med
Hyg 83: 58–64. p
37. ILCA (1990) Livestock systems research manual. Addis Ababa, Ethiopia
(International Livestock Centre for Africa). 287pp p. p
37. ILCA (1990) Livestock systems research manual. Add (International Livestock Centre for Africa). 287pp p. 38. Paweska JT, Mortimer E, Leman PA, Swanepoel R (2005) An inhibition enzyme-
linked immunosorbent assay for the detection of antibody to Rift Valley fever virus
in humans, domestic and wild ruminants. J Virol Methods 127: 10–18. 50. Jeanmaire EM, Rabenarivahiny R, Biarmann M, Rabibisoa L, Ravaomanana F,
et al. (2011) Prevalence of Rift Valley fever infection in ruminants in Madagascar
after the 2008 outbreak. Vector Borne Zoonotic Dis 11: 395–402. 39. Paweska JT, Burt FJ, Anthony F, Smith SJ, Grobbelaar AA, et al. (2003) IgG-
sandwich and IgM-capture enzyme-linked immunosorbent assay for the
detection of antibody to Rift Valley fever virus in domestic ruminants. J Virol
Methods 113: 103–112. 51. Ringot D, Durand JP, Tolou H, Boutin JP, Davoust B (2004) Rift Valley fever in
Chad. Emerg Infect Dis 10: 945–947. 52. Swanepoel R, Paweska JT (2011) Rift valley fever. References Mohamed M, Mosha F, Mghamba J, Zaki SR, Shieh WJ, et al. (2010)
Epidemiologic and clinical aspects of a Rift Valley fever outbreak in humans in
Tanzania, 2007. Am J Trop Med Hyg 83: 22–27. 13. Daubney R, Hudson JR (1931) Enzootic hepatitis or Rift Valley fever: an
undescribed virus disease of sheep, cattle and man from East Africa. Journal of
Pathology 34: 545–579. 31. WHO (2007) Rift Valley Fever in Kenya, Somalia and the United Republic of
Tanzania: Distribution Map. gy
14. Chevalier V, Thiongane Y, Lancelot R (2009) Endemic transmission of Rift
Valley fever in Senegal. Transbound Emerg Dis 56: 372–374. 32. WHO (2007) Outbreaks of Rift Valley fever in Kenya, Somalia and United
Republic of Tanzania, December 2006–April 2007. Wkly Epidemiol Rec 82:
169–178. 15. Zeller HG, Fontenille D, Traore-Lamizana M, Thiongane Y, Digoutte J-P
(1997) Enzootic Activity of Rift Valley Fever Virus in Senegal. Am J Trop Med
Hyg 56: 265–272. 33. Killeen GF, Tami A, Kihonda J, Okumu FO, Kotas ME, et al. (2007) Cost-
sharing strategies combining targeted public subsidies with private-sector
delivery achieve high bednet coverage and reduced malaria transmission in
Kilombero Valley, southern Tanzania. BMC Infect Dis 7: 121. 16. Balkhy HH, Memish ZA (2003) Rift Valley fever: an uninvited zoonosis in the
Arabian peninsula. Int J Antimicrob Agents 21: 153–157. Kilombero Valley, southern Tanzania. BMC Infect Dis 7: 121. Arabian peninsula. Int J Antimicrob Agents 21: 153–157. 34. Ogoma SB, Lweitoijera DW, Ngonyani H, Furer B, Russell TL, et al. (2010)
Screening mosquito house entry points as a potential method for integrated 17. Soumare B, Tempia S, Cagnolati V, Mohamoud A, Van Huylenbroeck G, et al. (2007) Screening for Rift Valley fever infection in northern Somalia: A GIS PLOS Neglected Tropical Diseases | www.plosntds.org August 2013 | Volume 7 | Issue 8 | e2356 6 PLOS Neglected Tropical Diseases | www.plosntds.org Inter-epidemic Transmission of RVF in Livestock Oxford Textbook of
Zoonoses: Biology, Clinical Practice, and Public Health Control. pp. 423. 40. Geering WA, Davies FG, Martin V (2002) Preparation of Rift Valley fever
contingency plans. FAO Animal Health Manual No. 15. 7–18 p. 53. Davies FG, Martin V (2006) Recognizing Rift Valley fever. Vet Ital 42: 31–53. 54. Muller R, Saluzzo J-F, Lopez N, Dreier T, Turell M, et al. (1995)
Characterization of clone 13, a naturally attenuated avirulent isolate of Rift
Valley fever virus, which is altered in the small segment. Am J Trop Med Hyg
53: 405. 41. Morvan J, Rollin PE, Laventure S, Roux J (1992) Duration of immunoglobulin
M antibodies against Rift Valley fever virus in cattle after natural infection. Trans R Soc Trop Med Hyg 86: 675–675. p
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42. Chevalier V, Rakotondrafara T, Jourdan M, Heraud JM, Andriamanivo HR, et
al. (2011) An Unexpected Recurrent Transmission of Rift Valley Fever Virus in
Cattle in a Temperate and Mountainous Area of Madagascar. PLoS Negl Trop
Dis 5: e1423. 55. Weaver SC, Barrett ADT (2004) Transmission cycles, host range, evolution and
emergence of arboviral disease. Nat Rev Microbiol 2: 789–801. 56. Nfon CK, Marszal P, Zhang S, Weingartl HM (2012) Innate immune response
to Rift Valley fever virus in goats. PLoS Negl Trop Dis 6: e1623. 43. Hussein NA, Snacken M, Moorhouse PDS, Moussa MI (1985) A serological
study of Rift Valley fever in Zambia. Rev Sci Tech 4:325–330. 57. Hoogstraal H, Meegan JM, Khalil GM, Adham FK (1979) The Rift Valley fever
epizootic in Egypt 1977–1978 2. Ecological and entomological studies. Trans R Soc Trop Med Hyg 73: 624–629. 44. Swanepoel R (1981) Observations on Rift Valley fever in Zimbabwe. Contrib
Epidemiol Biostat 3: 83–91. 58. Hetzel M, Alba S, Fankhauser M, Mayumana I, Lengeler C, et al. (2008)
Malaria risk and access to prevention and treatment in the paddies of the
Kilombero Valley, Tanzania. Malar J 7: 7. 45. Linthicum KJ, Davies FG, Kairo A, Bailey CL (1985) Rift Valley fever virus
(family Bunyaviridae, genus Phlebovirus). Isolations from Diptera collected
during an inter-epizootic period in Kenya. J Hyg (Lond) 95: 197–209. August 2013 | Volume 7 | Issue 8 | e2356 PLOS Neglected Tropical Diseases | www.plosntds.org 7 7
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Effectiveness of the Asset Price Channel as a Monetary Policy Transmission Mechanism in Malawi: Evidence from Time Series Data
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ABSTRACT This paper first, investigates the responsiveness of stock prices to changes in interest rates in Malawi, a low-income country in sub-Saharan Africa. Secondly, determines whether Gross Domestic Product of such economies respond significantly to changes in stock prices. Time series data from
January 2001 to December 2019 are utilised. Unit root tests indicate that each variable is integrated of order one and the Johansen test for cointegration
reveal that the variables are cointegrated, with one cointegrating equation. Therefore, a vector error correction model has been adopted to investigate
the short and long-run dynamic relationship among the variables. Results of Granger causality tests and impulse response analysis indicate that stock
prices do respond to changes in interest rates. Moreover, Gross Domestic Product also responds to changes in stock prices. Thus, contrary to previous
studies, this paper finds that an asset price channel operating through stock prices exists in Malawi. More specifically, this study finds that variations in
interest rates cause significant changes in stock prices which in turn cause changes in Gross Domestic Product. Among others, the study recommends
that the monetary authorities should raise public awareness on investment opportunities available in stock markets. Keywords: Econometric Modelling, Informal Economies, Monetary Policy, Time Series Models
JEL Classifications: C32, C50, E26, E52 Keywords: Econometric Modelling, Informal Economies, Monetary Policy, Time Series Models
JEL Classifications: C32, C50, E26, E52 International Journal of Economics and Financial Issues, 2022, 12(5), 160-168. 1. INTRODUCTION This study assesses the effectiveness of the financial asset prices
as a channel of monetary policy transmission in low-income
countries. It uses data on stock prices, interest rates and Gross
Domestic Product (GDP) per capita from Malawi, a low-income
country in sub-Saharan Africa (SSA) with a GNI per capita of
about US$360 (World Bank, 2018). This study assesses the effectiveness of the financial asset prices
as a channel of monetary policy transmission in low-income
countries. It uses data on stock prices, interest rates and Gross
Domestic Product (GDP) per capita from Malawi, a low-income
country in sub-Saharan Africa (SSA) with a GNI per capita of
about US$360 (World Bank, 2018). Monetary policy is formulated to influence the trajectory of economies
towards a more desirable state. For example, when economic output
is declining or when unemployment is rising, authorities may lower
interest rates or expand the money supply with an aim of encouraging
consumption and investment (Blanchard, 2017). Although scholars
have long been studying transmission mechanisms of monetary
policy (Bernanke and Gertler, 1995; Ireland, 2010), the interest
continues to grow even in recent times (Cesa-Bianchi et al., 2020)
especially given the influence it has in changing the structure of the
economy (European Central Bank, 2010). An understanding of monetary policy transmission mechanisms
enables authorities to determine both the required level and the
proper timing of policy interventions (European Central Bank,
2010). In itself, the determination of which channels operate
within an economy can be a black box (Bernanke and Gertler, This Journal is licensed under a Creative Commons Attribution 4.0 International License 160 Betchani H. M. Tchereni1*, Ahmed Makawa2, Fredrick Banda3 1Department of Management Studies, Faculty of Commerce, University of Malawi, the Polytechnic, Private Bag 303, Chichiri,
Blantyre 3, Malawi, 2Department of Management Studies, University of Malawi-The Polytechnic, Private Bag 303, Chichiri,
Blantyre 3, Malawi, 3Department of Business Administration, University of Malawi, the Polytechnic, Private Bag 303, Chichiri,
Blantyre 3, Malawi. *Email: btchereni@poly.ac.mw Accepted: 29 August 2022 DOI: https://doi.org/10.32479/ijefi.13405 Received: 16 June 2022 Received: 16 June 2022 International Journal of Economics and Financial
Issues
ISSN: 2146-4138
available at http: www.econjournals.com
International Journal of Economics and Financial Issues, 2022, 12(5), 160-168. International Journal of Economics and Financial
Issues
ISSN: 2146-4138
available at http: www.econjournals.com
International Journal of Economics and Financial Issues, 2022, 12(5), 160-168. International Journal of Economics and Financial Issues | Vol 12 • Issue 5 • 2022 ess of the Asset Price Channel as a Monetary Policy Transmission Mechanism in Malawi: Evidence from Time Series Data Tchereni, et al.: Effectiveness of the Asset Price Channel as a Monetary Policy Transmission Mechanism in Malawi: Evide 1995). Low-income countries face additional challenges in their
determination of channels of monetary policy transmission due
to their underdeveloped institutional frameworks. As observed by
Mishra et al. (2012), this results in weak or non-existent interest
rate and asset price-based channels. stock prices rise. When stock prices rise, q increases because the
market value of a firm is the product of average share price and
the number of issued shares. Firms can therefore raise more funds
by issuing a small number of additional shares. When faced with
the need to decide whether to make new investment spending or
use existing equipment by taking over existing firms, companies
find it cheaper to issue stock and get a high price relative to the
cost of the facilities and equipment they are buying. This means
investment spending will rise as firms will be able to buy new
equipment with an issue of a few stocks. This leads to an increase
in national income. Studies have either explicitly dismissed the idea of an asset price
channel, while others have not incorporated asset prices such
as stock prices when investigating transmission mechanisms
of monetary policy. For example, citing a study by Phiri (2002)
who proposed that stock prices may act as a possible conduit of
monetary policy transmission in Malawi, Ngalawa and Viegi
(2011) observed that the stock exchange was immature to operate
as a possible channel of monetary policy and therefore did not
empirically test it using stock price data. A similar approach was
echoed by Mwabutwa et al. (2013) whose study on the evolution
of monetary policy transmission mechanisms in Malawi did not
include stock prices. On the other hand, if share prices decline, the cost of buying
replacement assets is high relative to the market value of firms. When faced with a need for additional assets, companies find it
cheaper to just buy another firm and obtain its assets instead of
purchasing new assets. As a result, no new assets are purchased
by firms and investment falls. International Journal of Economics and Financial Issues | Vol 12 • Issue 5 • 2022 It is easy to dismiss entirely the potential role that can be played by
stock prices in the transmission of monetary policy in low-income
countries on the basis of the immaturity of their stock markets. The
motivation to take a closer look at stock prices in Malawi is due, in
part, to the fact that there has been a dramatic rise in the volume of
trade conducted at the Malawi Stock Exchange since its inception
at the end of the 20th century. For example, during the first quarter
of 2003, the market recorded a total of 22,307,347 shares (Malawi
Stock Exchange, 2003). By the third quarter of 2019, the number of
traded shares had risen to 209,366,267 (Malawi Stock Exchange,
2019) representing an average steady increase of 15% per annum. With such an increase in the popularity of trade at the Malawi
Stock Exchange, it is imperative to know whether stock prices can
now act as a viable channel of monetary policy transmission. This
study is adding on to the existing literature on monetary policy
transmission mechanisms of low-income economies. In addition to Tobin’s Q Theory, the Wealth Effect provides a
theoretical explanation of the asset price channel of monetary
policy transmission. It is based on the Life Cycle Hypothesis (Ando
and Modigliani, 1963) which states that consumption spending is
a function of the lifetime resources owned by individuals and not
just their current income. Therefore, consumers are more likely to
increase their consumption if their wealth increases, and reduce
their consumption spending if their wealth declines. Thus, during expansionary monetary policy, stock prices increase. Individual investors will now value their wealth as being higher
than before. According to Modigliani’s Life Cycle Hypothesis, the
perceived increase in wealth leads to an increase in consumption. Ultimately, this leads to an increase in national income. In essence, this study utilises data collected from Malawi to check
the applicability of Tobin’s Q Theory and the Wealth Effect in the
context of a low-income economy. This study therefore aimed to assess the responsiveness of stocks to
changes in interest rates or money supply and to determine whether
GDP responds to changes in stock prices in Malawi. The rest of
the paper is organized as follows. Section 2 is literature review
followed by methodology in section 3Results and conclusions of
the study are presented in Section 4 and 5 respectively. International Journal of Economics and Financial Issues | Vol 12 • Issue 5 • 2022 Figure 1 highlights the relationship between stock prices and a
monetary policy variable (interest rates) on one hand, and that
of stock prices and real macroeconomic variable (y) on the other
hand. 2.1. Theoretical and Conceptual Framework The investigation of monetary policy transmission mechanisms
using the Vector Autoregressive model (VAR) or Vector Error
Correction Model (VECM) techniques has intensified since the
publication of the pioneering work by Sims (1980). Researchers
throughout the world have attempted to analyse monetary policy
transmission mechanisms by applying this method. The theoretical basis of the asset price channel operating through
stock prices was laid down in Tobin’s Q Theory proposed by
Kaldor (1966) as a ratio of the market value of a firm to the cost
of replacement of its assets. =
MarketValueof Firm
q
ReplacementCost of its Assets
(1) =
MarketValueof Firm
q
ReplacementCost of its Assets
(1) (1) Although Mishkin (2017) identified the traditional transmission
mechanisms of monetary policy such as the interest rate and
exchange rate channels, novel transmission mechanisms
continue to be explored (see for example the deposits channel by
Drechsler et al. (2017) as well as the risk-taking channel by Delis
et al. (2017)). Moreover, due to the importance attached to the Although Mishkin (2017) identified the traditional transmission
mechanisms of monetary policy such as the interest rate and
exchange rate channels, novel transmission mechanisms
continue to be explored (see for example the deposits channel by
Drechsler et al. (2017) as well as the risk-taking channel by Delis
et al. (2017)). Moreover, due to the importance attached to the Essentially, this states that lowering interest rates (an act of
expansionary monetary policy) make investors prefer stocks
(equity) relative to bonds whose relative yields decline. As a result, Essentially, this states that lowering interest rates (an act of
expansionary monetary policy) make investors prefer stocks
(equity) relative to bonds whose relative yields decline. As a result, 161 International Journal of Economics and Financial Issues | Vol 12 • Issue 5 • 2022 veness of the Asset Price Channel as a Monetary Policy Transmission Mechanism in Malawi: Evidence from Time Series Da Tchereni, et al.: Effectiveness of the Asset Price Channel as a Monetary Policy Transmission Mechanism in Malawi: Evide Figure 1: Theoretical relationship between interest rates, stock prices and income Figure 1: Theoretical relationship between interest rates, stock prices and income did not find evidence of the asset price channel but instead suggest
the existence of an exchange rate channel. did not find evidence of the asset price channel but instead suggest
the existence of an exchange rate channel. understanding of monetary policy transmission mechanisms by
central bankers (European Central Bank, 2010), several studies
have investigated transmission mechanisms of monetary policy
in different low-income economies such as Sierra Leone (Lavally
and Nyambe, 2019) and Tanzania (Alexianu, 2020), as well as in
medium-income economies such as Vietnam (Nguyen et al., 2019)
and Ethiopia (Nuru, 2019). In Malawi, the study by Ngalawa and
Viegi (2011) and Mwabutwa et al. (2013) are among the major
works on transmission mechanisms of monetary policy. The fact that many studies of transmission mechanisms of monetary
policy do not specifically test for the existence of the asset price
channel can be explained by the widely held view that low-income
countries have a weak financial institutional framework (Bolnick,
1991; Mishra et al., 2012). Thus in Kenani et al. (2012), the immaturity
of the Malawi Stock Exchange has been cited as an indication that the
financial sector in Malawi is still underdeveloped. The study is aimed
at investigating any short-run and long-run relationships between
stock prices and exchange rates in Malawi for the period from 1999 to
2010. One conclusion from the study is that both internal and external
macroeconomic shocks do not have immediate effect on the stock and
foreign exchange markets. This implies that stock prices do not show
a significant responsiveness to changes in monetary policy variables
such as interest rates and money supply. Ngalawa and Viegi (2011) investigated how monetary policy
decisions affect economic activity in Malawi. Using a Structural
Vector Autoregression (S-VAR) approach, the study illustrates
that bank lending, exchange rates and aggregate money supply
are important transmission processes of monetary policy shocks
in Malawi. International Journal of Economics and Financial Issues | Vol 12 • Issue 5 • 2022 However, Ngalawa and Viegi (2011) highlighted that
the Malawi Stock Exchange which was opened in 1996 (Malawi
Stock Exchange, 2020) was still immature to act as a viable channel
of monetary policy transmission. Consequently, despite their use
of 7 macroeconomic variables, Ngalawa and Viegi (2011) did
not include the stock price index in their S-VAR model. In this
aspect, this study is unique in that it utilises the Malawi All Share
Index (MASI) in the analysis of the transmission mechanism of
monetary policy. However, in a study that analyses secondary data sets of thirteen
local companies listed on the Malawi Stock Exchange for the
period 2008 to 2014, Majanga (2015) employs correlation analysis
and finds a strong positive relationship between a firm’s dividends
and its stock price on the stock market despite the underdeveloped
financial sector and immaturity of the stock markets in low-
income countries suggested by Kenani et al. (2012) and Mishra
et al. (2012). Mwabutwa et al. (2013) investigateed how the monetary
transmission mechanism in Malawi evolved between 1981
and 2010 through the use of a Time Varying Parameter Vector
Autoregressive (TVP-VAR) model. The study concludes that
inflation, real output and exchange rate responses to monetary
policy shocks varied significantly over the reviewed period. Although it adopts the TVP-VAR approach in order to avert the
limitations of the traditional VAR model such as price puzzles and
omitted variable bias, the study did not specifically incorporate
the stock price index among the 5 variables it utilized. With such a mixed array of findings, and the increase in the volume
of trade at the Malawi Stock Exchange as well as the clear absence
of a study that specifically tests for the asset price channel in
Malawi, this study examines the transmission process of monetary
policy in Malawi. Next section presents the methodology. 3.1.Research Design
hi
d
d
i Lungu et al. (2012) attempted to derive a money demand function
and explored its implications for monetary policy conduct in
Malawi from 1985 to 2010. Through cointegration tests in a VECM
approach, the study finds a long-run relationship between real
money balances, prices, income and exchange rates. It however This study adopts a positivist philosophy (Saunders et al., 2019)
in which transmission mechanisms of monetary policy in Malawi
are regarded as an objective reality capable of being measured
independent of the researcher. In contrast to this, interpretivism
is a perspective adopted by researchers who acknowledge that 162 3.2. Variable Selection and Data Sources In this study, the primary focus is the determination of the
effectiveness of the asset channel as a monetary policy transmission
mechanism thereby establishing an empirical link between interest
rate and Gross Domestic Product (GDP) through stock prices. It is standard practice in time-series analysis to begin by checking
whether the series are stationary in levels or if they are integrated. A time-series variable is said to be stationary if it has a time
invariant mean and variance, and if the correlation between any
two observations only depend on the time between observations,
not on the actual time that the observations are made (Hill et al.,
2018). This is important since there is a possibility that the series
may be non-stationary and cointegrated, in which case estimation
of Equation 2 using Ordinary Least Squares (OLS) method would
lead to spurious regression. This is undesirable, as regression
results may indicate that the variables have significant relationships
when in actual fact, they are unrelated (Gujarati, 2013). In their study of the dynamic effects of monetary policy in
Malawi, Ngalawa and Viegi (2011) use seven variables in their
S-VAR model. These variables were output, consumer price level,
commercial bank loans, exchange rates, aggregate money supply,
bank rate and reserve money. Although they admit that the number
of variables in their study is higher than those in comparable
studies, it is interesting to note that conspicuously missing from
their long list is stock prices. Given that the authors had already
overruled the possibility of the asset channel as a monetary policy
transmission mechanism in Malawi, it is unsurprising to find that
movement of stock prices is not captured in their study. It will
therefore be inappropriate to adopt their choice of variables in
this study. Thus, the study adopts a quantitative methodology following the
Structural Vector Auto Regression (SVAR) approach developed by
Sims (1980) which has been widely applied, even in contemporary
studies such as the one for the Democratic Republic of Congo
(Yemba et al., 2020), Vietnam (Nguyen et al., 2019) as well
as the study for Pakistan (Anis et al., 2019). Thus, let Yt be an
(n × 1) matrix representing a vector of autoregressive endogenous
variables which can be expressed as a function of their own lags. International Journal of Economics and Financial Issues | Vol 12 • Issue 5 • 2022 International Journal of Economics and Financial Issues | Vol 12 • Issue 5 • 2022 International Journal of Economics and Financial Issues | Vol 12 • Issue 5 • 2022 ess of the Asset Price Channel as a Monetary Policy Transmission Mechanism in Malawi: Evidence from Time Series Data Tchereni, et al.: Effectiveness of the Asset Price Channel as a Monetary Policy Transmission Mechanism in Malawi: Evide their subjective experiences cannot be separated from the study
but aim at gaining an in-depth meaning and understanding of a
social phenomenon (Cresswell, 2018). between changes in interest rates (INTR) and stock prices
(LOGMASI), and if changes in stock prices affect per capita
output (LOGGDP) in Malawi. Ideally, this can be investigated
by estimating a linear regression model in which LOGGDP is the
dependent variable while LOGMASI and INTR are independent
variables as in equation 2: The research approach adopted is deductive, as an attempt to use
data to prove the applicability of the asset price channel (Mishkin,
2017) in Malawi is made. Therefore, the methodology adopted in
this study is quantitative, being an econometric investigation of the
dynamic relationship between selected macroeconomic variables
in Malawi within the study period using secondary data. (2) Apriori, the sign of β1 is expected to be negative since any reduction
in interest rates is an instance of expansionary monetary policy
which is expected to lead to higher output. However, β2 is expected
to be positive since from Tobin’s Q Theory, increases in stock
prices lead to increases in GDP. 3.2. Variable Selection and Data Sources Taking natural logarithms of the variables in Table 1 except for
interest rates, we have: However, in a study of monetary policy transmission mechanisms
in Vietnam, Canh and Vo (2014) use a rotating variable approach
by combining three endogenous variables with one proxy variable
for each transmission mechanism they investigated. The three
endogenous variables were the Industrial Production Index, the
Consumer Price Index (CPI) and the Vietnamese Interbank Offer
Rate. Unlike that of Ngalawa and Viegi (2011), the study by Cahn and
Vo (2014) investigated the effectiveness of the asset channel using the
Vietnam Stock Market Index as the proxy variable for stock prices. →
=
t
t
t
LOGGDP
Y
t
INTR
LOGMASI
(3) (3) This study therefore adopts the approach taken by Canh and
Vo (2014) as it is the one which investigated the asset channel. However, this study does not incorporate the CPI because it only
focusses on the asset price channel as outlined in Tobin’s Q theory
(Mishkin, 2017). Instead, this study uses the following variables:
Interest rates (INTR), the natural logarithm of the Malawi All
Share Index (LOGMASI), and the natural logarithm of real Gross
Domestic Product (LOGGDP) per capita for Malawi. The use of
INTR is justified on the basis of the observation by Ngalawa and
Viegi (2011) that it is a more effective operating target variable
of monetary policy than reserve money. Moreover, LOGMASI
represents the channel variable of interest while LOGGDP is a
macroeconomic policy goal variable. In a VAR model, the variables are expressed as a function of their
own previous lags, and the lags of all other variables (Asteriou
and Hall, 2016). Thus, in order to test for the existence of the asset
price channel through Tobin’s Q Theory, one must establish the link In a VAR model, the variables are expressed as a function of their
own previous lags, and the lags of all other variables (Asteriou
and Hall, 2016). Thus, in order to test for the existence of the asset
price channel through Tobin’s Q Theory, one must establish the link Table 1: Variables and data sources VARIABLE
DESCRIPTION
SOURCE
INTR
Interest rate
Reserve bank of malawi (RBM)
https://www.rbm.mw/Statistics/
FinancialData/
MASI
Malawi all share
index
Malawi stock exchange (MSE)
https://mse.co.mw/index. php?route=market/market/report
GDPC
GDP per capita
Federal reserve economic data
(FRED)
https://fred.stlouisfed.org/series/
NYGDPPCAPKDMWI VARIABLE
DESCRIPTION
SOURCE
INTR
Interest rate
Reserve bank of malawi (RBM)
https://www.rbm.mw/Statistics/
FinancialData/
MASI
Malawi all share
index
Malawi stock exchange (MSE)
https://mse.co.mw/index. php?route=market/market/report
GDPC
GDP per capita
Federal reserve economic data
(FRED)
https://fred.stlouisfed.org/series/
NYGDPPCAPKDMWI International Journal of Economics and Financial Issues | Vol 12 • Issue 5 • 2022 4. RESULTS AND DISCUSSION (5) 4.1. Summary Statistics This section presents the results of the study on the asset price
channel of monetary policy transmission in Malawi. Figure 2
indicate that overall, interest rates declined during the study
period whereas both stock prices and per capita income showed
a positive trend. If the series are cointegrated, a vector error correction (VEC)
model is estimated which enable the determination of both the
short run and long run relationship of the variables (Engle and
Granger, 1987). Stated in general for the 3 variable case as follows: It can be seen from Table 3 that the average value of interest rates in
Malawi was 21.1% with a standard deviation of 11.7% indicating
that there was great interest rate volatility during the study period. Moreover, the average value of the stock price index was 8433
while that of per capita GDP was about US$38 per month. Note
that this amounts to an average per capita income of $1.27 per day. 1
1
1
0
1
1
1
1
α
β
γ
λ
φ
ε
−
−
−
−
−
−
−
=
=
=
∆
=
+
∆
+
∆
+
∆
+
+
∑
∑
∑
p
p
p
t
i
t i
j
t
j
j
t k
t
t
i
j
k
Y
Y
X
Z
ECT
(7) (7) Where ECT is the error correction term which represent the long-
run relationship, p is the optimum lag length and φ is the speed of
adjustment. Apriori, this is expected to be negative and represents
the proportion of the error in the current period that is corrected
towards the long-run relationship. The variables Y, X and Z are
the endogenous variables (in this case they represent LOGGDP,
LOGMASI and INTR) and ∆ is the difference operator. 3.3. Econometric Modelling and Data Analysis 3.3. Econometric Modelling and Data Analysis As a starting point in the modelling process, it must be emphasised
that this study seeks to establish whether there is any relationship 163 International Journal of Economics and Financial Issues | Vol 12 • Issue 5 • 2022 ess of the Asset Price Channel as a Monetary Policy Transmission Mechanism in Malawi: Evidence from Time Series Data Tchereni, et al.: Effectiveness of the Asset Price Channel as a Monetary Policy Transmission Mechanism in Malawi: Evide between interest rates and stock prices on one hand, and between
stock prices and GDP on the other hand. Hence the following system
of equations is estimated as a VAR, assuming for the time being that
there is only one lag (the actual number of lags are obtained from
lag length criteria test undertaken in the study, Table 2): In the analysis, the first stage tested for unit roots on each of the
series using the widely adopted Augmented Dickey-Fuller (ADF)
test (Cheung and Lai, 1995) and to ensure robustness of the results,
the Phillips-Perron (PP) test is also used (Phillips and Perron,
1988). This is followed by the basic VAR which is used to carry
out lag-length selection tests. The Johansen Test for cointegration
(Johansen, 1991) is next and, depending on the results, either
VAR in levels or a vector error correction model (VECM) will
be estimated. Section 4 presents the results. LOGGDPt = α0 + α1LOGGDPt−1 + α2LOGMASIt−1 + α3INTRt−1 + εt
(4) LOGMASIt = β0 + β1LOGGDPt−1 + β2LOGMASIt−1 +
β3INTRt−1 + µt
(5)
INTRt = γ0 + γ1LOGGDPt−1 + γ2LOGMASIt−1 + γ3INTRt−1 + νt
(6) 4.2. Results of Unit Root, Lag Order Selection and
Cointegration Testsi The ADF tests and PP tests confirm that all series are integrated
of order 1. For the basic VAR involving INTR, LOGMASI and
LOGGDP, results of lag selection test (Table 2) show that the
optimum lag length is either 6 or 5, being the lag lengths selected
by the widely adopted Akaike Information Criteria (AIC) (Akaike, International Journal of Economics and Financial Issues | Vol 12 • Issue 5 • 2022
164
Table 2: Lag length selection test
Lag
LogL
LR
FPE
AIC
SC
HQ
0
–734.2695
NA
0.163461
6.702450
6.748726
6.721137
1
905.5555
3220.020
5.95e‑08
–8.123232
–7.938125
–8.048481
2
1304.759
773.0029
1.71e‑09
–11.67054
–11.34660
–11.53972
3
1317.493
24.30979
1.66e‑09
–11.70448
–11.24171
–11.51760
4
1395.162
146.1602
8.88e‑10
–12.32875
–11.72715
–12.08581
5
1436.147
76.00858
6.64e‑10
–12.61952
–11.87909*
–12.32052*
6
1450.864
26.89125
6.31e‑10*
–12.67149*
–11.79223
–12.31642
7
1454.552
6.638872
6.63e‑10
–12.62320
–11.60511
–12.21207
8
1465.136
18.76248*
6.54e‑10
–12.63760
–11.48068
–12.17041
Figure 2: (a-c) Graphs of variables in the study
b
a
c International Journal of Economics and Financial Issues | Vol 12 • Issue 5 • 2022
164
Table 2: Lag length selection test
Lag
LogL
LR
FPE
AIC
SC
HQ
0
–734.2695
NA
0.163461
6.702450
6.748726
6.721137
1
905.5555
3220.020
5.95e‑08
–8.123232
–7.938125
–8.048481
2
1304.759
773.0029
1.71e‑09
–11.67054
–11.34660
–11.53972
3
1317.493
24.30979
1.66e‑09
–11.70448
–11.24171
–11.51760
4
1395.162
146.1602
8.88e‑10
–12.32875
–11.72715
–12.08581
5
1436.147
76.00858
6.64e‑10
–12.61952
–11.87909*
–12.32052*
6
1450.864
26.89125
6.31e‑10*
–12.67149*
–11.79223
–12.31642
7
1454.552
6.638872
6.63e‑10
–12.62320
–11.60511
–12.21207
8
1465.136
18.76248*
6.54e‑10
–12.63760
–11.48068
–12.17041
Figure 2: (a-c) Graphs of variables in the study
b
a
c Table 2: Lag length selection test Table 2: Lag length selection test Figure 2: (a-c) Graphs of variables in the study Figure 2: (a-c) Graphs of variables in the study
b
a
c b c a 164 International Journal of Economics and Financial Issues | Vol 12 • Issue 5 • 2022 ess of the Asset Price Channel as a Monetary Policy Transmission Mechanism in Malawi: Evidence from Time Series Data Tchereni, et al.: Effectiveness of the Asset Price Channel as a Monetary Policy Transmission Mechanism in Malawi: Evide 1974), and the Bayesian Information Criterion (BIC) also known
as the Schwarz Criterion (SC) (Schwarz et al., 1978) respectively. 4.4. Granger Causality Tests Granger causality tests reveal that changes in interest rates (INTR)
cause significant changes in stock prices (LOGMASI) (Table 4). Having found our variables to be cointegrated with one
cointegrating equation, we now estimate a vector error correction
model (VECM). This is a restricted VAR estimated in first
differences. It therefore has one lag less than the corresponding
VAR, hence our VEC model has 5 lags. From the results of the
Johansen test for cointegration, the cointegration equation in our
VEC model (normalised on LOGGDP) is as follows: This confirms the first link in Tobin’s Q Theory and hence the
existence of the asset price channel in Malawi. The null hypothesis
that INTR does not Granger cause LOGMASI is rejected, even
at the 0.01 significance level as the p-value of the test statistic is
0.0009, being much smaller than the standard 0.05 significance
level. This means changes in interest rates do significantly cause
changes in stock prices. ECTt−1 = LOGGDPt−1 − 0.065089LOGMASIt−1 + 0.002758INTRt−1
− 3.1499
(8) t−1
(8) We interpret this as follows. In the long run, stock prices
(LOGMASI) in Malawi have a positive impact on per capita
income (LOGGDP), ceteris paribus. This is consistent with the
existence of the asset price channel through stock prices since
Tobin’s Q Theory (see Section 2.1) indicates that when stock prices
rise (Ps↑), there should be an increase in the value of q represented
as q ↑ which should ultimately lead to an increase in income (Y
↑) as illustrated in Equation 2. Moreover, the value of coefficient
φ of the error correction term (ECM) in Equation 7 is found
(from the estimated VECM) to be -0.001854. This is negative
as expected, confirming that the short run movements of the
variables in the system do converge as expected to the long run
relationship expressed in the ECT. This can be interpreted as
follows. A unit short run change in the endogeneous variables in
the current period is corrected by a factor of 0.19% towards the
long run equilibrium. Moreover, Granger causality test results between LOGMASI and
LOGGDP also indicate that changes in stock prices (LOGMASI)
do have a significant effect on LOGGDP. This is illustrated in
Table 5 where the null hypothesis that LOGMASI does not Granger
cause LOGGDP is rejected at the 0.05 significance level. 4.4. Granger Causality Tests Thus,
both tests confirm the existence of the asset price channel operating
through stock prices, contrary to earlier findings by Ngalawa and
Viegi (2011) and Mwabutwa et al. (2013). 4.2. Results of Unit Root, Lag Order Selection and
Cointegration Testsi rates represent expansionary monetary policy and is expected to
lead to increases in stock prices (according to Tobin’s Q Theory
outlined in Section 2.1) which should lead to increases in wealth
of equity investors (according to the Wealth Effect presented in
Section 2.1 and illustrated in Equation 3). Results of the cointegration test (Johansen, 1991) with 6 lags
show both the trace test and the max-eigenvalue test indicate 1
cointegrating equation at the 0.05 significance level. The Johansen
test for cointegration is adopted in this study, as opposed to the
Engel Granger approach because the Johansen test can be utilized
for more than one cointegrating relationships and is more reliable
in large samples (Hill et al., 2018). Therefore, our estimated VECM from data on stock prices obtained
from the Malawi Stock Exchange and other variables reveal the
existence of the asset price channel, contrary to earlier findings
by Ngalawa and Viegi (2011) as well as Mwabutwa et al. (2013). International Journal of Economics and Financial Issues | Vol 12 • Issue 5 • 2022 4.5. Impulse Response Analysis 30925.03
17500000000
5147.591
Observations
228
228
228 L
N
Table 3: Summary statistics Table 5: Granger causality test between LOGMASI and
LOGGDP using 6 lags Table 5: Granger causality test between LOGMASI and
LOGGDP using 6 lags
Null hypothesis
Obs
F‑Statistic
P‑value
LOGGDP does not
granger cause LOGMASI
222
2.23134
0.0415
LOGMASI does not
granger cause LOGGDP
2.34076
0.0329 ess of the Asset Price Channel as a Monetary Policy Transmission Mechanism in Malawi: Evidence from Time Series Data Figure 3: Impulse response function Figure 3: Impulse response function Figure 3: Impulse response function recommendations. These recommendations are directed towards
a wide range of audience, including the Reserve Bank of Malawi
(RBM), the Malawi Stock Exchange (MSE), institutional and
private investors.i change in the interest rates innovations by one standard deviation,
stock prices (LOGMASI) decline, as expected in the presence of
an asset price channel. This is because a unit increase in interest
rates (INTR) is an act of contractionary monetary policy that is
expected to lead to a decline in stock prices consistent with Tobin’s
Q Theory. Moreover, the change of LOGGDP to Cholesky one
standard deviation (SD) of innovations of LOGMASI also indicate
an initial positive response. Again, this is consistent with economic
theory and points towards the existence of the asset price channel
because a positive standard deviation change in stock prices is
expected to lead to an increase in income (LOGGDP) according to
Tobin’s Q Theory and the Wealth Effect as explained in Section 2.1 i. The RBM should intensify its financial literacy and educational
activities to the wider public. Among other topics, the RBM
should aim at encouraging members of the general public
to develop a culture of saving and investment. This should
result in a well-informed public about investing opportunities
available in the country including those at the MSE ii. ii. The MSE should initiate an intensive promotional campaign
aimed at engaging both corporate and individual investors
to discuss their concerns over the investment process and
incorporate them in its policies and operations 5. CONCLUSION AND
RECOMMENDATIONS iii. The MSE should fast track its computerization process to
ensure that all share certificates and any other information
related to investors are kept in a secure electronic form. The
aim is to discourage duplication of work as well as minimizing
the problem of forged shareholder certificates, both of which
can discourage actual and potential investors and increase
stock trading at the MSE 5.1. Conclusion This study examines the relationships between short term interest
rates in Malawi with the stock price from the Malawi Stock
Exchange. In addition, the study assesses the responsiveness of
income (GDP) to changes in stock prices. Results of Granger
causality tests and impulse response functions developed in the
study confirm that interest rates significantly affect stock prices
in Malawi for the period under study. Moreover, these results also
indicate that stock prices do significantly affect GDP in Malawi. Thus, contrary to the findings in Ngalawa and Viegi (2011) as well
as in Mwabutwa et al. (2013), the study finds statistical evidence
based on the estimated VECM of the asset price channel operating
through stock prices. iv. As the number and average size of limited companies
remain small in Malawi, the MSE should create a viable
alternative investment market (AIM). This should allow
smaller companies to get listed without fulfilling the strict
requirements of full public company listing v. There should be policies to minimize insider dealing
activities in which directors make use of their knowledge of
the current or likely financial position of their corporations
to purchase or dispose shares. This discourages other
investors and is likely to lead to reduced trading at the
stock exchange. The MSE, in consultation with the RBM,
should involve different stakeholders to find out exactly 4.5. Impulse Response Analysis The impulse response function (IRF) is a useful tool in the analysis
of VAR results. It allows researchers to trace the impact on present
and future values of an endogenous variable of one standard
deviation shock of one of the innovations in the system (Lutkepohl,
2005). We present the IRF graphs of the three variables in our
study in Figure 3. Our interest is the response of LOGMASI to Cholesky one standard deviation (SD) of
innovations of INTR. This shows that initially, following a positive Similarly, our error correction term shown in Equation 8 indicate
that there is negative relationship between interest rates (INT)
and per capita income (LOGGDP). Again, this is consistent with
the existence of the asset price channel since decreases in interest Table 4: Granger causality test results between INTR and
LOGMASI using 6 Lags Table 4: Granger causality test results between INTR and
LOGMASI using 6 Lags
Null hypothesis
Obs
F‑Statistic
P‑value
LOGMASI does not
granger cause INTR
222
1.73976
0.1132
INTR does not granger
cause LOGMASI
3.98353
0.0009
Table 5: Granger causality test between LOGMASI and
LOGGDP using 6 lags
Null hypothesis
Obs
F‑Statistic
P‑value
LOGGDP does not
granger cause LOGMASI
222
2.23134
0.0415
LOGMASI does not
granger cause LOGGDP
2.34076
0.0329 Table 4: Granger causality test results between INTR and
LOGMASI using 6 Lags
Null hypothesis
Obs
F‑Statistic
P‑value
LOGMASI does not
granger cause INTR
222
1.73976
0.1132
INTR does not granger
cause LOGMASI
3.98353
0.0009 Table 4: Granger causality test results between INTR and
LOGMASI using 6 Lags Table 3: Summary statistics
INTR %
MASI (2010 = 100)
GDPC
2010 USD
Mean
21.1
8433.0
38.0
Median
19.4
5068.5
40.25
Maximum
52.4
32373
44.2
Minimum
5.7
279
30.0
Std. Dev. 11.7
8792.6
4.76
Skewness
0.64
1.23
–0.445
Kurtosis
2.5
3.6
1.599
Jarque‑Bera
18.0
61.1
26.2
Probability
0.000126
0
0.000002
Sum
4822
1922713
8665.875
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firms to get listed. vi. The MSE should engage in various fundraising and alternative
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and minimize the charges paid by companies to the MSE when
making an initial public offer (IPO) in order to encourage more
firms to get listed. vi. The MSE should engage in various fundraising and alternative
financing activities. This should result in a more commercially
operated stock exchange with its own reliable sources of
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and minimize the charges paid by companies to the MSE when
making an initial public offer (IPO) in order to encourage more
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to which the Malawi Stock Exchange is regarded as a possible
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on what must be done to ensure participation of more Malawians
in the stock market Ireland, P.N. (2010), Monetary Transmission Mechanism. In: Monetary
economics. Berlin: Springer. p216-223. Available from: https://www. hdl.handle.net/10419/55659 Johansen, S. (1991), Estimation and hypothesis testing of cointegration
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Economic Studies (pp. 2-15). Ho Chi Minh City, Vietnam: University
of Economics Ho Minh City. Mishkin, F. (2017), The Economics of Money Banking and Financial
Markets. 12th ed. London: Pearson Education Limited. Mishra, P., Montiel, P.J., Spilimbergo, A. (2012), Monetary transmission
in low-income countries: Effectiveness and policy implications. International Monetary Fund Economic Review, 60(1), 270-302. Cesa-Bianchi, A., Thwaites, G., Vicondoa, A. (2020), Monetary policy
transmission in the United Kingdom: A high frequency identification
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Policy Transmission Mechanism in Malawi: A TVP-VAR Approach. South Africa: University of Pretoria. Available from: https://www. up.ac.za/media/shared/61/WP/wp 201327.zp39421.pdff Cresswell, J. (2018), Research Design: Qualitative, Quantitative and
Mixed Methods Approaches. 5th ed. California: Sage Publications Inc. Ngalawa, H., Viegi, N. (2011), Dynamic effects of monetary policy shocks
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2019-2020. Washington: World Bank. Available from: https://www. blogs.worldbank.org/opendata/new-country-classificationsincome-
level-2019-2020 [Last accessed on 2020 Mar 12]. Phiri, G. (2002), The Monetary Transmission Mechanism in Malawi. Lilongwe: Reserve Bank of Malawi Working Paper Series. Saunders, M., Lewis, P., Thornhill, A. (2019), Research Methods for
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1 Introduction does not build on humanist or social scientific research tra-
ditions, or on design traditions from the arts to any great
extent (Lupetti et al. 2021). In response to this, voices have
been raised advocating for more human-centered and holistic
approaches to question established assumptions of design
in HRI research (Ljungblad et al. 2016; Lupetti et al. 2021;
Šabanović 2010). In particular, the need to critically address
underlying technology-driven values in our research prac-
tices have been emphasized (Fernaeus et al. 2009; MacKen-
zie and Wajcman 1999). Without a community that is open
for alternative design approaches and critical perspectives,
experiments actually conducted may go unreported, simply
because there were no significant results in favor of the robot
intervention (cf. Richardson 2018). In recent years, the design, use and study of robots in a vari-
ety of social settings has increased, ranging from therapy
and care for older adults and children, to education and
domestic life. The typical discourse around these devices, in
both the robotics and Human–robot interaction (HRI) fields,
as well as in political debates and commercial develop-
ments, is that the robotic permeation of society is somehow
inevitable. Robots are predominantly viewed as engineering
problems, but are usually designed to solve societal chal-
lenges (Šabanović 2010). A resulting concern is that alter-
native design perspectives and more critical perspectives of
the consequences of using robots in social settings remain
under-researched in HRI (Lupetti et al. 2021). When technologies are designed to address social chal-
lenges (such as in the context of care or education), it is
important to interrogate how the challenges in question are
conceptualized. This is because the development and diffu-
sion of new technologies are grounded in contextual under-
standings and ideas about what their function and role might
be. Critical analyses of technological innovations have been
fruitful in other disciplines. For instance, Mansell (2012)
interrogated the diffusion of the Internet, its expected role
in the promotion of democracy, equality and the good life. Mansell's analysis highlights the need to address conflict-
ing ideas about technologies, and how they are grounded in
broader power relations and ideas about well-being. Critical
approaches are, therefore, necessary to investigate techno-
logical innovations and to identify the sometimes paradoxi-
cal understandings that underpin their design and develop-
ment (cf. Selwyn 2019). Robotic technologies raise fundamental existential ques-
tions about what it means to be human. Introduction: special issue—critical robotics research Accepted: 12 April 2021 / Published online: 16 June 2021
© The Author(s) 2021, corrected publication 2021 Accepted: 12 April 2021 / Published online: 16 June 2021
© The Author(s) 2021, corrected publication 2021 AI & SOCIETY (2022) 37:417–423
https://doi.org/10.1007/s00146-021-01224-x AI & SOCIETY (2022) 37:417–423
https://doi.org/10.1007/s00146-021-01224-x 1 Introduction As Turkle (2011)
points out, technologies that promise remedies to human
vulnerabilities are very enticing. However, new technolo-
gies also affect their environments, bringing with them both
intended and unintended consequences (Stahl et al. 2013). These consequences are often complex and cannot be fully
understood using a single perspective or approach. At the
same time, the types of questions that researchers address
are heavily affected by the research tradition and commu-
nity that they act within. Current HRI research, for example, * Sofia Serholt
sofia.serholt@ait.gu.se
Sara Ljungblad
sara.ljungblad@chalmers.se
Niamh Ní Bhroin
n.n.bhroin@media.uio.no
1
Department of Applied Information Technology, University
of Gothenburg, Gothenburg, Sweden
2
Department of Computer Science and Engineering,
University of Gothenburg, Chalmers University
of Technology, Gothenburg, Sweden
3
Department of Media and Communication, University
of Oslo, Oslo, Norway In this Special Issue, we seek to bring Critical Robotics
Research to the fore by giving space to research that inves-
tigates the introduction and use of robots in social contexts. This research identifies challenges and dilemmas that arise
when using robots both in communication with, and in the
immediate surroundings of, humans. It also introduces new
approaches to understanding innovations in robotics and
their potential social consequences. Philosophical discus-
sions of potential futures, along with more contemporary 2
Department of Computer Science and Engineering,
University of Gothenburg, Chalmers University
of Technology, Gothenburg, Sweden 3
Department of Media and Communication, University
of Oslo, Oslo, Norway (0121 3456789)
3 3456789)
3 AI & SOCIETY (2022) 37:417–423 418 critical design in HRI held at the International Conference
on Human–Robot Interaction (Lee et al. 2019), and a propo-
sition to consider more exploratory design approaches famil-
iar to HCI in HRI (Luria et al. 2019)). issues in HRI are presented. These contributions interro-
gate some of the fundamental ideas of HRI from a critical
perspective. Our own work has also developed in these directions and
includes interrogations of ethical issues surrounding educa-
tional robots (Serholt et al. 2017; Toft Norgaard et al. 2018),
scrutinizing problematic aspects of interactions between
humans and robots (Serholt 2018; Serholt et al. 2020), focus-
ing on understanding challenging experiences and practices
of existing robot technology in society, such as professional
use of drones (Ljungblad et al. 2021), and use of robotic
toys in families (Fernaeus et al. 2010). 1 Introduction We have previously
also done studies with artists to understand how artistic
projects may question myths about robots (Jacobsson et al. 2013), and early work to address the need to ground ethical
considerations in empirical studies and real practices rather
than fictive use situations (Ljungblad et al. 2011; Nylander
et al. 2012). Yet, the shaping and defining of the concept of
Critical Robotics is an ongoing process that requires collec-
tive effort from the research community. This Special Issue
provides a conceptual interdisciplinary backdrop to further
critical approaches in HRI and robotics research. 3 Key contributions This Special Issue consists of 12 articles by authors from
a range of disciplines, each with a unique perspective to
offer the Critical Robotics discussion. Some focus explicitly
on the design of robots, while in others, implications for
design can be understood as a by-product. Several focus on
robots in care settings (Burema; Maibaum, Bischof, Herge-
sell, and Lipp; van Wynsberghe), one focuses explicitly on
children (Pashevich), and another focuses on professional
service work (Dobrosovestnova, Hannibal, and Reinboth). Two contributions encompass several application settings
(Fronemann, Pollman, and Loh; Weiss and Spiel), whereas
another two utilize art installations to situate their research
(Gemeinboeck and Saunders; Yolgormez and Thibodeau). Finally, three of the contributions consider robots in society
(Balle; Hildebrand; Nørskov), although they also touch upon
different contexts in their discussions. In the following, we
synthesize and reflect upon these contributions, according
to converging themes. In parallel with these disciplines, the robotics field is
currently experiencing a similar shift as demonstrated for
example by the Robophilosophy Conference Series2 that
began in 2014, the establishment of the Foundation for
Responsible Robotics,3 as well as notable research projects
exploring issues of ethics, sustainability, and responsibility
in social robotics, including, “Responsible Ethical Learn-
ing With Robotics”4 and “Integrative Social Robotics—A
New Framework for Culturally Sustainable Technology
Solutions”.5 Emerging research related to Critical Robot-
ics has also begun to take form (cf. a recent workshop on 2 History of critical robotics In 2018, we introduced the concept Critical Robotics in an
attempt to foster what we observed as an emerging para-
digm in HRI and related research. Through international and
interdisciplinary collaboration, we organized the workshop
Critical Robotics—Exploring a New Paradigm at the Nordic
forum for human–computer interaction (NordiCHI) (Ljun-
gblad et al. 2018). This brought together scholars interested
in exploring critical human-centered perspectives in robot-
ics research. We also discussed whether critical questions
within the area of HRI could be considered an emerging
paradigm, namely Critical Robotics. The workshop was ini-
tiated by Applied Robotics,1 a group of researchers affiliated
with the University of Gothenburg in Sweden. This group
was formed due to shared concerns about robotics-centered
research and, in particular, a perceived need to look beyond
the social robot as a taken-for-granted solution to a range of
societal challenges. Our view of critical robotics was inspired by paradigm
shifts that have occurred in the field of Human–computer
interaction (HCI) in recent years, where research moved
away from the optimization of man–machine interaction,
towards theories about the computer and the human mind, to
finally focus on interaction as phenomenologically situated. In this, approaches to participation, values, philosophy and
ethics began to play a more prominent role (Bødker 2006;
Harrison et al. 2007; Koskinen et al. 2012).i 1 https://www.gu.se/en/research/applied-robotics-in-gothenburg.
2 https://conferences.au.dk/robo-philosophy/.
3 https://responsiblerobotics.org/.
4 https://reeler.eu/.
5 https://www.carlsbergfondet.dk/da/Forskningsaktiviteter/Forsk
ningsprojekter/Semper-Ardens-forskningsprojekter/Johanna-Seibt_
Integrative-Social-Robotics. 3.1 Robotification of society These authors all identify an oversimplification of the
role of humans in care and service work, or a reduction in
the complexity of the tasks that they carry out. In her paper,
Burema (2021) sheds light on representations of older adults
in HRI, and how ageism may occur when older adults are
depicted as dependent, fragile and vulnerable people. This
renders them as “potentially burdensome care recipients'',
and robot technologies are presented as an optimal solu-
tion to this social problem. In a similar vein, Maibaum et al. (2021) problematize the understanding of caregivers and
care-receivers: how care practices are deconstructed into
tasks to give form to well-defined technical problems. This
leads to the incremental mechanization of care, rather than
to a more holistic understanding of it. As van Wynsberghe
(2021) emphasizes, the practice of care constitutes instead
a bi-directional relationship between caregiver and care-
receiver, where reciprocity is of central importance. If a
relationship based on mutual care would manifest between a
care-receiver and a caregiving robot, van Wynsberghe argues
that this would require a certain level of deception. This is
because robots lack the ability to engage in true reciproc-
ity. From a different vantage point, Dobrosovestnova et al. (2021) provide a sociological account of the dimensions of
affective and emotional labor in professional service work. They discuss how the implementation of social robots in
such contexts risks reducing the complexities of affective
labor and exacerbating stereotypes of professional service
workers. Both Nørskov and Hildebrand argue that an environment
permeated by robots (‘robotification’) will shape our line of
thought, promoting certain ways of being while discourag-
ing others. This means that robots (social or otherwise) will
influence relationships between humans, and may reduce
human values to the level of services. Nørskov argues that
the collective moral standards represented in robots will
influence human conduct, and eventually vice versa.i l
By conceptualizing the robotification of society as an
ecological enterprise, Hildebrand and Nørskov both make
compelling cases for its disruptive potential. The ethical
imperative is to look beyond fragmented understandings of
innovations in society, e.g., where a robot in one context is
understood as distinct from other elements of culture, and
to develop more holistic perspectives. While it is yet debatable whether social robots are able
to carry out even simpler care and service tasks in any
meaningful way, this also depends on how care is concep-
tualized. 3.1 Robotification of society 1 https://www.gu.se/en/research/applied-robotics-in-gothenburg. 2 https://conferences.au.dk/robo-philosophy/. 3 https://responsiblerobotics.org/. 4 https://reeler.eu/. 5 https://www.carlsbergfondet.dk/da/Forskningsaktiviteter/Forsk
ningsprojekter/Semper-Ardens-forskningsprojekter/Johanna-Seibt_
Integrative-Social-Robotics. The narrative of a robot society has permeated and enticed
our cultural imagination for a long time. It has been lik-
ened to the Industrial Revolution, argued to be the natu-
ral next step in human evolution. Ideas of ‘the singularity’,
perpetuated through works of science fiction (such as the 1 3 419 AI & SOCIETY (2022) 37:417–423 Terminator or I, Robot), suggest that robots and artificial
intelligence (AI) will someday evolve to a stage where they
will reproduce themselves. In the worst case scenario, robots
will then no longer need humans. While this scenario is
often contested and regarded as highly unrealistic, the idea
that robots (or autonomous machines) and AI will pervade
many, if not all aspects of everyday life is closer at hand. It,
therefore, requires consideration and interrogation. living at home. With technical advancement the field keeps
developing. The idea of robots providing services that we
would otherwise expect from humans forces us to think
about the aspects of these services that may, and may not,
be replaceable. Several of the contributions to this Special
Issue consider what constitutes care, and how research char-
acterizes care and people in need of care (Burema; Maibaum
et al.; van Wynsberghe). One additional contribution ana-
lyzes complex interactions between service providers and
receivers in the professional service sector (Dobrosovest-
nova et al.).i In this Special Issue, Nørskov (2021) develops a phil-
osophically informed, speculative outlook of what the
robotification of society could mean, including its ethical
implications. He defines robotification as ‘massive robotic
integration’, where robots permeate practically all areas of
life. By drawing on Heidegger, Nishitani, Bauman and oth-
ers, Nørskov makes the case that robotification could lead
to ethical cleansing, “a sanitation of culture by the calcu-
lus of science and technology”. Specifically, he argues that
robotics research has ushered in a technological mode of
being, where everything can be measured objectively. Nør-
skov posits that technology can never simply be added to
an existing environment. It will always change its environ-
ment. Building on a media ecology perspective, Hildebrand
(2021) also argues that advancements in robotics are not
simply additions to what already exists, but fundamentally
change us and our understanding of the world, amputating
and extending us as human beings. 6 http://www.parorobots.com/. 3.1 Robotification of society The authors writing in this Special Issue suggest
that oversimplification, rooted in misconceptions about the
provision of care, the process of ageing, affective labor in
professional service work, etc., can influence the design and
implementation of social robots. Fragmented and inaccurate
understanding of work practices and human needs currently
prevail. However, it should also be possible to address these
questions in the design of robots. 3.4 Problematizing socio‑emotional relationships
with robots Social robots influence human–robot and human–human
relations. Aspects of social interaction and empathy are
foundational for human relationships, and, therefore, gar-
ner much attention from the HRI research community. A
particular concern is the potential replacement of human
care providers with robotic technologies. Even so, introduc-
ing robots as complementary technologies in social settings
raises important ethical questions. Several of the contributions to this Special Issue highlight
and problematize how UCD processes are currently con-
ducted in HRI research. Even rigorous attempts to involve
stakeholders and target groups in design risk falling short
of the ideals of UCD. For instance, Weiss and Spiel (2021)
provide a much-needed exposé of what goes on behind
the scenes of HRI-projects, and direct criticism (and self-
reflection) towards the situations they have observed. Even
in cases, where stakeholders are involved in phases of con-
ceptualization, design, and later evaluations, it is not always
clear to what extent stakeholders actually come to influence
design outcomes. p
q
Drawing on the ethics of care, van Wynsberghe (2021)
considers the possible effects of nudging in reciprocal
relationships between humans and robots. She argues that
“social robots designed for reciprocity use reciprocity as an
instrumental value to enhance acceptability of the robot”,
and that this is ethically questionable. In contrast, Balle's
(2021) philosophical analysis, focuses on how humans
develop empathic responses to robots. He proposes, based on
the ethics of Danish theologian K. E. Løgstrup, that human
empathy is inherently good, because it turns people away
from their own self-focus (inturnedness), and argues that
this applies also to relations with robots. In effect, he makes
the case that claiming moral patienthood for robots is ethi-
cally sound based on extrinsic grounds (i.e., that it benefits
the person responding empathically to the robot). Even so,
van Wynsberghe is not focused on immediate relational
reactions to robots; instead, her focus is on what happens
once the relationship develops. While she acknowledges that
reciprocity is indeed a component of moral development,
and is in no way harmful in itself, she argues that it is uncer-
tain whether reciprocity fostered in HRI would transfer to
human–human interaction, where it would provide the most
benefit. Instead, she argues that in a world of finite resources,
concerted efforts should rather be focused on fostering reci-
procity among humans. 7 https://www.interaction-design.org/literature/article/5-stages-in-the-
design-thinking-process. 3.2 Oversimplification of care and service work The care and service sectors have been heavily targeted
with envisioned applications for social robots. Readers will
be familiar with the use of zoomorphic robots, such as the
robot seal ‘Paro’,6 which has for example been introduced
to the therapy and care of dementia patients. State-of-the-art
projects have developed robot companions for older adults 1 3 420 AI & SOCIETY (2022) 37:417–423 Technology Studies to problematize designer intentions and
ideas about users (Burema 2021). 3.3 The (not so) straightforward path to robot
design Furthermore, it is generally agreed that a rigorous design
process should raise ethical questions and involve reflection
on alternatives. Here, Fronemann et al. (2021) provide an
example of reflective practice, discussing the tensions and
tradeoffs between designing robots for a nice user experi-
ence (UX) versus ethical design. They discuss the delicate
balance that can arise between user acceptance, on the one
hand, and autonomy and privacy on the other. They argue
that the design and evaluation of a robot solution must,
therefore, be understood holistically. In contemporary HRI-projects, typically ranging between 3
and 5 years, design processes constitute a substantial part of
project time. Engaging in stakeholder practices and exper-
tise is essential for a successful design outcome. However,
depending on how user-centered design (UCD) or participa-
tory design (PD) approaches are employed, such approaches
can also lead to an oversimplification of practices, as well
as to stereotyped views and problematic representations
of the target group. This can result in suboptimal design. Without engaging in all the design steps, i.e., empathize,
define, ideate, prototype, and test (as suggested by the Hasso
Plattner Institute of Design7) there is a high risk that the
overall ‘problem’ and the related opportunities for robotic
solutions are misunderstood. 3.4 Problematizing socio‑emotional relationships
with robots As Balle also reasons, one can only
make a weak claim of moral patienthood for robots, i.e., it
should be regarded as “permissible rather than obligatory
and individual rather than universal” as far as it happens to
occur in human–robot interactions. If stakeholders are not involved in design before a robotic
solution exists, there is no space for them to reframe the
problem or change the design idea. The analysis submit-
ted by Dobrosovestnova et al. (2021) resonates with this. Open and critical reporting on existing practices, followed
by ideation and other design activities could be useful for
researchers working in the same design spaces. It could also
prove informative for upcoming projects by ensuring sound
starting points and avoiding the repetition of (early) mistakes
and unsubstantiated assumptions of robotic ideas. Accordingly, it is important to report on aspects of the
research process that did not work well, including the overall
limitations of the user-centered approach employed. UCD
and PD require flexibility in their implementation, with par-
ticular regard to the approaches taken and the potential for
alternative design methods. This in turn requires research-
ers to have sufficient knowledge and skills that extend
beyond the application of established research methods,
and take inspiration from other fields, such as Science and 1 3 421 AI & SOCIETY (2022) 37:417–423 Related to this, Pashevich (2021) investigates how the use
of social robots by pre-school children could influence the
development of empathy. She finds that significant knowl-
edge gaps exist, because the robots that are currently avail-
able are not sophisticated enough. Children's actual experi-
ences of interacting with social robots are limited, and these
are usually not investigated over time. As such, the debate
on unintended or undesirable consequences of empathic
responses to robots requires continued attention. Moreover,
as Balle notes, when research shows that humans tend to
respond empathetically to robots, there is potential for mali-
cious intent and exploitation in robot design and develop-
ment. Taken together, these contributions show that ethical
socio-emotional relationships with robots are not straightfor-
ward and require further consideration and analyses. grounded in imaginaries of competition and control. They
argue that these ideas influence our capacity to consider
human–machine relations beyond frameworks of instru-
mentalization and utility. 3.5 Challenging sociality in human–robot
interactions In exploring dimensions of human–robot relations, the two
final contributions to this Special Issue question the basic
premise of what (social) robots are and should be. When it
comes to designing and studying social robots within HRI,
the robots that are utilized are typically purchased from
robotics companies. These may be humanoid or zoomorphic
in morphology and behavior. While some research projects
build robots from scratch (cf. Weiss and Spiel in this issue,
or the robots developed at Ishiguro Lab8), most projects pur-
chase existing robots. Either way, robots tend to resemble the
appearance, behavior and movement of biological entities
we are familiar with. However, the following two contribu-
tions question the focus on achieving similarity or human
likeness as a goal by illustrating alternatives in designing
robots for human interaction. Taken together, the contributions underline the impor-
tance of questioning current research activities and perspec-
tives, in particular with regard to the funding and design of
robotic solutions for social problems. While doing so, they
also offer alternatives to understanding and developing the
role of robots in society. These are not easy topics to deal
with, particularly, since it is difficult to foresee exactly how
robotics will develop in the years to come, and what role our
research efforts may play in shaping it. First, Gemeinboeck and Saunders (2021) present experi-
ences from a research-based art installation. The authors
propose another way of thinking about communication and
relationships between humans and machines. As both van
Wynsberghe (2021) and Balle (2021) also discuss, their core
premise is that sociality is not something that can be a prop-
erty of a machine, but is rather something that is enacted in
an encounter, or an evolving relationship, between a human
and a machine. Based on their theoretical and empirical
observations, the authors argue for the importance of focus-
ing on the enactment of social agency, rather than its repre-
sentation, in the design of social robots.i f
While our conceptualization of what it means to conduct
Critical Robotics Research is still in its infancy and in no
way exhaustive, we hope that this Special Issue serves to
outline a set of ideas, concepts and approaches to assist other
researchers in further developing this field. Acknowledgements We thank all the authors for contributing to this
special issue. 4 The future of critical robotics research The contributions to this Special Issue clearly show how
Critical Robotics Research can benefit and further mature
HRI as a research field. Each article provides a unique per-
spective on important aspects that are usually hidden or
overlooked in robotics research. They articulate challenges
to the robotification of society, highlight the oversimplifica-
tion of care and service practices and of user centred design
processes. They also untangle ethical dilemmas arising
from socio-emotional relationships between humans and
robots and challenge the need for human likeness in robots
designed as social companions. 8 https://eng.irl.sys.es.osaka-u.ac.jp/. 3.4 Problematizing socio‑emotional relationships
with robots By designing 'useless' machines,
or machines that are not designed to serve human physical or
social needs, and exhibiting these machines in public spaces,
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human and non-purposeful machines requires a process of
'attunement', and that this should be considered as an alter-
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Barendregt, and Mohammad Obaid. Furthermore, this special issue
would not have been possible without the excellent work of all the peer
reviewers. Finally, thanks to our fellow researchers within Applied
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Communication and IT at the Department of Applied IT, University of
Gothenburg for investing in open access fees for this editorial. Focusing on a specific relational aspect, and based on
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Marquard Freher and the presumption of goodness in legal humanism
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History of European Ideas ISSN: (Print) (Online) Journal homepage: https://www.tandfonline.com/loi/rhei20 Full Terms & Conditions of access and use can be found at
https://www.tandfonline.com/action/journalInformation?journalCode=rhei20 Marquard Freher and the presumption of
goodness in legal humanism Andreas Blank ABSTRACT ABSTRACT
One of the most detailed early modern discussions of the morality of
esteem can be found in the work of the reformed jurist and historian
Marquard Freher (1565–1614). Since the question of how much esteem
others deserve is fraught with a high degree of uncertainty, Freher
relied on the work of other legal humanists, who discussed questions of
esteem from the perspective of arguments from the presumption of
goodness. The humanist approach to the presumption of goodness
integrated
considerations
about
presumed
non-delinquency
with
considerations concerning natural needs, natural rights and natural
duties grounded in natural rational capacities common to all (grown-up,
healthy) human beings. It advised us to fulfill natural duties that derive
from the natural need of being held in good esteem by others, and to
develop socially valuable attitudes such as trust and positive emotions
toward others. At the same time, this approach was responsive to
considerations of prudence, both in grounding the presumption of
goodness in considerations concerning causal powers and in balancing
the presumption of goodness against a variety of presumptions of
badness. Freher applied this understanding of the presumption of
goodness to political practice in his role as an advisor to the Palatinate. © 2022 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
CONTACT Andreas Blank
andreasblank@hotmail.com
Philosophy, Alpen Adria Universitat Klagenfurt, Universitätsstr. 65
67, Klagenfurt, 9020 Austria Andreas Blank To cite this article: Andreas Blank (2023) Marquard Freher and the presumption
of goodness in legal humanism, History of European Ideas, 49:3, 491-505, DOI:
10.1080/01916599.2022.2095524 To link to this article: https://doi.org/10.1080/01916599.2022.2095524 © 2022 The Author(s). Published by Informa
UK Limited, trading as Taylor & Francis
Group
Published online: 04 Jul 2022. Submit your article to this journal
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Article views: 290
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https://www.tandfonline.com/action/journalInformation?journalCode=rhei20 HISTORY OF EUROPEAN IDEAS
2023, VOL. 49, NO. 3, 491–505
https://doi.org/10.1080/01916599.2022.2095524 HISTORY OF EUROPEAN IDEAS
2023, VOL. 49, NO. 3, 491–505 Marquard Freher and the presumption of goodness in legal
humanism Andreas Blank Philosophy, Alpen-Adria-Universitat Klagenfurt, Klagenfurt, Austria KEYWORDS
Esteem; reputation; glory © 2022 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.o
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Blank
andreasblank@hotmail.com
Philosophy, Alpen-Adria-Universitat Klagenfurt, Universitätsstr. 65-
0 Austria 1. Introduction The desire for esteem expresses one of the basic human needs, and probably there is no period in
intellectual history where there was no theoretical reflection about the role of this desire in human
life. Early modern natural law theories are no exception to this. Typically, however, the issue is dis-
cussed in texts primarily concerned with other issues, and often discussion of the morality of the
desire for esteem takes the form of shorter passages and scattered remarks.1 An exception to this
is the work of the Reformed jurist and historian Marquard Freher (1565–1614). Freher graduated
under the great legal humanist Jacques Cujas (1522–1590) in Bourges. After a few years as professor
of law in Heidelberg, he became a judge, counsellor and diplomat in the service of the Palatinate and
one of the pioneers in the historiography of medieval German law and literature.2 Freher devoted
two lengthy books to the legal aspects of esteem, reputation, glory and infamy: Tractatus de fama
publica (1588; second edition 1591) and Tractatus de existimatione acquirenda, conservanda et
amittenda (1591). Like many works of the legal humanists, these books give advice to legal prac-
titioners (for instance, by giving procedural rules for assessing the reputation of witnesses) but
also offer extremely detailed discussions of legal history and theoretical reflections concerning CONTACT Andreas Blank
67, Klagenfurt, 9020 Austria 492 A. BLANK the natural-law foundations of aspects of legal practice. And as the dedications to the Duke of
Bavaria, Johannes Casimir, and to Elector Friedrich IV show, Freher also had the hope that his
work would help princes to develop the right attitude toward fulfilling duties of esteem in their per-
sonal and political relations. While Freher’s work as a historian has found some scholarly attention,3 his work on esteem and
reputation has not yet been studied in any detail. Three reasons come to my mind why Freher’s
books deserve to be studied. First, when we try to assess the personal qualities of others, we are
usually faced with a high degree of uncertainty. In early modern legal thought, the Roman-law con-
cept of presumption fulfilled an indispensable function in dealing rationally with situations of
decisions under uncertainty. 1. Introduction In addition to presumptions that were laid down in law (the praesump-
tio iuris et de iure and the praesumptio iuris), the Roman-law tradition operated with presumptions
that are formed by individuals and that concern the actions and qualities of individuals (the so-
called praesumptiones hominis). While presumptions of the first type derive their validity from
the law and were taken to be immune to contrary evidence, presumptions of the latter type were
understood to be assumptions that are taken to be true until and unless contrary evidence makes
it inevitable to revise them.4 Freher relied on the work of other sixteenth-century legal humanists
such as Jacopo Menochio (1532–1607), André Tiraqueau (1488–1558), Andrea Alciato (1492–
1550), Aimone Cravetta (1504–1569), and Nicolaus Everardus (1462–1532), who discussed ques-
tions of esteem from the perspective of arguments from praesumptiones hominis, in general, and
of arguments from the presumption of goodness (praesumptio bonitatis), in particular. Freher’s
work can function as an insider’s guide to sixteenth-century debates about how to form presump-
tions about the personal qualities of others, in general, and about how to argue from the presump-
tion of goodness, in particular. Another reason for studying Freher’s views on these matters is that he discussed the ethical
implications of the presumption of goodness much more explicitly than any other legal humanist. Although the group of sixteenth-century jurists just mentioned figures prominently in recent
research concerning early modern historical scholarship5 and theories of juridical interpretation,6
and although early modern arguments from presumption have been studied in some detail,7 the
question of how the relation between legal and ethical aspects of the presumption of goodness
was understood by the legal humanists has, as far as I can determine, not been addressed in recent
scholarly work. The neglect into which this facet of legal humanism has fallen is regrettable because
the versions of natural law theory found in the legal humanists integrate aspects of legal theory with
considerations concerning natural needs, natural rights and natural duties that we would now clas-
sify as belonging to ethics. Taking Freher’s work as a point of departure makes clear that the pre-
sumption of goodness found in legal humanism did not reduce to the presumption of innocence;
rather, it included the duty to presume that others possess ethically good qualities, until and unless
contrary considerations force us to revise this presumption. 2. Teleology and the presumption of goodness Freher’s treatment of the duties of esteem is a useful starting point because it makes clear that the
conception of goodness implied by Roman law included legal and ethical aspects. Freher referred to
the definition given by the Roman jurist Callistratus according to which esteem is to be understood
as ‘the standing of undamaged dignity, approved by laws and customs, which by our delict is dimin-
ished or exhausted on the basis of the authority of laws.’8 As Freher explained, what matters here is
‘standing with respect to dignity, according to which some are held to be honorable, suitable, legal,
worthy of trust, above all suspicious and (as it is called) authentic; others are held to be notorious,
suspect, infamous, shameful, and excluded from testimony: and the verdict about reputation is
introduced partly through laws and the edicts of the magistrate, partly it depends on the habits
and good customs of the individual localities.’9 Evidently, according to this definition laws and
other legal documents play a role in determining dignity, but so do also other social conventions. g
p y
g
g
y
Accordingly, dignity does not reduce to non-delinquency. Rather, Freher understood dignity as
‘the quality of a person, in virtue of which she deserves to be counted among the good and honor-
able citizens; in virtue of which she is thought to be capable of receiving offices and honors and
suitable to carry out all actions of civil society, and on the contrary is thought to be unworthy of
any resentment, as long as he cares about a moderate performance in office and keeps clear of
all contagion with crime and shame, through which the purity and sincerity of his reputation
can be hurt immediately.’10 Crime is thus one of the elements that destroys reputation, but so is
behavior that, according to the conventions of a locality, give rise to shame. 1. Introduction This conception allowed to fulfil natu-
ral duties that derive from the natural need that we have for others’ thinking well of our character
traits, and to develop socially valuable attitudes such as trust and positive emotions toward others. A third reason for studying Freher’s work is that he shared with the legal humanists an acute
awareness of the problem that the advantages that they presumption of ethical goodness may
have for social relations may be cancelled out by prudential concerns. If we fulfil the natural
need of others to be held in good esteem and if we trust them and like them without good reasons,
we may have to pay a high price for our self-deception. The legal humanists answered these pru-
dential concerns by grounding the presumption of goodness in presumptions concerning natural
rational and emotional capacities common to all (grown-up, healthy) human beings, and also by
counterbalancing the presumption of goodness with evidence-based presumptions of badness. Such prudential considerations were taken to be important not only in legal but also in political
contexts. As we will see, in his role as counsellor, Freher himself used this strategy of balancing
the presumption of goodness with a variety of presumptions of badness to support the political
interests of the Palatinate. 493 HISTORY OF EUROPEAN IDEAS I will proceed as follows: First, I will establish that Freher, like other legal humanists, invoked
teleological considerations to distinguished the presumption of goodness from the presumption
of innocence. Subsequently, I will argue that Freher, like other legal humanists, appealed to con-
siderations concerning causal powers to answer prudential concerns raised by including ethical
aspects into the juridical presumption of goodness. Finally, I will analyse how Freher, like other
legal humanists, limited the presumption of goodness—both by restricting it to ordinary, non-
excellent virtue and by balancing it with a variety of presumptions of ethical badness that are equally
based on considerations concerning causal powers. 2. Teleology and the presumption of goodness Freher offers some teleological considerations: ‘I do not how nature itself brought
it about in the minds of everyone that they give great weight to the opinions of others about them-
selves and that they direct a great part of their lives toward this opinion.’18 In this sense, it is a brute
fact concerning human nature that social esteem is a source of happiness, more so than is self-
esteem. But for the very reason that being held in good esteem is a natural need, Freher maintained,
it is one of the needs that have to be taken into consideration in natural law: traits. The question, of course, is why one should presume that individuals exemplify all three var-
ieties of goodness. Freher offers some teleological considerations: ‘I do not how nature itself brought
it about in the minds of everyone that they give great weight to the opinions of others about them-
selves and that they direct a great part of their lives toward this opinion.’18 In this sense, it is a brute fact concerning human nature that social esteem is a source of happiness, more so than is self-
esteem. But for the very reason that being held in good esteem is a natural need, Freher maintained,
it is one of the needs that have to be taken into consideration in natural law: Since most people think that it is of highest importance, what others, who are endowed with the same reason,
who use the same laws and customs, and who live in the same community (with whom hence one necessarily
has to have a lot of interaction and communication), think about them; the opinion has arisen among them
that without any doubt good reputation and esteem has to be sought by everyone. This is why Cicero in book 1
of De legibus, where he discusses natural law, says that the mind of all humans have in common that that all
desire pleasure and all flee death and pain; likewise, that, due to the similarity between what is honorable and
glory, they judge those to be happy who are honored and miserable those who lack glory.19 Freher added that there is also instrumental value to social esteem. 2. Teleology and the presumption of goodness One dimension concerns trust:
‘The one is not said to be overly credulous who believes a person worthy of trust,’ a formulation that
alludes to Baldus’s view that ‘to believe a good person is not acting against natural law.’20 Another
instrumental dimension of social esteem concerns positive emotions—a dimension that is brought
out by Freher’s quotation from Cicero’s De officiis: ‘Because what it decent and honorable pleases by
itself, moves the mind of humans by its nature and kind … , we are forced by nature herself to like
those in whom we believe these virtues to reside.’21 If ethical aspects are included in the juridical conception of goodness, then the presumption of
goodness may be capable of fulfilling natural needs that the presumption of innocence could not
fulfil. Still, saying that the more inclusive way of thinking about the presumption of goodness
would fulfil some natural needs does not answer prudential concerns. Perhaps one could achieve
these nice effects only at an exceedingly high price. If one is too optimistic about the virtuous char-
acter traits of others, one will often be disappointed—very much to one’s own detriment. Would it
not be good advice to defer trusting and liking others until they have given some confirmation that
they deserve to be trusted and liked? The answer that the legal humanists could give to these con-
cerns is that their conception of the presumption of goodness was not only motivated by teleological
considerations but also by assessments of causal powers. In this sense, the presumption of goodness
is a special case of how presumptions, more generally, can be supported by causal considerations. The specific difference is that, while other presumptions are based on evidence concerning the qual-
ities of particular individuals, the presumption of goodness was understood to be based on con-
siderations concerning human nature. 2. Teleology and the presumption of goodness This is why non-delin-
quency is only one of the factors that grounds social esteem: ‘This esteem of being a good person is
acquired through integrity of customs, striving for virtue and innocence of living … ’11 Freher also
observed that the dimension of custom is built into how the Roman jurist Aemilius Papinianus
spelled out the content of the presumption of goodness: ‘Those acts that hurt our piety, esteem,
and shame and that (if I may speak in general) happen against good customs, of these, too, it should
not be believed that we are able to do so.’12 In addition to conformity with law and customs, virtue is a further factor constitutive of being
held in good esteem. This can be seen in Freher’s treatment of glory, which he took to be a form of
esteem that is particularly widespread but has the same foundation as esteem.13 ‘Since glory is to be
sought only on the basis of true virtue, and this in such an order … that we strive for virtue not out
of the desire for praise but in order to deserve praise for virtue … ’14 With a view to princes, Freher
held that striving for glory is essential for upholding power because it is essential for them to be
perceived as virtuous persons; while ‘through contempt for reputation, virtue is despised’ (con-
temptu famae contemni virtutes).15 More generally, he noted that ‘the affect relating to praise
and glory … was always believed to offer a perspicuous indication of character traits and minds
that are able to strive for virtue … ’16 And, as he commented, ‘since the love of glory contributes
so much to triggering in mortals the cultivation and the study of virtue, the wise have consequently
judged that glorious reputation and celebration must be the reward for excellent and accomplished
virtue.’17 The presumption of goodness in the Roman-law tradition thus comprised three elements: (1)
belief in non-delinquency, (2) belief in conformity to customs, and (3) belief in virtuous character A. BLANK A. BLANK 494 traits. The question, of course, is why one should presume that individuals exemplify all three var-
ieties of goodness. 3. Causal powers and the presumption of goodness It will be useful to begin with an analysis of how evidence-based presumptions were treated by the
legal humanists, on whose work Freher drew extensively. The general idea was brought into a suc-
cinct formula by Menochio: ‘Presumption and conjecture are derived from causal powers.’22 For
instance, ‘we say that it is to be believed that the one died earlier who was weaker and more vul-
nerable … Likewise, we say that the one is presumed to be the aggressor in a brawl who is bodily
stronger than the other … ’23 Menochio also mentioned virtues, vices, studies, education, arts
and inertia as mental qualities the give rise to presumptions.24 Evidently, these mental qualities
can be inferred on the basis of evidence concerning particular individuals, and not every individual
will exemplify these qualities in the same way. Freher, too, used evidence-based presumptions of goodness side by side with the view that the
presumption of goodness could be based on observations concerning human nature. As to the for-
mer pattern of argument, Freher quoted a passage from the Roman jurist Atrius Menander con-
cerning the legal standing of a soldier returning from enemy territory: 495 HISTORY OF EUROPEAN IDEAS If he had been esteemed to be a good soldier before, his assertion should be believed that he had been captured
by the barbarians and that he did not desert: But if he had been one who exceeds his furlough, or negligent of
those close to him, or sluggish, or acting outside his companionship, he is not to be believed when it happens
that he returns after a long time.25 Freher commented: ‘[O]n the ground of the previous life, we can estimate what we should judge
about the subsequent conversation and how the deeds and words of humans are to be under-
stood.’26 To explain what allows forming presumptions based on evidence from previous times,
he referred to André Tiraqueau’s De poenis. There, Tiraqueau developed the point by giving atten-
tion to Virgil’s portrayal of the relation between Dido and Aeneas: In these matters [Dido] was turned from a temperate person (which is the disposition of virtue itself) into a
self-controlled person, but not yet into a dissolute one. Sexual desire is presumed to diminish in old age … And generally, those qualities are presumed that are pre-
sent according to the different ages: from whence an old person is presumed to die easily … You could say that 3. Causal powers and the presumption of goodness For Dido was at the beginning moved to love Aeneas
both through virtue … and through those factors that in human affairs are esteemed not only to be good but to
be the highest goods. For who would not count the nobility of descent, the dignity and excellence of figure, and
outstanding eloquence among the highest goods? Finally, when to so many austere enemies the persuasion of
the flattering sister Anna were added, a more powerful appetite emerged and overwhelmed unwilling and
resisting reason; and she became not only an intemperate but dissolute woman … 27 As Tiraqueau explained, ‘this story teaches us how many steps there are from the disposition toward
virtues to the disposition toward vices; and how reluctantly and with how great difficulty we are
diverted from the former to the latter … ’28 Or to put it differently: ‘Change of life of humans is
not easy but takes place with labor of the soul.’29 This is a thought that Freher took up: What has become a habit is rarely corrected … The only reason for this presumption is what Cicero says in Pro
Sulla: ‘ … and no-one of us can rapidly pretend or suddenly change his way of living or turn his nature upside
down, no-one becomes suddenly the best, no-one becomes suddenly the worst.’30 This consideration, of course, can be illustrated by particular examples; but applying it to new cases
does not presuppose any new evidence concerning a particular individual. In this sense, even those
presumptions of goodness or badness that invoke previous experiences with the personal qualities
of particular individuals need to make use of a presumption against change that is based on an
assumption that concerns human nature in general. In fact, such general background assumptions play a crucial role in how presumptions are
formed in the absence of evidence concerning the character traits of particular individuals. Meno-
chio put it as follows: A presumption is derived from that nature of a person, of an action or of a thing. 3. Causal powers and the presumption of goodness BLANK old age properly speaking is not a disease; but once old age is proven, there results a praesumptio juris that this
person is weakened … Likewise, an old person is not as easily presumed to flee as a young person … 38 old age properly speaking is not a disease; but once old age is proven, there results a praesumptio juris that this
person is weakened … Likewise, an old person is not as easily presumed to flee as a young person … 38 Presumptions of this kind are grounded in the distinction between essential and accidental qual-
ities. Alciato noted that, as to the thematic realm to which such revisable legal presumptions
could be applied, two seemingly contradictory rules were often quoted. The first rule says that ‘a
presumption relates only to the realm of the factual since only there, conjectures have their
place.’39 The second rule says that ‘regularly, facts are not presumed but have to be proven.’40 As
Alciato explained, the second rule holds especially for accidental facts—those that do not derive
from the essence of things—because ‘extrinsic accidents are not presumed.’41 There is no contra-
diction between the two rules because the second rule is not applicable to cases ‘in which facts
are presumed on the basis of a previously existing cause.’ In such cases, ‘always once something
certain is presupposed, the presumption follows from thence. But we call the presuppositions
signs; for as arguments have their seats or places from where they arise … , so also do presumptions
arise from certain places … ’42 p
But not all presumptions require evidence concerning individual cases. Alciato’s treatment of the
rule that tells us that ‘change is not to be presumed’ illustrates this point.43 As Alciato clarified, this
rule is based on an ontological analysis of the nature of change: ‘[T]he rationale of this rule is that
changing means that something happens accidentally; and accidents are not presumed … ’44 What
he had in mind is the distinction between intrinsic accidents (which can be presumed because they
arise from the essence of a thing) and extrinsic accidents (which cannot be presumed because they
arise from an event that is external to the essence of the thing). 3. Causal powers and the presumption of goodness For instance, he contrasted the
insight that ‘extrinsic accidents are not presumed’45 with the insight that someone who was poor
in the past is not to be presumed poor now because everyone is presumed to strive to become weal-
thier.46 Here, the striving for material well-being seems to be understood as one of the natural qual-
ities that are presumed to be present in every person. What about the possibility of forming presumptions concerning personal qualities without evi-
dence concerning particular individuals? Freher described this possibility as follows: ‘Unless esteem
is contaminated or deleted through some delict, it always persists and always inheres; in such a way
that it is always presumed in favor of good reputation, probity and innocence; because this is con-
venient for, friendly to and in agreement with nature.’47 One of the arguments developed by Freher
concerns the professional duties of merchants. He ascribed to Baldus the view that ‘[o]ne has to rely
on the books of merchants more than on those of others, for the very reason that merchants are
persons of more proven faith and reputation and more committed to the law than others.’48 As Fre-
her commented, ‘this reason seems to be founded in what should happen than in what happens.’49
In fact, this seems to correspond closely to Baldus’s treatment of the question of when one should
rely on the balance books of merchants. Consider cases where these books contain contradictory
entries, for example when a merchant in one entry writes that he has received a sum connected
with a certain transaction and in a subsequent entry that he expects to receive the same sum. Baldus
gave the following assessment: In this case, the task and equity of the one who judges demand circumspection. For when the merchant is
noble and trustworthy, and the quantity small, one should believe his record, otherwise the business relation
would be fraudulent and the duty to keep a balance book (to which he is obliged due to the necessity to give an
account) would be most dangerous for him. 3. Causal powers and the presumption of goodness For … it has to be presumed
that each person and each thing and each action is according to its nature and as nature requires … A pre-
sumption is derived from nature itself, as when each person is presumed to be good, and hence not ungrateful
unless it is argued for and proved … Contracts are presumed to be made according to their nature, that is, by
someone who is mentally healthy. And hence the one who asserts that someone is furious and mentally
impaired must prove it, for, according to nature, everyone is presumed to be mentally healthy … 31 A presumption is derived from that nature of a person, of an action or of a thing. For … it has to be presumed
that each person and each thing and each action is according to its nature and as nature requires … A pre-
sumption is derived from nature itself, as when each person is presumed to be good, and hence not ungrateful
unless it is argued for and proved … Contracts are presumed to be made according to their nature, that is, by
someone who is mentally healthy. And hence the one who asserts that someone is furious and mentally
impaired must prove it, for, according to nature, everyone is presumed to be mentally healthy … 31 Presumptions based on what belongs to human nature were ubiquitous in sixteenth-century legal
discourse. One rule discussed by Alciato says that ‘the quality that naturally is in human beings is
presumed to be present always.’32 This rule is based on an understanding of what the natural qualities
of humans are—for instance, an understanding of emotional states—as well as an understanding of
qualities that are essential to human beings—such as sensation and natural reason.33 To mention
some of the examples that Alciato gave: Fathers are presumed to love their sons, and vice versa;34
fathers are presumed to have more fear about their sons than about themselves;35 brothers are
not presumed to hate each other but ‘rather it has verisimilitude that brothers like each other;’36
and ‘sense and natural reason are presumed in each human being unless the contrary is proven.’37
A similar pattern can be found in Alciato’s example concerning the nature of aging persons: 496 A. 3. Causal powers and the presumption of goodness And it does not have anything in common with them, if humans wanted to
use it rightly.’52 As he explained the normative side of his argument, ‘the houses of merchants must
be houses of truth and equity, especially because one has commonly recourse to trusting them.’53
Hence, because trade can be carried on only if the customers trust in merchants, and because
usually customers show such trust, merchants have a duty to be trustworthy and equitable. Some-
thing analogous holds for the role of trust and equity in the relations between merchants: Contracts
are ‘formed between merchants, among whom, for the most part, there is the custom of judging
according to what is good and equitable, and not according to the rigor of the law.’54 This is
why good faith and a commitment to equity is required from those who engage in trade. Going one step further, Freher argued that something analogous holds for the assumption that
(healthy, grown-up) person will understand the demands of natural law. As one of the sources of
the idea that the presumption in favour of good reputation agrees with nature, Freher mentioned
Aimone de Cravetta (1504-1569).55 Take Cravetta’s discussion of a case where the captain of an old
vessel refuses to transport some heavy goods in stormy weather. The discussion began with a pre-
sumption based on an assumption concerning a natural quality: ‘The desire for money, without
which we cannot live, is natural to all humans; therefore, absence of bad faith should be presumed
in someone whose act does not result in any pleasurable result for the agent.’56 This is why it should
be presumed that the captain’s refusal has been motivated by the intention to avoid shipwreck. Cra-
vetta used the concept of verisimilitude to express this thought: ‘Because this cause possesses ver-
isimilitude, it should be presumed … When something possesses verisimilitude, it is said to be in
accordance with natural law, because verisimilitude is said to be cognate to nature.’57 Here, one
encounters a characterization of ‘being cognate to nature’ as what is in accordance with natural
law. Moreover, accordance with natural law is understood as a criterion for the rationality of a pre-
sumption. 3. Causal powers and the presumption of goodness Also, because he wrote this book as if out of a tacit mandate and
out of the necessity of his duty, in particular when he himself has given an oath that he will practice his art
faithfully … 50 Baldus’s claim seems to be that one should presume that the second entry in the balance book
should be understood to be a correction of the first entry, otherwise one would ascribe a fraudulent
intention to the merchant; and ascribing such an intention would be contrary to the duties that
come naturally with his chosen profession. At the same time, Baldus limited the weight of such HISTORY OF EUROPEAN IDEAS 497 a presumption: As soon as the sum is big enough to constitute a substantial damage to the other
party, arguing from presumptions is not enough but requires evidence-based arguments. The presumption in favour of the faithfulness of a merchant thus arises from the assumption that
merchant will understand the ethical demands arising from the nature of his chosen profession. In
this context, Freher also referred to Tiraqueau, who made the reasoning relating to merchants more
explicit. As the French humanist expressed it, ‘in merchants … most extensive trust is required. But
it is not as if trust abounds in them; rather, it is much smaller and, if I may say, more sterile than in
others, because they are dedicated to ruses, frauds, lies, perjuries more than all others … ’51 In this
sense, Tiraqueau did not regard trust in the personal qualities of merchants to derive from a gen-
eralization based on what happens most frequently. Rather, he distinguished between the personal
qualities of merchants and the ethical demands that derive from the nature of trade relations. As to
the vices of merchants, Tiraqueau held that ‘they belong not to the art but to persons … For even if
in most cases those exert the art make an admixture of ruses, lies, frauds and perjuries: The art itself
is far away from them. 4. Balancing the presumption of goodness against presumptions of badness Forming the presumption of goodness, for the legal humanists, thus was not only guided by their
respect for the natural needs of others but also by their view that the rationality of presumptions
derives from their verisimilitude. But the answer that the legal humanists found to prudential con-
cerns had further aspects, and these aspects, like the assessment of verisimilitude, derive from con-
siderations concerning causal powers. One line of thought limited the presumption of goodness by restricting the degree of ethical
goodness that should be presumed. Immediately after the passages mentioned by Freher, Tiraqueau
cautioned that the presumption in favour of the good qualities of members of particular professions
does not involve the ascription of anything like ethical perfection. Rather, he believed that, while
considerations concerning human nature speak in favour of that normal goodness required to
fulfil professional roles, such considerations also speak against presuming excellent ethical qualities
in others. The reason he gave derives from an assumption concerning the role of self-love: It seems to be rather absurd and in no way safe for someone to be a judge in his own case, no matter how
decent and good a person he may be; for in almost everyone, self-love is so ingrained … that you will not
find anyone so decent, so modest, so attentive, so sharp-eyed that he would not, in estimating and inspecting
his own cause, become blind, dizzy, half-awake, wavering, dull, and delirious by the propensity of his mind.64 Here, everyday observations about the effects of self-love provide the basis for forming the pre-
sumption that no-one is a good judge in his own affairs. This presumption is not based on obser-
vations concerning the character traits of a particular individual; rather, it is a presumption based
on an assumption concerning human nature in general. Similarly, Freher emphasized that ‘no-one
is presumed to be good in the most excellent degree.’65 Also, he held that when someone ‘alleges his
goodness or good reputation as the foundation of his intention, then it must necessarily be proven
… ’66 Likewise, he argued that when the law requires witnesses to have a good reputation, it has to
be proven whether these requirements are fulfilled, otherwise the law would be superfluous.67 In the
view of the legal humanists, the presumption of goodness thus did not amount to a presumption of
ethical excellence. 3. Causal powers and the presumption of goodness Freher’s reference to Cravetta is informative because it indicates how the presumption of
goodness can be understood as an instance of arguing from verisimilitude: Persons should be pre-
sumed to recognize what is naturally good for them. This sense of verisimilitude understood as what
is in agreement with the demands of natural law58 seems also to be at stake when Freher wrote: ‘The
verisimilitude of the thing usually recommends good reputation if the reputation concerns those
things that are in agreement with nature, such as the probity and innocence of someone, in
favor of which one should form a presumption … ’59 Alciato, too, held that claims concerning what we should presume because it corresponds to the
nature of a thing are not restricted to matters of fact but also can reflect demands of natural law. Among the presumptions concerning the presence of a natural quality, Alciato mentioned the pre-
sumption that a member of an older generation wants to leave his estate to his descendants, because
a legitimate part of the estate is owed to descendants by natural law.60 Thereby, Alciato connected
an aspect of inheritance law that is highly relevant for cases where someone passes away without
having made a last will with a level of natural law that the Roman jurists regarded as being common
to humans and other animals—the demands of caring for offspring without which the survival and A. BLANK A. BLANK 498 well-being of a biological species cannot be secured.61 Hence, these are duties that are understood as
arising from the natural constitution of biological beings of our kind. Placing this presumption in
the context of the rule that recommends grounding presumptions on natural qualities thus is a con-
sequence of the idea that the demands of natural law are understood as being grounded in natural
qualities. From this perspective, it is not surprising to see that Alciato understood the presumption
of goodness to be grounded in assumptions concerning natural duties. With respect to the one who
profits from the presumption of goodness, he held that ‘because he has to be good, he deserves to be
presumed to be such … .’62 And since presuming the goodness of another is itself a natural duty,
there is a justified presumption that this duty will be fulfilled: ‘everyone is not only presumed to
be good but also presumed to be held in good esteem and reputation.’63 HISTORY OF EUROPEAN IDEAS Everyone is presumed to care about his own affairs before caring about the affairs of others … This is why it is
presumed that someone who dares to treat himself badly will commit worse things against others. And note
this against those who accept administrators or overseers who have consumed their own goods: Because they
will consume the good of others more easily … And this is confirmed by the consideration that he who failed
to provide advice in his own affairs is even more presumed to fail to provide advice in the affairs of others.69 As in the cases of evidence-based presumptions of goodness, such presumptions are based on a
combination of observations concerning particular individuals and assumptions concerning
human nature. This gives the legal humanists’ conception of how both presumptions of goodness
and presumptions of badness are formed a high degree of internal coherence and explains why the
same argumentative foundations that lead to evidence-based presumptions of goodness also allow
revision of these presumptions. Both evidence-based presumptions of goodness and presumptions
of badness thus involve the presumption against change. p
p
g
g
But, as Menochio pointed out, the presumption against change does not apply indiscriminately: [I]t does not apply when things are variable through the passage of time, out of either the necessity of nature,
or verisimilitude, or quality of acting. As when we say that the one who was once a child is not presumed to be
one now … Likewise, we say out of verisimilitude that the one who did not know letters in childhood is not
presumed not to know them now, since it has verisimilitude that humans can learn daily … Likewise, out of
the quality of acting we say that it is not presumed that the one who stabbed someone in the past will also stab
someone today … 70 In this way, assumptions concerning human nature can also ground presumptions in favour of
change. And this example makes it clear that even the presumption of badness to which a former
crime gives rise can be overturned by the passage of time in cases where assumptions about human
nature tell us that emotions that have prompted the misdemeanour are by their nature transitory. HISTORY OF EUROPEAN IDEAS The interplay between the presumption of goodness that could be overturned by more specific
presumptions of badness, which again could be overturned by equally specific presumptions of
goodness, is also highly relevant for Freher’s political activity as a counselour for the Palatinate. The constitutional situation of the Palatinate at the end of the sixteenth century was controversial
because large parts of the territory (Oberpfalz and Rheinpfalz) had fallen under the dominion of the
dukes of Bavaria. While the Bavarian side argued that electoral rights should be regarded as terri-
torial rights, Freher and his colleague at the University of Heidelberg, Denis Godefroy (1549–1622),
argued that electoral rights should be regarded as personal rights unaffected by territorial losses.71
One element of their case for the personal nature of electoral rights was their justification of the
validity of testamentary provisions about tutelage for the first-born heirs who have not yet reached
adulthood. Both the Bulla aurea of Emperor Charles IV (1356) the Bulla aurea Sigismundi (1434),
two of the fundamental laws of the German Empire, unambiguously conceded to the Electors the
right to confer in their last wills tutelage for their underage heirs upon some of their agnates (that is,
their male relatives who descend from a common male ancestor).72 As Freher explained, this right
was understood to be crucial for securing the electoral dignity for their first-born son (in the con-
crete case, Friedrich IV, who was under the tutelage of his uncle Johann Casimir until 1592).73 By including legal questions arising from tutelage, arguments from presumption became highly
pertinent for the controversy about the nature of electoral rights. Alciato discussed a bundle of pre-
sumptions relevant for tutelage as one of the applications of the rule that advises us to presume
natural qualities to be present. 4. Balancing the presumption of goodness against presumptions of badness Rather, it amounted to the presumption that individuals will respect law and cus-
tom, and that they will develop a moderate degree of ethical goodness. In this sense, the presump-
tion of goodness did not involve some imprudently high expectations. g
p
y
g
p
Placing the presumption of goodness in the context of a variety of presumptions of badness was a
further strategy to fulfil the demands of prudence. The presumption of goodness was not only
understood to be defeasible by something as strong as contrary evidence but also by something
as weak as contrary presumptions. And as in the case of other presumptions, these presumptions
were understood to be motivated by considerations concerning causal powers. Recall the case of the
soldier returning from the barbarians, where the presumption against the change of character traits
allows forming a presumption against someone who has been held to be an unreliable soldier in the
past.68 Alciato discussed a similar case, where the inability to take good care of oneself can give rise
to a presumption against the ability to take good care of others: HISTORY OF EUROPEAN IDEAS 499 HISTORY OF EUROPEAN IDEAS Most importantly, he took this rule to imply that, due to vulnerability
of minors, there cannot be a presumption of goodness in favour of the tutor: ‘In a minor ignorance is presumed … And for this reason, a minor is presumed to be deceived
easily.’74 This is why the burden of proof lies on the side of the tutor: ‘From this it is inferred that a
minor who takes out a loan from a lender is presumed to have been injured, unless it is proven that
he has become wealthier … Also, a sale that injures a pupil is presumed to have been made on the
basis of a fabricated lie.’75 Likewise, Menochio observed that a tutor who has neglected the duty of
having the goods belonging to the pupil registered in an inventory cannot invoke any presumption
in his own favour.76 There was even a praesumptio iuris et de iure against the tutor that goods 500 A. BLANK included in the inventory cannot be goods belonging to the tutor. As Menochio argued, ‘it does not
correspond to natural reason, nor does it have in any way verisimilitude, that tutors … accept that
in making the inventory of the goods of a pupil … their own goods be described among the goods of
the pupil … ’77 These are example of how the presumption of goodness can be overruled by presumptions of
badness based on considerations concerning causal propensities. The case of tutelage, however,
is interesting because it also provides examples of how presumptions of badness can be overruled
by specific presumptions of goodness. HISTORY OF EUROPEAN IDEAS For instance, Menochio noted that ‘the opinion of
interpreters is commonly accepted and true that it is permitted to a tutor to contract with his
pupil publicly, but not secretly … because by contracting publicly the suspicion of fraud ceases
… ’78 As he explained, ‘publicly’ can mean something like ‘in the presence of a co-tutor’, or ‘in
the presence of a well-informed judge’, or ‘in the presence of friends and relatives.’79 Alciato,
too, held that ‘it is presumed that blood relatives and family members will not fail to defend
their own relative … From which it follows that someone is not presumed to be devoid of defense
when he gives rise to some verisimilitude that at least his relatives or friends will defend him … ’80
For this reason, ‘someone who contracted through the intervention of family members and blood
relatives is not presumed to have contracted out of fear … ’81 And for the same reason, Alciato
argued, relatives should be chosen with priority as tutors.82 Analogous considerations shaped the defense of the personal nature of electoral rights. As to the
question of whether the electors’ right of making testamentary provisions concerning tutelage has
been used in a legitimate way, Godefroy argued that the deceased Elector (Ludwig VI) had sought
the advice of friends, legal experts and German and foreign rulers. In Godefroy’s view, this process
of consultation created a presumption in favour of the person nominated as tutor: ‘Suspect tutors
and curators are to be rejected through the advice or intervention of such persons; hence, once it has
been proven that one has decided and acted on the basis of their advice, it has to be presumed that
decision has been reached in good faith and without deception.’83 One of the reasons for why the
suspicion of fraud can be overcome through a process of consultation invoked emotional factors
relevant not only the question at hand: ‘In other cases, due to friendship, princes are never pre-
sumed to transgress rights because they can assist the one for whom they have an affection in a
different way, which allows them to gain both securer gratitude and truer glory.’84 Thus, assump-
tion about emotions toward friends and assumptions about expectations concerning gratitude and
social esteem belong to the causal propensities that make presumptions in favour of those giving
advice rational. HISTORY OF EUROPEAN IDEAS Freher justified the constitutional rule given by Emperor Sigismund in a similar way. According
to Freher, Sigismund preferred tutelage by close relatives over tutelage by foreigners or more remote
relatives for a good reason: This is so either because of the presumed faithfulness and affection of agnates, or also because this is what is
owed to the honor, connection and necessity of blood relations. And in their family, the members of the Pala-
tinate have fulfilled this demand of the situation since ancient times, and never admitted foreigners or even
relatives of a more remote degree at the cost of the envy of and contempt for the closer relatives … 85 The presumption in favour of the goodness of tutors chosen in accordance with the Bulla aurea
Sigismundi thus is grounded on assumptions concerning the emotions that tend to be present in
close relatives and on the assumption that they will have desire to act as tutors because this
fulfils a widely shared norm of what honourable action consist in. Notes Ibid., 10: “eam hominis qualitatem, qua in numero bonorum virorum & honestorum civium censeri meretur;
qua capax munerum & honorum, & ad omnes actus civilis societatis gerendos idoneus, rursumque iniuria &
quavis obtrectatione indignus reputatur, quandiu officii mediocritatem tuetur, omnique sceleris & flagitii con-
tagio vacat, quo famae suae puritas & synceritas statim laedi posset.” 10. Ibid., 10: “eam hominis qualitatem, qua in numero bonorum virorum & honestorum civium censeri meretur;
qua capax munerum & honorum, & ad omnes actus civilis societatis gerendos idoneus, rursumque iniuria &
quavis obtrectatione indignus reputatur, quandiu officii mediocritatem tuetur, omnique sceleris & flagitii con-
tagio vacat, quo famae suae puritas & synceritas statim laedi posset.” g
q
p
y
p
11. Ibid.: “Haec autem existimatio viri boni ut morum integritate, virtutis studio, vitaeque innocentia adquiritur
… ” On the concept of being a good person, see Welti, “‘Vir bonus’/ ‘homo bonus’/ ‘preudhomme.’” 11. Ibid.: “Haec autem existimatio viri boni ut morum integritate, virtutis studio, vitaeque innocentia adquiritur
… ” On the concept of being a good person, see Welti, “‘Vir bonus’/ ‘homo bonus’/ ‘preudhomme.’” 12. Freher, Existimatio, 84, citing Papinianus, Dig. 28.7.15: “Quae facta laedunt pietatem, existimationem, vere-
dundiam nostram, & (ut generaliter dixerim) contra bonos mores fiunt, ea nec facere nos posse credendum
est.” 12. Freher, Existimatio, 84, citing Papinianus, Dig. 28.7.15: “Quae facta laedunt pietatem, existimationem, vere-
dundiam nostram, & (ut generaliter dixerim) contra bonos mores fiunt, ea nec facere nos posse credendum
est.” 13. Freher, Existimatio, 18. ,
,
14. Ibid., 69: “Cum enim gloria non nisi ex vera virtute petenda sit, idque eo ordine … ut non laudis studio vir-
tutem affectemus, sed ex virtute laudem mereamur … ”
b d 14. Ibid., 69: “Cum enim gloria non nisi ex vera virtute petenda sit, idque eo ordine … ut non laudis studio vir-
tutem affectemus, sed ex virtute laudem mereamur … ” 16. Ibid., 38: “Sane hunc laudis & gloriae affectum, ut a natura animis insitus est; ita praeclarae indolis animique
ad virtutis studium apti significationem non obscuram praebere, semper creditum est … ” 16. Ibid., 38: “Sane hunc laudis & gloriae affectum, ut a natura animis insitus est; ita praeclarae indolis animique
ad virtutis studium apti significationem non obscuram praebere, semper creditum est … ” 17. 5. Conclusion By now it should be clear that the conception of the presumption of goodness that Freher derived
from the legal humanists offered an answer to how we could develop social emotions that fulfil the
natural need for being esteemed (not only for non-delinquency), and also an answer to prudential
concerns by grounding the presumption of goodness in considerations concerning causal powers. 501 HISTORY OF EUROPEAN IDEAS What the rules specified by the legal humanists have in common is that they rely on considerations
concerning the nature of persons and their acts. Forming the presumption of goodness is an
instance of forming presumptions on the basis of what happens most easily, given our background
assumptions concerning human nature. This is why the presumption of goodness can be counter-
balanced by presumptions of badness that likewise make use of assumptions concerning the causal
powers of mental states. And presumptions of badness, in turn, can be counter-balanced by pre-
sumptions of goodness that arise from considerations concerning the causal powers of other mental
states. Including ethical aspects into the juridical conception of the presumption of goodness thus
did not lead to a naïve and potentially dangerous form of trust; rather, it opened up the possibility of
dealing rationally with situations of uncertainty about the personal qualities of others. And this is
why the strategy of balancing presumptions of goodness and presumptions of badness turned out to
be a powerful tool not only for juridical but also for political argumentation. 1. On the desire for esteem in early modern natural law theories, see Blank, “Besold on Confederation Rights and
Duties of Esteem;” Blank, “Pufendorf and Leibniz on Duties of Esteem.” Notes 1. On the desire for esteem in early modern natural law theories, see Blank, “Besold on Confederation Rights and
Duties of Esteem;” Blank, “Pufendorf and Leibniz on Duties of Esteem.” 2. On Freher’s biography, see Fuchs, “Freher, Marquard;” Adam, Vitae Germanorum Jureconsultorum et Politi-
corum, 473-479; Brucker, Ehren-tempel der Deutschen Gelehrsamkeit, 106-110; Kornexl, Studien zu Marquard
Freher. 3. On Freher’s editions of medieval sources, see Kühlmann, Die deutschen Humanisten. 4. On the types of presumption, see Alciato, De praesumptionibus, 15-33. 5. See Kelley, Foundations of Historical Scholarship; Plessis, Reassessing Legal Humanism. 6. See Sbriccoli, L’interpretazione dello statuto; Massironi, Nell’officina del’interprete; Maclean, Meaning and
Interpretation in the Renaissance; Monheit, “Guillaume Budé, Andrea Alciato, Pierre de l’Étoile,” 27-31;
Kriechbaum, “Verba und mens in den Interpretationslehren des Humanismus,” 47-56; Méniel, “La séman-
tique d’un juriste.” 6. See Sbriccoli, L’interpretazione dello statuto; Massironi, Nell’officina del’interprete; Maclean, Meaning and
Interpretation in the Renaissance; Monheit, “Guillaume Budé, Andrea Alciato, Pierre de l’Étoile,” 27-31;
Kriechbaum, “Verba und mens in den Interpretationslehren des Humanismus,” 47-56; Méniel, “La séman-
tique d’un juriste.” q
j
7. See Gaskins, Burdens of Proof in Modern Discourse; Guiliani, “Civilian Treatises on Presumption;” Blank,
Arguing from Presumptions. 7. See Gaskins, Burdens of Proof in Modern Discourse; Guiliani, “Civilian Treatises on Presumption;” Blank,
Arguing from Presumptions. 8. Freher, Existimatio, 9: “Definitur … a Callistrato existimatio, dignitatis illaesae status, legibus ac moribus com-
probatus, qui ex delicto nostro authoritate legum minuitur aut consumitur” (Dig. 50.13.5). 8. Freher, Existimatio, 9: “Definitur … a Callistrato existimatio, dignitatis illaesae status, legibus ac moribus com-
probatus, qui ex delicto nostro authoritate legum minuitur aut consumitur” (Dig. 50.13.5). 9. Freher, Existimatio, 9-10: “[Status] dignitatis, quo alii honesti, idonei, legales, fide digni, exceptione maiores, &
(ut vocant) authentici; alii notati, suspecti, infames, turpesque & intestabiles habentur: quae famae censura
partim a legibus & edictis magistratuum introducta est, partim a consuetudine & bonis moribus singulorum
locorum dependet.” 9. Freher, Existimatio, 9-10: “[Status] dignitatis, quo alii honesti, idonei, legales, fide digni, exceptione maiores, &
(ut vocant) authentici; alii notati, suspecti, infames, turpesque & intestabiles habentur: quae famae censura
partim a legibus & edictis magistratuum introducta est, partim a consuetudine & bonis moribus singulorum
locorum dependet.” p
10. Notes Ibid., 44-45: “Cum itaque ad virtutis culturam & studium apud mortales excitandum tantum gloriae amor
possit, consequenter est a sapientibus iudicatum, excellentis & consummatae virtutis praemium, gloriosam
famam & celebrationem esse debere.” 17. Ibid., 44-45: “Cum itaque ad virtutis culturam & studium apud mortales excitandum tantum gloriae amor
possit, consequenter est a sapientibus iudicatum, excellentis & consummatae virtutis praemium, gloriosam
famam & celebrationem esse debere.” 18. Ibid., 14: “[N]escio quo modo in omnium animis ab ipsa natura comparatum est, ut aliorum de se opinionem
magni pendant, & ad eam se magna ex vitae parte component.” 18. Ibid., 14: “[N]escio quo modo in omnium animis ab ipsa natura comparatum est, ut aliorum de se opinionem
magni pendant, & ad eam se magna ex vitae parte component.” 19. Ibid., 14-15: “Cum itaque plurimum referre plerique homines putarent, quid de ipsis alii homines eadem
ratione praediti, iisdemque legibus & moribus utentes, & in eadem civitate constituti (quibuscum ideo neces-
sario plurimum consuetudinis & commercii habendum esset) sentirent; nata est inter illos haec opinio, ut non 19. Ibid., 14-15: “Cum itaque plurimum referre plerique homines putarent, quid de ipsis alii homines eadem
ratione praediti, iisdemque legibus & moribus utentes, & in eadem civitate constituti (quibuscum ideo neces-
sario plurimum consuetudinis & commercii habendum esset) sentirent; nata est inter illos haec opinio, ut non A. BLANK 502 dubitarent, bonam famam & existimationem esse cuilibet expetendam. Unde Tullius lib. 1. De legibus ubi de
iure naturae disserit, in hoc omnium hominum ingeniis convenire ait, quod & voluptate capiantur omnes, &
mortem doloremque fugiant; itemque quod propter honestatis & gloriae similitudinem beatos, qui honorati
sunt, iudicent; miseros autem, qui inglorii.” See Cicero, De legibus, 1.32. 20. Ibid., 116: “Non dicitur nimium credulus, qui credit homini fide digno … credere bono viro non est facere
contra ius naturale” (see Baldus, Consiliorum … volumen primum, 144). 20. Ibid., 116: “Non dicitur nimium credulus, qui credit homini fide digno … credere bono viro non est facere
contra ius naturale” (see Baldus, Consiliorum … volumen primum, 144). 20. Ibid., 116: “Non dicitur nimium credulus, qui credit homini fide digno … credere bono viro non est facere
contra ius naturale” (see Baldus, Consiliorum … volumen primum, 144). p
21. Notes Freher, Existimatio, 114, citing Cicero, De officiis, 2.9.32: “Etenim illud ipsum quod decorum honestumque
est, quia per se nobis placet, animosque hominum natura & specie sua commovet … : idcirco eos in quibus
illas virtutes esse remur, a natura ipsa diligere cogimur.” p
21. Freher, Existimatio, 114, citing Cicero, De officiis, 2.9.32: “Etenim illud ipsum quod decorum honestumque
est, quia per se nobis placet, animosque hominum natura & specie sua commovet … : idcirco eos in quibus
illas virtutes esse remur, a natura ipsa diligere cogimur.” 21. Freher, Existimatio, 114, citing Cicero, De officiis, 2.9.32: “Etenim illud ipsum quod decorum honestumque
est, quia per se nobis placet, animosque hominum natura & specie sua commovet … : idcirco eos in quibus
illas virtutes esse remur, a natura ipsa diligere cogimur.” p
g
g
22. Menochio, De praesumptionibus, 1: 20: “A viribus praesumptio atque coniectura desumitur.” p
g
g
. Menochio, De praesumptionibus, 1: 20: “A viribus praesumptio atque coniectura desumitur.” 23. Ibid.: “dicimus eum prius decessisse credi, qui debilior imbecilliorque erat … Ita dicimus quod is p
aggressor in rixa qui altero corpore fortior est … ” gg
q
p
24. Ibid.: “Bona animi, a quibus persaepe etiam coniectura ducitur, haec sunt, virtutes, vitia, studia, educatio,
artes, inertia.” 24. Ibid.: “Bona animi, a quibus persaepe etiam coniectura ducitur, haec sunt, virtutes, vitia, studia, educatio,
artes, inertia.” 24. Ibid.: “Bona animi, a quibus persaepe etiam coniectura ducitur, haec sunt, virtutes, vitia, studia, educatio,
artes, inertia.” 25. Freher, Existimatio, 156, citing Dig. 49.16.5.6: “Si bonus miles ante existimatus fuit, credendum affirmationi
eius, quod se captum a barbaris fuisse dicat; non transfugisse: Si vero emansor fuerit, aut negligens suorum,
aut segnis, aut extra contubernium agens, non esse credendum, si forte post multum temporis revertatur.” 25. Freher, Existimatio, 156, citing Dig. 49.16.5.6: “Si bonus miles ante existimatus fuit, credendum affirmationi
eius, quod se captum a barbaris fuisse dicat; non transfugisse: Si vero emansor fuerit, aut negligens suorum,
aut segnis, aut extra contubernium agens, non esse credendum, si forte post multum temporis revertatur.” 25. Freher, Existimatio, 156, citing Dig. 49.16.5.6: “Si bonus miles ante existimatus fuit, credendum affirmationi
eius, quod se captum a barbaris fuisse dicat; non transfugisse: Si vero emansor fuerit, aut negligens suorum,
aut segnis, aut extra contubernium agens, non esse credendum, si forte post multum temporis revertatur.” 26. Notes Ibid., 263: “Non facilis est vitae hominum mutatio, sed cum animae fit labore.” . Ibid., 263: “Non facilis est vitae hominum mutatio, sed cum animae fit labore.” 30. Freher, Existimatio, 160: “[R]aro corrigitur, quod venit in consuetudinem … Cuius praesumptionis haec sola
est ratio quod Tullius Pro Sulla ait: ‘ … neque enim potest quisquam nostrorum subito fingi, neque cuiusquam
vita repente mutari aut natura converti, nemo repente fit summus, nemo repente turpissimus.’” See Cicero,
Pro Sulla, 25.69. 30. Freher, Existimatio, 160: “[R]aro corrigitur, quod venit in consuetudinem … Cuius praesumptionis haec sola
est ratio quod Tullius Pro Sulla ait: ‘ … neque enim potest quisquam nostrorum subito fingi, neque cuiusquam
vita repente mutari aut natura converti, nemo repente fit summus, nemo repente turpissimus.’” See Cicero,
Pro Sulla, 25.69. 31. Menochio, De praesumptionibus, 1: 23: “sumitur praesumptio ex natura personae, actus vel rei. Nam … prae-
sumendum est, quod quaelibet persona & quaelibet res, & quilibet actus sit secundum suam naturam sicut eius
requirit natura … Sumitur praesumptio ex ipsa natura, ut quilibet bonus esse praesumatur, atque ita non
ingratus nisi arguatur & probetur … Codicillos praesumi factos secundam suam naturam, idest ab eo qui
sanae mentis est. Et ideo qui asserit aliquem essse furiosum & mentecaptum probare id debet, cum secundum
naturam quilibet praesumatur sanae mentis … ” 31. Menochio, De praesumptionibus, 1: 23: “sumitur praesumptio ex natura personae, actus vel rei. Nam … prae-
sumendum est, quod quaelibet persona & quaelibet res, & quilibet actus sit secundum suam naturam sicut eius
requirit natura … Sumitur praesumptio ex ipsa natura, ut quilibet bonus esse praesumatur, atque ita non
ingratus nisi arguatur & probetur … Codicillos praesumi factos secundam suam naturam, idest ab eo qui
sanae mentis est. Et ideo qui asserit aliquem essse furiosum & mentecaptum probare id debet, cum secundum
naturam quilibet praesumatur sanae mentis … ” 33. Ibid., 108: “Sensus & ratio naturalis praesumuntur in quolibet homine, nisi probetur contrarium … Probatur
autem quis fuiosus per signa extrinseca, puta quia loquitur verba more furiosorum.” 33. Ibid., 108: “Sensus & ratio naturalis praesumuntur in quolibet homine, nisi probetur contrarium … Probatur
autem quis fuiosus per signa extrinseca, puta quia loquitur verba more furiosorum.” 35. Ibid. d., 69: “imo est verisimile quod alter alterum diligat 36. Ibid., 69: “imo est verisimile quod alter alterum diligat.” q
g
37. Notes Ibid.: “Ex quo textu fundata est nobilis illa praesumptio, quod qui ante fuit bonus, & nunc sit bonus. Quia ex
transactae vitae ratione aestimari potest, quid de sequenti conversatione iudicemus, & quomodo facta dicta-
que hominum sint accipienda.” 26. Ibid.: “Ex quo textu fundata est nobilis illa praesumptio, quod qui ante fuit bonus, & nunc sit bonus. Quia ex
transactae vitae ratione aestimari potest, quid de sequenti conversatione iudicemus, & quomodo facta dicta-
que hominum sint accipienda.” q
p
27. Tiraqueau, De poenis, 215: “In quibus quidem ex temperata (qui est ipsius virtutis habitus) continens duntaxat
effecta est, nondum autem incontinens. Mota enim fuit … a principio Dido, ut Aeneam amet, tum virtute,
quam unam in vita contemplatione dedita intuemur, tum & his quae humanis coetibus non solum bona,
sed & summa bona existimabantur. Quis enim generis nobilitatem, quis formae dignitatem, atque excellen-
tiam, quis denique multo ornatu insignem orationem inter summa non adnumeret? Tandem vero cum ad
tot acerrimos hostes, blandae sororis Annae persuasiones accessissent, superior evasit appetitus, & rationem
quanvis invitam & reluctantem traxit: factaque est demum mulier non prorsus intemperans, sed incontinens
… ” q
p
27. Tiraqueau, De poenis, 215: “In quibus quidem ex temperata (qui est ipsius virtutis habitus) continens duntaxat
effecta est, nondum autem incontinens. Mota enim fuit … a principio Dido, ut Aeneam amet, tum virtute,
quam unam in vita contemplatione dedita intuemur, tum & his quae humanis coetibus non solum bona,
sed & summa bona existimabantur. Quis enim generis nobilitatem, quis formae dignitatem, atque excellen-
tiam, quis denique multo ornatu insignem orationem inter summa non adnumeret? Tandem vero cum ad
tot acerrimos hostes, blandae sororis Annae persuasiones accessissent, superior evasit appetitus, & rationem
quanvis invitam & reluctantem traxit: factaque est demum mulier non prorsus intemperans, sed incontinens
… ” 28. Ibid., 215: “Quibus quidem monemur, quam multi sint a virtutum habitu ad habitum vitiorum gradus: quam-
que aegre, & cum magna difficultate ab illis ad ista divertimus … ” 28. Ibid., 215: “Quibus quidem monemur, quam multi sint a virtutum habitu ad habitum vitiorum gradus: quam-
que aegre, & cum magna difficultate ab illis ad ista divertimus … ”
b d
“
f
l
h
d
fil b
” 28. Ibid., 215: “Quibus quidem monemur, quam multi sint a virtutum habitu ad habitum vitiorum gradus: quam-
que aegre, & cum magna difficultate ab illis ad ista divertimus … ” 29. Notes Menochio, De praesumptionibus, 1: 28: “Declaratur hic casus ut non procedat, quando res sunt variables ipso
temporis cursu, vel ex ipsius naturae necessitate, vel verisimilitudine, vel agendi qualitate. Sicuti dicimus, quod
ille, qui olim fuit infans non praesumitur etiam hodie infans … Ita quoque ex verisimilitudine dicimus, quod
ille qui a pueritia nescivit litteras, non praesumitur hodie nescire, cum verisimile sit hominem quotidie discere
posse … Ita ex qualitate agendi dicimus, non praesumi, quod ille, qui olim percussit, etiam hodie percutiat … ” 70. Menochio, De praesumptionibus, 1: 28: “Declaratur hic casus ut non procedat, quando res sunt variables ipso
temporis cursu, vel ex ipsius naturae necessitate, vel verisimilitudine, vel agendi qualitate. Sicuti dicimus, quod
ille, qui olim fuit infans non praesumitur etiam hodie infans … Ita quoque ex verisimilitudine dicimus, quod
ille qui a pueritia nescivit litteras, non praesumitur hodie nescire, cum verisimile sit hominem quotidie discere
posse … Ita ex qualitate agendi dicimus, non praesumi, quod ille, qui olim percussit, etiam hodie percutiat … ” 71. For detailed analysis of the legal and political situation of the Palatinate around 1600, see Messinger, Die Über
tragung der pfälzischen Kurwürde auf das Herzogtum Bayern. 71. For detailed analysis of the legal and political situation of the Palatinate around 1600, see Messinger, Die Üb
tragung der pfälzischen Kurwürde auf das Herzogtum Bayern. 72. The relevant passage from the Bulla aurea is reproduced in Freher, De legitima tutela, sig. *****recto-verso; the
full text of the Bulla aurea Sigismundi is reproduced in Freher, Assertio, sig. I3verso-K2verso. 72. The relevant passage from the Bulla aurea is reproduced in Freher, De legitima tutela, sig. *****recto-verso; the
full text of the Bulla aurea Sigismundi is reproduced in Freher, Assertio, sig. I3verso-K2verso. 73
Freher Assertio 63 72. The relevant passage from the Bulla aurea is reproduced in Freher, De legitima tutela, sig. *****recto-verso; the
full text of the Bulla aurea Sigismundi is reproduced in Freher, Assertio, sig. I3verso-K2verso. 73. Freher, Assertio, 63. 74. Alciato, De praesumptionibus, 112: “In minore praesumitur ignorantia … Et propterea talis praesumitur de
facili circumscribi.” 74. Alciato, De praesumptionibus, 112: “In minore praesumitur ignorantia … Et propterea talis praesumitur de
facili circumscribi.” 75. Ibid.: “inde infertur, quod minor contrahens mutuum cum foeneratore, praesumitur laesus, nisi probetur fac-
tus locupletior … [E]tiam venditio quae pupillum laedit, praesumitur commento mendacio facta.” 75. Notes Freher, Existimatio, 144: “Quae quidem ratio fundata videtur magis in eo quod fieri debebat, quam quod fit.” ,
,
Q
q
g
q
, q
q
50. Baldus, In VII. VIII. IX X. & XI. partem Codicis commentaria, fol. 86 recto:“[T]unc officium, & aequitas iudi-
cantis debet esse circumspecta. Nam quando mercator est nobilis, & fide digna persona, & quantitas parva,
credendum est suae scripturae, alioquin societas esset captiosa, & officium scibendi codicem rationum (ad
quod de necessitate reddendarum rationum tenetur) esset ei periculosissimum. Item quia hanc scripturam
facit quasi ex tacito mandato, & de necessitate officii sui, praesertim cum ipse iuraverit artem suam fideliter
exercere … ” Q
q
g
q
q
q
50. Baldus, In VII. VIII. IX X. & XI. partem Codicis commentaria, fol. 86 recto:“[T]unc officium, & aequitas iudi-
cantis debet esse circumspecta. Nam quando mercator est nobilis, & fide digna persona, & quantitas parva,
credendum est suae scripturae, alioquin societas esset captiosa, & officium scibendi codicem rationum (ad
quod de necessitate reddendarum rationum tenetur) esset ei periculosissimum. Item quia hanc scripturam
facit quasi ex tacito mandato, & de necessitate officii sui, praesertim cum ipse iuraverit artem suam fideliter
exercere … ” 50. Baldus, In VII. VIII. IX X. & XI. partem Codicis commentaria, fol. 86 recto:“[T]unc officium, & aequitas iudi-
cantis debet esse circumspecta. Nam quando mercator est nobilis, & fide digna persona, & quantitas parva,
credendum est suae scripturae, alioquin societas esset captiosa, & officium scibendi codicem rationum (ad
quod de necessitate reddendarum rationum tenetur) esset ei periculosissimum. Item quia hanc scripturam
facit quasi ex tacito mandato, & de necessitate officii sui, praesertim cum ipse iuraverit artem suam fideliter
exercere … ” 51. Tiraqueau, De poenis, 259: “In mercatoribus … fides exuberantissima requiritur. Sed tantum abest, ut is eis
fides exuberet, ut in eis sit multo minor, & ut sic loquar, sterilior, quam in caeteris: quippe cum dolis, frau-
dibus, mendaciis, periuriis sint ante omnes dediti … ” 51. Tiraqueau, De poenis, 259: “In mercatoribus … fides exuberantissima requiritur. Sed tantum abest, ut is eis
fides exuberet, ut in eis sit multo minor, & ut sic loquar, sterilior, quam in caeteris: quippe cum dolis, frau-
dibus, mendaciis, periuriis sint ante omnes dediti … ” 51. Tiraqueau, De poenis, 259: “In mercatoribus … fides exuberantissima requiritur. Notes Freher, Fama, 115: “ipsa verisimilitudo rei famam magnopere commendare solet, si fama sit de his, quae su
naturae consentanea, veluti de probitate & innocentia alicuius, pro qua praesumendum est … ”
60. Alciato, De praesumptionibus, 45. 59. Freher, Fama, 115: “ipsa verisimilitudo rei famam magnopere commendare solet, si fama sit de his, quae sunt
naturae consentanea, veluti de probitate & innocentia alicuius, pro qua praesumendum est … ”
60. Alciato, De praesumptionibus, 45. 61. See Scattola, Das Naturrecht vor dem Naturrecht, 58-59. 62. Alciato, De praesumptionibus, 245: “unde cum debeat esse bonus, merito debet etiam praesumi … ”
63
Ibid 247 “
ilib t
l
it
b
d ti
it
b
i ti
ti
i & f 62. Alciato, De praesumptionibus, 245: “unde cum debeat esse bonus, merito debet etiam praesum 63. Ibid., 247: “quilibet non solum praesumitur bonus, sed etiam praesumitur bonae existimation 64. Ibid., 236: “Satis absurdum videri & minime tutum, quempiam quantumlibet probum ac bonum virum, iudi-
cem esse in sua, aut suorum causa: cum omnibus usque adeo insita sit illa philautia … , ut neminem tam pro-
bum, tam modestum, tam attentum, tam oculatum invenias, qui in sua causa aestimanda, at introspicienda
quadam animi propensione corruptus caecutiat, calliget, lippiat, fluctuet, hebetescat, deliret.”
65. Freher, Fama, 135. 64. Ibid., 236: “Satis absurdum videri & minime tutum, quempiam quantumlibet probum ac bonum virum, iudi-
cem esse in sua, aut suorum causa: cum omnibus usque adeo insita sit illa philautia … , ut neminem tam pro-
bum, tam modestum, tam attentum, tam oculatum invenias, qui in sua causa aestimanda, at introspicienda
quadam animi propensione corruptus caecutiat, calliget, lippiat, fluctuet, hebetescat, deliret.”
65. Freher, Fama, 135. 66. Ibid., 201: “Quando tamen bonitatem seu bonam famam pro suae intentionis fundamento allegat, tunc illa ei
necessario probanda est … ”
67. Ibid., 135. b 66. Ibid., 201: “Quando tamen bonitatem seu bonam famam pro suae intentionis fundamento allegat, tunc illa ei
necessario probanda est … ”
67. Ibid., 135. 67. Ibid., 135. 68. See above, note 25. 69. Alciato, De praesumptionibus, 140-141: “Quilibet praesumitur prius res curare proprias, quam alienas … Ubi
praesumitur peius in alium committere, qui in seipsum malum audet. Et ista nota contra eos, qui accipiunt
factores seu institores qui consumpserunt propria bona: quia facilius consument aliena … Et pro hoc etiam
facit, quia qui suis in rebus consilio indiget, multo magis praesumitur in alienis rebus indigere.” 70. Notes Ibid., 108: “Sensus & ratio naturalis praesumuntur in quolibet homine, nisi probetur contrarium.” 37. Ibid., 108: “Sensus & ratio naturalis praesumuntur in quolibet homine, nisi probetur contrarium.” 108: “Sensus & ratio naturalis praesumuntur in qu 38. Ibid, 142: “praesumitur libido diminuere in senectute … Et generaliter, secundum aetates praesumuntur ea
quae naturaliter insunt: unde senex praesumitur de facili moriturus … Potes dicere, quod senectus proprie
loquendo non sit morbus: sed probata senectute, resultat praesumtio iuris, quod sit aeger … Item senex
non ita de facili praesumitur fugiturus sicut iuvenis … ” 38. Ibid, 142: “praesumitur libido diminuere in senectute … Et generaliter, secundum aetates praesumuntur ea
quae naturaliter insunt: unde senex praesumitur de facili moriturus … Potes dicere, quod senectus proprie
loquendo non sit morbus: sed probata senectute, resultat praesumtio iuris, quod sit aeger … Item senex
non ita de facili praesumitur fugiturus sicut iuvenis … ” 38. Ibid, 142: “praesumitur libido diminuere in senectute … Et generaliter, secundum aetates praesumuntur ea
quae naturaliter insunt: unde senex praesumitur de facili moriturus … Potes dicere, quod senectus proprie
loquendo non sit morbus: sed probata senectute, resultat praesumtio iuris, quod sit aeger … Item senex
non ita de facili praesumitur fugiturus sicut iuvenis … ” 42. Ibid., 33. HISTORY OF EUROPEAN IDEAS 503 47. Freher, Existimatio, 11: “nisi aliquo delicto existimatio contaminetur vel deleatur, semper durat, semper inest;
adeo ut pro bona fama, probitate, & innocentia usque praesumatur; quia naturae conveniens, amica, & con-
sentanea est … ” 47. Freher, Existimatio, 11: “nisi aliquo delicto existimatio contaminetur vel deleatur, semper durat, semper inest;
adeo ut pro bona fama, probitate, & innocentia usque praesumatur; quia naturae conveniens, amica, & con-
sentanea est … ” 48. Ibid., 144: “propter hoc ipsum stari codicibus mercatorum potius quam aliorum, quod mercatores sint
homines probatioris fidei & famae & legaliores quam caeteri.” 48. Ibid., 144: “propter hoc ipsum stari codicibus mercatorum potius quam aliorum, quod mercatores sint
homines probatioris fidei & famae & legaliores quam caeteri.” 48. Ibid., 144: “propter hoc ipsum stari codicibus mercatorum potius quam aliorum, quod mercatores sint
homines probatioris fidei & famae & legaliores quam caeteri.” g
49. Freher, Existimatio, 144: “Quae quidem ratio fundata videtur magis in eo quod fieri debebat, quam quod fit.” g
49. Notes Sed tantum abest, ut is eis
fides exuberet, ut in eis sit multo minor, & ut sic loquar, sterilior, quam in caeteris: quippe cum dolis, frau-
dibus, mendaciis, periuriis sint ante omnes dediti … ” 52. Tiraqueau, De nobilitate, fol. 212v: “Nec mercaturae laudibus affert praeiudicium quod de mercatorum vitiis
dictum sit. Non enim artis sunt ista, sed hominum … Nam etsi plerique eam artem exercentes, dolos, men-
dacia, fradues, periuria admiscent: Ars tamen ipsa longe ab iis distat. Neque quicquam cum iis habet com-
mune, si ea recte uti velint homines.” 52. Tiraqueau, De nobilitate, fol. 212v: “Nec mercaturae laudibus affert praeiudicium quod de mercatorum vitiis
dictum sit. Non enim artis sunt ista, sed hominum … Nam etsi plerique eam artem exercentes, dolos, men-
dacia, fradues, periuria admiscent: Ars tamen ipsa longe ab iis distat. Neque quicquam cum iis habet com-
mune, si ea recte uti velint homines.” 52. Tiraqueau, De nobilitate, fol. 212v: “Nec mercaturae laudibus affert praeiudicium quod de mercatorum vitiis
dictum sit. Non enim artis sunt ista, sed hominum … Nam etsi plerique eam artem exercentes, dolos, men-
dacia, fradues, periuria admiscent: Ars tamen ipsa longe ab iis distat. Neque quicquam cum iis habet com-
mune, si ea recte uti velint homines.” 53. Tiraqueau, De poenis, 258: “domus mercatorum debet esse domus veritatis, & aequitatis, ob id possimum,
quod ad fidem eorum communiter confugitur.” 53. Tiraqueau, De poenis, 258: “domus mercatorum debet esse domus veritatis, & aequitatis, ob id possimum,
quod ad fidem eorum communiter confugitur.” 53. Tiraqueau, De poenis, 258: “domus mercatorum debet esse domus veritatis, & aequitatis, ob id possimum,
quod ad fidem eorum communiter confugitur.” g
54. Ibid.: “cum sunt inter mercatores initas inter quos ut plurimum iudicari solet ex bono & aequo, & non de
rigore.” 54. Ibid.: “cum sunt inter mercatores initas inter quos ut plurimum iudicari solet ex bono & aequo, & non de
rigore.” 54. Ibid.: “cum sunt inter mercatores initas inter quos ut plurimum iudicari solet ex bono & aequo, & non de
rigore.” 55. Freher, Fama, 206. 56. Cravetta, Consilia, 1: 64. 57. Ibid. 57. Ibid. 58. On this sense of verisimilitude in sixteenth-century legal theory, see Blank, “Common Usage.” 58. On this sense of verisimilitude in sixteenth-century legal theory, see Blank, “Common Usage.” 59. Disclosure statement Disclosure statement No potential conflict of interest was reported by the author(s). No potential conflict of interest was reported by the author(s). Funding This work was supported by Austrian Science Fund (FWF): [grant number M-2097]. Bibliography Adam, Melchior, Vitae Germanorum Jureconsultorum et Politicorum (Heidelberg: Rosa, 1620). Adam, Melchior, Vitae Germanorum Jureconsultorum et Politic
Alciato, Andrea, De Praesumptionibus (Lyon: Iunta, 1551). Adam, Melchior, Vitae Germanorum Jureconsultorum et Politicorum (Heidelberg: Rosa, 1620)
Alciato, Andrea, De Praesumptionibus (Lyon: Iunta, 1551). Baldus, de Ubaldis, In VII. VIII. IX X. & XI. partem Codicis commentaria (Venice: Iunta, 1515). Baldus, de Ubaldis, Consiliorum sive responsionum … volumen primum (Venice: Nicolinus, 1580). Blank, Andreas, “Common Usage, Presumption and Verisimilitude in Sixteenth-Century Theor
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y f
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Cravetta, Aimone de, Consiliorum sive responsionum … primus & secundus tomus (Frankfurt: Sauriu Cravetta, Aimone de, Consiliorum sive responsionum … primus & secundus tomus (Frankfurt: Saurius, 1605). Tractatus de existimatione adquirenda, conservanda, et admittenda (Basel: Henricpetri, 1591). Freher, Marquard. Tractatus de existimatione adquirenda, conservanda, et admittenda (Basel: Henri Freher, Marquard. Tractatus de fama publica (Basel: Henricpetri, 1591). Freher, Marquard. Assertio propriae gubernationis serenissimi principis, Domini Friderici Quarti Comitis Palatin
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tus locupletior … [E]tiam venditio quae pupillum laedit, praesumitur commento mendacio facta.” 76. Menochio, De praesumptionibus, 2: 314 504
A. BLANK 504
A. BLANK 504 77. Ibid., 2: 858: “nec rationi conveniat naturali, nec aliquo modo verisimile sit, ut tutores … in confectione inuen-
tarii bonorum pupilli … describi patiantur propria bona inter illa pupilli … ” 77. Ibid., 2: 858: “nec rationi conveniat naturali, nec aliquo modo verisimile sit, ut tutores … in confectione inuen-
tarii bonorum pupilli … describi patiantur propria bona inter illa pupilli … ” 78. Ibid., 1: 415-416: “Recepta & vera est interpretum sententia, tutori permissum quidem esse, palam suo cum
pupillo contrahere, clam vero non esse … quia contrahendo palam cessat fraudis suspicio … ”
79
Ibid 1 416 78. Ibid., 1: 415-416: “Recepta & vera est interpretum sententia, tutori permissum quidem esse, palam suo cum
pupillo contrahere, clam vero non esse … quia contrahendo palam cessat fraudis suspicio … ”
79. Ibid., 1: 416. 80. Alciato, De praesumptionibus, 62: praesumitur consanguinei & affines non omissuri defensionem consangui-
nei sui … Ex quo sequitur, quod non praesumatur indefensus, ex quo verisimile est, quod saltem affines vel
amici eum defendent … 81. Ibid., 65: non praesumitur per metum contraxisse, qui contraxit intervenientibus affinibus & con
… 82. Ibid., 63: “Et ex hac ratione prius etiam admitarentur ad tutelam.” 83. Godefroy, De tutelis, 22: “ut huiusmodi personarum consiliis vel interventu Tutores & Curatores suspecti
removendi sunt: ita quod eorum consilio factum, gestum esse probabitur, bona fide & sine calumnia factum
fuisse praesumendum fuerit.” p
84. Ibid., 22-23: “alioqui Principes ob amicitiam jura transgredi nunquam praesumuntur; quia ei quem diligunt,
aliter prodesse possunt, unde & certiorem gratiam & veriorem gloriam adsequantur.” 85. Freher, De testamentaria tutela, 77-78: “Idque sive ob praesumptam agnatorum fidem & affectionem, sive
etiam quod hoc quidquid est honoris, coniunctioni & necessitudini sanguinis deberetur. Et facile servarunt
hoc prepon jam ab omni antiquitate ipsi Palatini in familia sua, neque extraneos aut etiam gradu remotiores
in invidiam & contemptum propinquorum unquam admiserunt … ” On the notion of to prepon in ancient
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Civilian Treatises on Presumption, 1580 1620. In The Law of Presumptions. Essays in
Comparative Legal History, ed. Richard H. Helmholz (Berlin: Duncker & Humblot, 2009), 21–72. Godefroy, Denis. De tutelis electoralibus testamentariis ([Heidelberg]: Voegelin, 1611). Comparative Legal History, ed. Richard H. Helmholz (Berlin: Duncker & Humblot, 2009), 21–72
Godefroy, Denis. De tutelis electoralibus testamentariis ([Heidelberg]: Voegelin, 1611). HISTORY OF EUROPEAN IDEAS 505 Kelley, Donald, Foundations of Historical Scholarship: Language, Law and History in the French Renaissance
(Princeton: Princeton University Press, 1970). y
Kornexl, Dietrich. Studien zu Marquard Freher (1565-1614): Leben, Werke und gelehrtengeschichtliche Bedeutung
(Dissertation, University of Freiburg, 1966). Kriechbaum, Maximiliane. “Verba und mens in den Interpretationslehren des Humanismus,” in Theorie der
Interpretation vom Humanismus bis zur Romantik. Rechtswissenschaft, Philosophie, Theologie, edited by Jan
Schröder (Stuttgart: Steiner, 2001), 47-74. g
Kühlmann, Wilhelm, Die deutschen Humanisten: Dokumente zur Überlieferung der antiken und mittelalterlichen
Literatur in der Frühen Neuzeit. Vol. 1,1: Marquard Freher (Turnhout: Brepols, 2005). Maclean, Ian, Interpretation and Meaning in the Renaissance. The Case of Law (Cambridge: Cambridge University
Press, 1992). Massironi, Andrea. Nell’officina del’interprete. La qualificazione del contratto nel diritto commune (secoli IIV-XVI)
(Milano: Giuffrè, 2012). Méniel, Bruno. “La sémantique d’un juriste: la réflexion d’André Alciat sur le titre De uerborum significatione.” In
André Alciat. Un humaniste au confluent des savoirs en Europe, eds. Rolet, Anne, and Stéphane Rolet
(Turnhout: Brepols, 2013), 131-144. p
Menochio, Jacopo, De praesumptionibus, coniecturis, signis, et indicibus. 3 vols. (Lyon: de Harsy, 1608). Ü p
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und politische Probleme. Berlin: Lit, 2015. p
Monheit, Michael L., “Guillaume Budé, Andrea Alciato, Pierre de l’Étoile: Renaissance Interpreters of Roman Law.”
Journal of the History of Ideas 89 (1997), pp. 21–40. f
y f
pp
Plessis, Paul du. Reassessing Legal Humanism and Its Claims (Edinburgh: Edinburgh University Press, 2015). oulakos, John. “Toward a Sophistic Definition of Rhetoric.” Philosophy and Rhetoric 16 (1) (1983): 35 Poulakos, John. “Toward a Sophistic Definition of Rhetoric.” Philosophy Sbriccoli, Mario. L’interpretazione dello statuto. Contributo allo studio della functione dei giuristi nell’età comunale
(Milano: Giuffrè, 1969). Scattola, Merio, Das Naturrecht vor dem Naturrecht. Zur Geschichte des ‘ius naturae’ im 16. Jahrhundert (Tübingen:
Niemeyer, 1999). y
Tiraqueau, André. Bibliography De nobilitate, et iure primigeniorum (Paris: Keruer, 1549). Tiraqueau, André. De poenis legum, ac consuetudinum, statutorumque temperandis, aut etiam remittendis , 2nd ed. (Lyon: Sennetonius, 1562). Welti, Manfred. “‘Vir bonus’/ ‘homo bonus’/ ‘preudhomme’: Kleine Geschichte dreier nahe verwandter Begriffe.”
Archiv für Begriffsgeschichte 38 (1995): 48-65.
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Implementation Framework for Energy Flexibility Technologies in Alkmaar and Évora
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Implementation Framework for Energy Flexibility
Technologies in Alkmaar and Évora Nienke Maas 1,*
, Vasiliki Georgiadou 1
, Stephanie Roelofs 1
, Rui Amaral Lopes 2
,
Anabela Pronto 2 and João Martins 2 1
TNO—Netherlands Organization of Applied Scientific Research, NL-2595 DA,
96800 The Hague, The Netherlands; vasiliki.geogiadou@tno.nl (V.G.); stephanie.roelofs@tno.nl (S.R.)
2
UNINOVA—Instituto Desenvolvimento de Novas Tecnologias, Faculdade De Ciências E Tecnologia,
2829-517 Caparica, Portugal; rm.lopes@fct.unl.pt (R.A.L.); amg1@fct.unl.pt (A.P.); jf.martins@fct.unl.pt (J.M.)
*
Correspondence: Nienke.maas@tno.nl; Tel.: +31-646847246
1
TNO—Netherlands Organization of Applied Scientific Research, NL-2595 DA,
96800 The Hague, The Netherlands; vasiliki.geogiadou@tno.nl (V.G.); stephanie.roelofs@tno.nl (S.R.)
2
UNINOVA—Instituto Desenvolvimento de Novas Tecnologias, Faculdade De Ciências E Tecnologia,
2829-517 Caparica, Portugal; rm.lopes@fct.unl.pt (R.A.L.); amg1@fct.unl.pt (A.P.); jf.martins@fct.unl.pt (J.M.)
*
Correspondence: Nienke.maas@tno.nl; Tel.: +31-646847246 Received: 30 September 2020; Accepted: 4 November 2020; Published: 6 November 2020 Received: 30 September 2020; Accepted: 4 November 2020; Published: 6 November 2020 Abstract: As energy generation based on renewable resources does not always match energy
consumption profiles, Positive Energy Districts (PEDs) should embody energy flexibility technologies
to decrease possible negative impacts on existing grids due to, e.g., reverse power flows. As part of
the EU H2020 Smart Cities and Communities project POCITYF, the cities Alkmaar (NL) and Évora
(PT) aim to support the deployment and market uptake of such districts and in doing so demonstrate
innovative and integrated technologies to enable flexibility in the energy system. This paper addresses
implementation conditions for energy flexibility technologies that help cities to engender the expected
impact and ensure replication of these technologies to other sites. It aims to guide both urban planners
and technology solution providers through pitfalls and opportunities that can appear during the
design and implementation of PEDs. Taking this into consideration, the RUGGEDISED innovation
and implementation framework for smart city technology was taken as a starting point to describe
and analyze the experiences in Alkmaar and Évora. Keywords: governance; energy flexibility; positive energy districts; sustainable energy;
smart city deployment energies energies 1. Introduction The need for cities to become more sustainable is high and several definitions of smart cities refer
to this need. A definition of a smart city is “a sustainable and efficient City with high Quality of life
that aims to address Urban challenges (improve mobility, optimize use of resources, improve Health
and safety, improve social development, support economic growth and participatory governance)
by application of ICT in its infrastructure and services, collaboration between its key stakeholders
(Citizens, Universities, Government, Industry), integration of its main domains (environment, mobility,
governance, community, industry, and services), and investment in Social capital” [1]. However,
retrofitting existing environments remains challenging [2]. Positive Energy Districts (PEDs) play an
important role in more liveable and sustainable future cities. PEDs are districts producing energy
from local and distributed renewable energy sources, presenting generation surplus over a specific
balance period (typically one year) that may be transferred to areas outside a PED’s boundaries [3]. One definition of PEDs by JPI Urban Europe (2019) refers explicitly to the active management of energy
flows: “PEDs are energy-efficient and energy-flexible urban areas or groups of connected buildings
which produce net zero greenhouse gas emissions and actively manage an annual local or regional
surplus production of renewable energy” [4]. Energies 2020, 13, 5811; doi:10.3390/en13215811 www.mdpi.com/journal/energies www.mdpi.com/journal/energies Energies 2020, 13, 5811 2 of 16 The large deployment of distributed generation based on renewable energy (RE) can increase the
complexity of grid management and operation due to several factors (see, for instance, the impact of
reverse power flows on distribution transformer aging [5]. Increased energy flexibility in the existing
energy systems is therefore a crucial mechanism to delay costly and overdesigned adaptation of the grid
infrastructure itself [6]. In this context, technology can be of great help in linking resource efficiency
and flexibility in energy supply and demand with innovative, inclusive and more cost-effective services
for citizens and businesses. Such technologies can integrate infrastructures like smart grids that have
been piloted in several cities in FP7 and H2020 projects [7]. In Alkmaar (Netherlands) and Évora (Portugal), innovative and integrated technical solutions are
being implemented in order to support the deployment and market uptake of PEDs. This research
and the pilots in Alkmaar and Évora are being conducted within the EU H2020 Smart Cities and
Communities project POCITYF [8]. 1. Introduction The project started in October 2019 and includes the demonstration
of solutions of a high technology readiness level (TRL ≥6) [9] for achieving flexible and efficient
use of electricity in contexts with different climatic conditions and regional characteristics (technical,
financial, social and legal). Alkmaar and Évora are proving grounds for innovative and integrated
technical solutions for buildings and districts in which energy management systems are implemented
to increase flexibility. Starting points are lessons learnt from pre-pilots at other sites, i.e., locations and
buildings where individual technologies have been implemented before. The second step, which is
dedicated to demonstration activities, combines technologies toward integrated systems at the building,
block and district levels in the areas of Alkmaar and Évora. The third step refers to replication of
these integrated systems in other selected areas of Alkmaar and Évora and in the six fellow cities:
Granada (Spain), Bari (Italy), Celje (Slovenia), Újpest in Budapest (Hungary), Ioannina (Greece) and
Hvidovre (Denmark). Starting from the RUGGEDISED innovation and implementation framework developed in the
EU H2020 RUGGEDISED project [10], this paper addresses implementation conditions for energy
flexibility technologies in Alkmaar and Évora in order to support the achievement of expected impacts
and ensure replication of these technologies within and beyond POCITYF. The technologies under
consideration are ReFlex [11] for Alkmaar and flexibility control algorithms for Évora. Both aim
at exploiting the energy flexibility provided by the available controllable devices (e.g., batteries or
electric water heaters) at the building, block and district levels in order to achieve specific objectives
(e.g., improve matching between renewable generation and energy demand or decrease peak loads). The RUGGEDISED innovation and implementation framework is an analytical tool that helps city
planners to assess important success factors in the implementation process of smart technologies well in
advance. This framework focusses on smart city technologies in a broader sense without concentrating
necessarily on energy flexibility technologies alone. Therefore, this paper aims to guide both urban
planners and technology solution providers through pitfalls and opportunities that can appear during
the design and implementation of a PED. It describes practical examples of implementation conditions
seen or experienced in Alkmaar and Évora (or that were missing). This can be used to describe valuable
lessons for the implementation of energy flexibility in future PEDs. 1. Introduction This framework identifies both
the implementation conditions that were of relevance and influence in either case of the two cities,
and those conditions that did not play a role. In doing so, it provides insights in improving and
adjusting projects and shifts the focus on conditions that matter. This paper discusses the application
of the framework by presenting how it is being used in practice for the analysis of the implementation
of PEDs in Alkmaar and Évora. 2. Materials and Methods The RUGGEDISED framework [10] can be used to assess the implementation process of smart city
projects and therefore “advises” what should be in place for successful implementation. In POCITYF,
records of progress on pre-pilots and foreseen demonstration activities in Alkmaar and Évora have
been taken, using questionnaires. These questionnaires focused on key technical components 3 of 16 Energies 2020, 13, 5811 and specifications of the innovative solutions, on the demonstration sites (considering specific
challenges related to the context), on problems and restrictions experienced and on lessons learnt
(e.g., technical improvements, energy savings or socioeconomic benefits). The project partners involved
with each innovative solution took care of the respective questionnaires. These project partners work
for different organizations, e.g., research institutes, governments, utilities and technology providers. Despite common challenges, the cities of Alkmaar and Évora face city- and district-specific
challenges due to divergent geography, geology, demography, climate and socio-economic and cultural
characteristics. These characteristics mean that urban energy transition challenges are embarked
upon from different starting points and perspectives, thus enhancing the complementarity of the
POCITYF solutions. Évora represents South European cities, which generally show lower investments
on reducing the footprint of their households and business sector but can enjoy an abundant solar
potential. Alkmaar represents West European cities that are strongly dependent on gas for electricity
and heating. g
In more detail, the RUGGEDISED framework provides a useful base for analyzing success factors
and hindering factors for the implementation of smart technologies. In POCITYF, innovative smart city
solutions are implemented in order to achieve PEDs. This framework (see Table 1) was consolidated in
the EU H2020 RUGGEDISED project and allows the analysis of suppressing and enhancing factors in
implementation processes of smart solutions. Such an analysis is beneficial in designing successful
implementation processes, in assessing the potential project impact and in selecting aspects that need
further consideration for successful implementation. Table 1. RUGGEDISED innovation and implementation framework: enhancing and suppressing
factors [10]. 2. Materials and Methods Energies 2020, 13, 5811 4 of 16 The implementation factors influencing the development of smart solutions are described
per impact level. A division is made between hardware, software and orgware implementation
factors. Hardware focuses on physical infrastructure topics such as energy storage, conversion and
savings. Software refers to ICT, data-related factors and applications. Hardware and software must
be supplemented with orgware, which refers to organizational and governance aspects such as
stakeholder management, institutional and organizational arrangements and innovation platforms. Dividing impact levels and implementation factors in three categories allows for structuring the
different factors that influence projects in different stages. Some factors help or hinder the realization
and output of smart solutions, whilst others specifically impact the working together of multiple
solutions to realize embedded outcomes. The framework shows that the importance of orgware
implementation factors increases as the impact level rises. These orgware implementation factors,
in turn, affect the upscaling and replication of smart solutions. 2. Materials and Methods Hardware
Software
Orgware
Level of impact 1: Realization and output of smart solutions
Pre-deployment assessment
Software
Business models
Technology assessment
Privacy
Data and data ownership
Impact on energy grid
Security
Smart Grid ICT
User Interfaces
Level of impact 2: Embedded outcomes of multiple smart solutions
Communicating infrastructure
Interoperability Dashboards
Integrated vision on the smart city
Robustness of the system
Smart governance
Windows of opportunity
Stakeholder management
Ownership
Business models and split incentives
Level of impact 3: Upscaling and replication
Integrated planning
Innovation platforms
Conditions for upscaling: finance, regulation (including
standardization), access to information and social aspects Table 1. RUGGEDISED innovation and implementation framework: enhancing and suppressing
factors [10]. The framework distinguishes three levels of impact that are needed in order to think beyond
implementation of single solutions and consider the real impact of implementation, namely: •
Impact Level 1 (Realization and output of smart solutions): the first level of impact considers a
single smart solution that is successfully implemented and delivers its output (it is an isolated
realization of a smart solution). •
Impact Level 1 (Realization and output of smart solutions): the first level of impact considers a
single smart solution that is successfully implemented and delivers its output (it is an isolated
realization of a smart solution). •
Impact Level 2 (Embedded outcomes of multiple smart solutions): A smart solution produces real
output if it is well-embedded in the existing context. At the second level of impact, multiple smart
solutions interact and produce outcomes because they are well-connected and efficiently work together. •
Impact Level 2 (Embedded outcomes of multiple smart solutions): A smart solution produces real
output if it is well-embedded in the existing context. At the second level of impact, multiple smart
solutions interact and produce outcomes because they are well-connected and efficiently work together. •
Impact Level 3 (Upscaling and replication): The third impact level is city-level outcomes. This occurs when smart solutions are taken beyond single projects and are successfully scaled-up
to create smart urban structures. Real impact is made when smart solutions are replicated to other
areas and projects with different contexts. •
Impact Level 3 (Upscaling and replication): The third impact level is city-level outcomes. This occurs when smart solutions are taken beyond single projects and are successfully scaled-up
to create smart urban structures. Real impact is made when smart solutions are replicated to other
areas and projects with different contexts. 3. Results One of the objectives of the POCITYF project is to deploy and validate smart energy management
and storage solutions to optimize energy flows with the goal of maximizing self-consumption,
reducing grid stress and valorizing flexibility services. To that end, innovative solutions to be
demonstrated and replicated include several individual elements: e.g., low-temperature waste heat,
innovative short- and long-term storage solutions, such as hydrogen fuel cells or electrical vehicles (EVs)
coupled with stationary batteries, smart ICT solutions to interconnect the energy management system
at the household, building and district levels, the virtual power plant (VPP) concept, thermal grid
controllers or market-oriented building flexibility services. Figure 1 illustrates how the individual elements corresponding to the various layers, from concrete,
device-specific to abstract, domain-specific, are stacked on top of each other and interact to bring about
the full implementation and impact of an integrated innovative solution. On the left side, the data and
control flow is bidirectional for the full stacked solution to perform as per design, while on the right
side, there is only sharing of information to gain insight into the system, evaluate different options and
decide for further optimization and improvement steps. The loop is closed by feeding these insights
back to the operational system in place. Energies 2020, 13, x FOR PEER REVIEW
5 of 15 Figure 1. From the concrete, device-specific layer to the abstract, domain-specific one. Figure 1. From the concrete, device-specific layer to the abstract, domain-specific one. Figure 1. From the concrete, device-specific layer to the abstract, domain-specific one. Figure 1. From the concrete, device-specific layer to the abstract, domain-specific one. 5 of 16 Energies 2020, 13, 5811 Energies 2020, 13, 5811 Taking this into consideration, Tables 2 and 3 map the information associated with the technologies
under analysis (i.e., ReFlex for Alkmaar and flexibility control algorithms for Évora) based on the
impact levels and implementation factors that comprise the RUGGEDISED framework described in
Section 2. Table 2. Mapping Alkmaar. Implementation Factor
Explanation
Level 1 realization and output
Hardware
Pre-deployment assessment
•
Availability of multiple assets that may be a source of flexibility. •
Consideration of the objective to apply solutions that expose and valorize
flexibility and potential alternatives. •
Feasibility study of physical implementation (all components) as modeled
in silico. 3. Results Technology assessment
•
The battery systems placed in residences are by default connected to a different
phase of the 3-phase grid than both the solar panels and household energy
usage. This originates from standards used in the installation sector. This means
that the battery system cannot be used effectively to balance energy within
the residence. •
Technical readiness level of components must be improved in order to use
small-scale storage solutions (through VPP or vehicle-to-grid (V2G)) in a reliable
way to control vital infrastructure, especially in brown field situations. Improvements in the European and international standards can ensure
compatibility of the components in all situations. Impact on energy grid
•
Potential network constraints due to excessive flexibility operation within the
system have been identified. Analysis of the implemented scenarios was carried
out in which each flexibility source was individually considered; it became clear
that they can be used for network congestion management up to a certain
limitation. It was concluded that operation of flexibility and the different
forecasting systems can also cause a congestion in the network which changes
the network operation. Next to this, aggregator strategies further impact the
network operation. •
Considering each flexibility source in relation to network limitations, especially
taking into account balancing concerns and guarantee of supply. •
Good understanding of the layout of the low-voltage (LV) grid is a prerequisite
for implementing smartification efficiently. Without these accurate data,
one cannot determine where to place the measurement equipment in the grid. State estimation is needed in order to be able to draw conclusions about the
current situation of the grid. •
VPP in trade mode at times might have a negative effect on grid balance given
the current pricing mechanism. There are instances where energy is sold,
and thus delivered to the grid, during moments of local energy generation. This can increase the peak load on the low-voltage grid in the districts. •
By using the VPP for energy trading, based on forecasts of energy consumption,
PV generation, the energy prices on the trading market and the availability of
the battery, overall energy costs can be decreased. A low density of VPP
contributors in the LV grid (less than 5% of residences were equipped with
battery systems) showed little impact on the grid. 3. Results The density of the VPP
contributors should be increased to notice the effect on the grid and to have
accurate predictability of average household behavior. •
The distribution system operator (DSO) can alleviate peak loads on the grid by
using small storage (battery) systems. These batteries need to be operated in an
inherently grid-supporting mode, and peak load shaving requires fast and
reliable control mechanisms. From a business perspective, adequate financial
stimuli are needed. The DSO should have a mandate to overrule the settings of
the VPP to ensure grid stability and prevent a power outage. Table 2. Mapping Alkmaar. •
The battery systems placed in residences are by default connected to a different
phase of the 3-phase grid than both the solar panels and household energy
usage. This originates from standards used in the installation sector. This means
that the battery system cannot be used effectively to balance energy within
the residence. •
The battery systems placed in residences are by default connected to a different
phase of the 3-phase grid than both the solar panels and household energy
usage. This originates from standards used in the installation sector. This means
that the battery system cannot be used effectively to balance energy within
the residence. •
Technical readiness level of components must be improved in order to use
small-scale storage solutions (through VPP or vehicle-to-grid (V2G)) in a reliable
way to control vital infrastructure, especially in brown field situations. Improvements in the European and international standards can ensure
compatibility of the components in all situations. •
Potential network constraints due to excessive flexibility operation within the
system have been identified. Analysis of the implemented scenarios was carried
out in which each flexibility source was individually considered; it became clear
that they can be used for network congestion management up to a certain
limitation. It was concluded that operation of flexibility and the different
forecasting systems can also cause a congestion in the network which changes
the network operation. Next to this, aggregator strategies further impact the
network operation. •
Potential network constraints due to excessive flexibility operation within the
system have been identified. Analysis of the implemented scenarios was carried
out in which each flexibility source was individually considered; it became clear
that they can be used for network congestion management up to a certain
limitation. 3. Results It was concluded that operation of flexibility and the different
forecasting systems can also cause a congestion in the network which changes
the network operation. Next to this, aggregator strategies further impact the
network operation. p
•
Considering each flexibility source in relation to network limitations, especially
taking into account balancing concerns and guarantee of supply. •
Good understanding of the layout of the low-voltage (LV) grid is a prerequisite
for implementing smartification efficiently. Without these accurate data,
one cannot determine where to place the measurement equipment in the grid. State estimation is needed in order to be able to draw conclusions about the
current situation of the grid. •
VPP in trade mode at times might have a negative effect on grid balance given
the current pricing mechanism. There are instances where energy is sold,
and thus delivered to the grid, during moments of local energy generation. This can increase the peak load on the low-voltage grid in the districts. •
By using the VPP for energy trading, based on forecasts of energy consumption,
PV generation, the energy prices on the trading market and the availability of
the battery, overall energy costs can be decreased. A low density of VPP
contributors in the LV grid (less than 5% of residences were equipped with
battery systems) showed little impact on the grid. The density of the VPP
contributors should be increased to notice the effect on the grid and to have
accurate predictability of average household behavior. •
The distribution system operator (DSO) can alleviate peak loads on the grid by
using small storage (battery) systems. These batteries need to be operated in an
inherently grid-supporting mode, and peak load shaving requires fast and
reliable control mechanisms. From a business perspective, adequate financial
stimuli are needed. The DSO should have a mandate to overrule the settings of
the VPP to ensure grid stability and prevent a power outage. 6 of 16 Energies 2020, 13, 5811 Table 2. Cont. Table 2. Cont. Implementation Factor
Explanation
Level 1 realization and output
Software
Privacy
•
Including privacy by design in order to meet both national and European
standards and adhere to GDPR guidelines. In doing so, privacy concerns will
not pose obstacles to implementation. Security
•
Taking cyber security issues into account as they may arise. 3. Results Including privacy
and security by design so that they will not become an obstacle for
implementation and the implementation will meet the required national and
European regulations and standards. It can be helpful to follow the eight
principles of privacy by design [12]. Smart grid ICT
•
Internet of things software from ICT.eu links all electricity consumers per
platform. The data are made accessible via the cloud, giving the energy supplier
remote control. Via this platform, everything can be connected per household
that uses or generates energy. User interfaces
•
Using future-proof standards (even with low maturity) to implement new use
cases and future business models. Orgware
Business models
•
Cost reduction of grid operations as a result of unlocking and
exploiting flexibility. •
New revenue streams potential from valorizing flexibility. •
Analysis of pricing mechanisms and market liquidity has been carried out as
well as a usability analysis. •
Bundling multiple smaller devices to increase accessibility to the trade market. Data and data ownership
•
Handled according to the principle “as open as possible, as closed as necessary”. Level 2 embedded outcomes of multiple smart solutions
Hardware
Communicating infrastructure
•
Continuous internet connection in order to communicate in real time between
assets, the network and the energy market. Robustness of the system
•
Fast response to disconnection. •
Backup facility. •
Risk management: what goes wrong if the system is down or unavailable? Taking measures appropriate to the risks (system overload or just some missing
data). •
The placement of bidirectional charging stations is currently not a standard job. They are still far more expensive than standard charging stations, they need a
reliable internet connection to function and during the City-zen project,
problems with the hardware were encountered frequently. •
The reliability of OT/IT connections through 4G and Wi-Fi communication
networks used for VPP and V2G applications is lower than that of the grid itself. The reliability needs to increase to match the reliability of the grid before a VPP
or V2G can be used as part of the vital infrastructure balancing loads on the
LV grid. Table 2. Cont. Implementation Factor
Explanation
Level 1 realization and output
Software
Privacy
•
Including privacy by design in order to meet both national and European
standards and adhere to GDPR guidelines. In doing so, privacy concerns will
not pose obstacles to implementation. 3. Results Security
•
Taking cyber security issues into account as they may arise. Including privacy
and security by design so that they will not become an obstacle for
implementation and the implementation will meet the required national and
European regulations and standards. It can be helpful to follow the eight
principles of privacy by design [12]. Smart grid ICT
•
Internet of things software from ICT.eu links all electricity consumers per
platform. The data are made accessible via the cloud, giving the energy supplier
remote control. Via this platform, everything can be connected per household
that uses or generates energy. User interfaces
•
Using future-proof standards (even with low maturity) to implement new use
cases and future business models. Orgware
Business models
•
Cost reduction of grid operations as a result of unlocking and
exploiting flexibility. •
New revenue streams potential from valorizing flexibility. •
Analysis of pricing mechanisms and market liquidity has been carried out as
well as a usability analysis. •
Bundling multiple smaller devices to increase accessibility to the trade market. Data and data ownership
•
Handled according to the principle “as open as possible, as closed as necessary”. Level 2 embedded outcomes of multiple smart solutions
Hardware
Communicating infrastructure
•
Continuous internet connection in order to communicate in real time between
assets, the network and the energy market. Robustness of the system
•
Fast response to disconnection. •
Backup facility. •
Risk management: what goes wrong if the system is down or unavailable? Taking measures appropriate to the risks (system overload or just some missing
data). •
The placement of bidirectional charging stations is currently not a standard job. They are still far more expensive than standard charging stations, they need a
reliable internet connection to function and during the City-zen project,
problems with the hardware were encountered frequently. •
The reliability of OT/IT connections through 4G and Wi-Fi communication
networks used for VPP and V2G applications is lower than that of the grid itself. The reliability needs to increase to match the reliability of the grid before a VPP
or V2G can be used as part of the vital infrastructure balancing loads on the
LV grid. 7 of 16 Energies 2020, 13, 5811 Table 2. Cont. Table 2. Cont. 3. Results Implementation Factor
Explanation
Software
Interoperability
•
ReFlex is compatible with several open smart grid standards such as EFI/S2,
USEF and OCPI and is easy to implement in an aggregator’s existing
architecture. Still, bidirectional translation of asset protocols to EFI is a
necessary configuration step to enable reliable communication. •
Reliance on standards instead of proprietary protocols to allow interoperability
is paramount. •
The maturity of standards for interoperability is low; as such, in every single
project, protocols and interfaces need to be (re)determined between different
suppliers of technology. Dashboards
•
Management and administration dashboards are included in ReFlex. Orgware
Integrated vision on the smart
city
•
A local needs assessment showed that good accessibility with a balanced
mobility system and a healthy, clean, safe, economic future-resilient, green and
climate-adaptive city where everyone can happily live, work and recreate
were important. •
Flexibility solutions can help the DSO in operating the network and prevent
investments in grid infrastructure. Smart governance
•
Insights gained regarding both the flexibility potential and its value within the
selected pilot areas can further support decision making and planning. Windows of opportunity
•
Implementation of ReFlex instead of investments in grid reinforcement:
awareness of DSO that avoiding grid reinforcements is in their own interests
and that ReFlex is valuable for network operation so that different problems and
interests of stakeholders are aligned. •
The higher the number of flexible assets, including EVs, the more value can be
extracted through ReFlex deployment. •
Local communities can become sustainable by being as self-proficient as possible
while monitoring energy use at the individual and district levels and using this
information for behavior change. The business district of Boekelemeer could
initiate a Citizen Energy Community (CEC) or a Renewable Energy Community
(REC). According to the EU directive [13], this could improve their position in
the local energy market. They can use this institutional framework to represent
interest of the local community in the park management. Stakeholder management
•
A guiding role for the municipality in building the relationship
between stakeholders. •
Involvement of and willingness to engage from residents is crucial in relation to
user acceptance. Support of homeowners is needed but they lack information
and knowledge on energy flexibility as well as on practical consequences and
potential benefits. •
Different reward mechanisms for VPP participants should be tested to
determine the financial and general economic value of these systems. 3. Results Ownership
•
Multiple aggregators in order to guarantee freedom of choice for citizens
(selling energy flexibility) and the DSO (congestion management). •
Citizen (local) communities, municipality and housing corporations can have
ownership of the applications and should be determined per case. Business models and split
incentives
•
Analysis of market liquidity and pricing mechanisms. •
Management and administration dashboards are included in ReFlex. •
A local needs assessment showed that good accessibility with a balanced
mobility system and a healthy, clean, safe, economic future-resilient, green and
climate-adaptive city where everyone can happily live, work and recreate
were important. •
A local needs assessment showed that good accessibility with a balanced
mobility system and a healthy, clean, safe, economic future-resilient, green and
climate-adaptive city where everyone can happily live, work and recreate
were important. p
•
Flexibility solutions can help the DSO in operating the network and prevent
investments in grid infrastructure. p
•
Flexibility solutions can help the DSO in operating the network and prevent
investments in grid infrastructure. •
Insights gained regarding both the flexibility potential and its value within the
selected pilot areas can further support decision making and planning. •
Implementation of ReFlex instead of investments in grid reinforcement:
awareness of DSO that avoiding grid reinforcements is in their own interests
and that ReFlex is valuable for network operation so that different problems and
interests of stakeholders are aligned. •
The higher the number of flexible assets, including EVs, the more value can be
extracted through ReFlex deployment. •
Local communities can become sustainable by being as self-proficient as possible
while monitoring energy use at the individual and district levels and using this
information for behavior change. The business district of Boekelemeer could
initiate a Citizen Energy Community (CEC) or a Renewable Energy Community
(REC). According to the EU directive [13], this could improve their position in
the local energy market. They can use this institutional framework to represent
interest of the local community in the park management. •
Involvement of and willingness to engage from residents is crucial in relation to
user acceptance. Support of homeowners is needed but they lack information
and knowledge on energy flexibility as well as on practical consequences and
potential benefits. p
•
Different reward mechanisms for VPP participants should be tested to
determine the financial and general economic value of these systems. 3. Results Due to current regulations and sector standards, certain
capabilities of both the VPP and V2G system cannot be utilized. Examples are
the use of the V2G system for emergency power and the self-consumption of
energy using the VPP by connecting the battery and solar panels of a household
to the same phase. •
Implementation of a variable tariffsystem in the NL in which energy taxes are
coupled to the energy price and network tariff. Changing the Dutch taxation
tariffsystem can pave the way for using (local) flexibility and prevent more grid
reinvestments than necessary. This can be accomplished with, e.g., variable
network tariffs. Coupling the energy tax not to the energy amount but the price
of energy and network tariffs can have positive effects. Further research is
needed in order to determine which tariffsystem is best applicable. Social aspects:
•
Finding and retaining participants for VPP and V2G projects is a
time-consuming task. Active participation and a substantial time investment are
required which is not always possible or desired. In addition, participants
sometimes move or retract from the project due to life events. The promoted
definitions of CEC and REC from the EU Green Energy Package can provide a
much-needed boost on this area. •
Aggregator strategies can potentially greatly impact upon the energy system
since their objective of pursuing economic maximization of their assets may not
always align with optimization of operations for said assets; for example,
stationery batteries or EV operation may be masked by the aggregator whose
portfolio includes such assets by revealing only the worst case of the day instead
of their real-time state. Nonetheless, it also opens the door for other aggregators
to dive in with their flexibilities. This might result in a game theory problem
where in reality the aggregators would self-regulate themselves. Since there is
no flexibility market, the single aggregator in one network can act as
a monopolist. p
•
Certain capabilities of both the VPP and V2G system cannot be utilized due to
regulatory barriers, sector standards or both. See also below. •
Certain capabilities of both the VPP and V2G system cannot be utilized due to
regulatory barriers, sector standards or both. See also below. Regulation and standardization: Regulation and standardization: •
Similarly, regulation must be adapted to enable better use of the current and
future electricity system possibilities such as use of flexibility and congestion
management. 3. Results •
Multiple aggregators in order to guarantee freedom of choice for citizens
(selling energy flexibility) and the DSO (congestion management). •
Citizen (local) communities, municipality and housing corporations can have
ownership of the applications and should be determined per case. •
Multiple aggregators in order to guarantee freedom of choice for citizens
(selling energy flexibility) and the DSO (congestion management). •
Citizen (local) communities, municipality and housing corporations can have
ownership of the applications and should be determined per case. 8 of 16 Energies 2020, 13, 5811 Table 2. Cont. Table 2. Cont. Implementation Factor
Explanation
Level 3 upscaling and replication
Orgware
Integrated planning
•
It is important that processes continue to be managed and it is essential that the
involved key figures remain available at crucial positions. •
There was no technical supplier as a consortium partner or as official project
partner. It is recommended to seek active collaboration with a supplier of
technical components. Innovation platforms
Important element to create a successful local innovation ecosystem is a
problem-solving environment providing structure and practices of innovation
management, training and tools as well as financial resources for innovation. In Alkmaar, this has been initiated but from an external perspective not well
anchored in the city organization. Conditions for upscaling:
finance, regulation (including
standardization), access to
information and social aspects
Market development:
•
Aggregator strategies can potentially greatly impact upon the energy system
since their objective of pursuing economic maximization of their assets may not
always align with optimization of operations for said assets; for example,
stationery batteries or EV operation may be masked by the aggregator whose
portfolio includes such assets by revealing only the worst case of the day instead
of their real-time state. Nonetheless, it also opens the door for other aggregators
to dive in with their flexibilities. This might result in a game theory problem
where in reality the aggregators would self-regulate themselves. Since there is
no flexibility market, the single aggregator in one network can act as
a monopolist. •
Certain capabilities of both the VPP and V2G system cannot be utilized due to
regulatory barriers, sector standards or both. See also below. Regulation and standardization:
•
Similarly, regulation must be adapted to enable better use of the current and
future electricity system possibilities such as use of flexibility and congestion
management. 3. Results Due to current regulations and sector standards, certain
capabilities of both the VPP and V2G system cannot be utilized. Examples are
the use of the V2G system for emergency power and the self-consumption of
energy using the VPP by connecting the battery and solar panels of a household
to the same phase. •
Implementation of a variable tariffsystem in the NL in which energy taxes are
coupled to the energy price and network tariff. Changing the Dutch taxation
tariffsystem can pave the way for using (local) flexibility and prevent more grid
reinvestments than necessary. This can be accomplished with, e.g., variable
network tariffs. Coupling the energy tax not to the energy amount but the price
of energy and network tariffs can have positive effects. Further research is
needed in order to determine which tariffsystem is best applicable. •
Finding and retaining participants for VPP and V2G projects is a
time-consuming task. Active participation and a substantial time investment are
required which is not always possible or desired. In addition, participants
sometimes move or retract from the project due to life events. The promoted
definitions of CEC and REC from the EU Green Energy Package can provide a
much-needed boost on this area. 9 of 16 Energies 2020, 13, 5811 Table 3. Mapping Évora. Table 3. Mapping Évora. Implementation Factor
Explanation
Level 1 realization and output
Hardware
Pre-deployment assessment
•
Definition of objectives for the flexibility control algorithms. •
Characterization of controllable devices providing energy flexibility. •
Preliminary tests using software tools. Technology assessment
•
Flexibility control algorithms were developed based on knowledge collected
during the participation on the working group “Annex 67” of the Energy in
Buildings and Communities (EBC) program from the International Energy
Agency (IEA). •
The deployment of flexibility control algorithms has been considered to (i)
improve PV self-consumption and buildings’ self- sufficiency; (ii) explore the
existing energy flexibility available in water heaters to decrease electricity costs;
or (iii) characterize and use of the energy flexibility provided by water pumping
and storage systems to reduce electricity costs and support power systems. Impact on energy grid
•
The impact related to the deployment of flexibility control algorithms on existing
grids should be considered before the respective real-world implementations. •
This impact assessment should consider different scenarios (e.g., seasons of the
year) and can be conducted using simulation tools and specific information
about the grids under consideration. Data and data ownership
•
In the pre-pilot, data are private but available for authorized third parties
during the assessment phase. 3. Results •
The acquisition of information about the grids under consideration can be
challenging if the operator is not included in the process. Software
Privacy
•
Data privacy issues in relation to the framework for data exchange and related
roles and responsibilities were not considered in the pre-pilots of flexibility
control algorithms, however technical issues supporting the exchange of data in
a secure and interoperable manner are easy to integrate, respecting
Portuguese law. Security
•
Data security in relation to the framework for data exchange and related roles
and responsibilities were not considered in the pre-pilots, however technical
issues supporting the exchange of data in a secure and interoperable manner are
easy to integrate. Smart grid ICT
•
All flexibility-related data are available on the cloud and can be shared with
authorized third parties. User interfaces
•
User interfaces were developed for the pre-pilot installations and they can be
easily integrated with high-level SCADA (or similar) solutions. Orgware
Business models
•
Depending on the objectives of the considered DSM measures, the flexibility
control algorithms have resulted in PV self-consumption improvements up to
30% or in peak load reduction up to 10%. •
Flexibility control algorithms have also been used to take advantage of
time-of-use tariffs in order to shift energy consumption to less expensive
periods, resulting in savings up to 40%. •
New revenue schemes based on flexibility usage provide grid operation
cost reduction. Data and data ownership
•
In the pre-pilot, data are private but available for authorized third parties
during the assessment phase. 10 of 16 Energies 2020, 13, 5811 Table 3. Cont. Implementation Factor
Explanation
Level 2 embedded outcomes of multiple smart solutions
Hardware
Communicating infrastructure
•
As a software solution, flexibility control algorithms will not have a physical
presence in the Positive Energy Blocks (PEBs). This solution will run in servers
located at partners’ facilities, communicating with the devices installed at the
demonstration sites. Robustness of the system
•
Servers will have a backup, in case of hardware failure. •
On-site devices will have a distributed software solution in order to increase the
robustness of the overall solution. •
Backup procedures will be considered. 4. Analysis The RUGGEDISED framework allows for conducting an analysis of important implementation
conditions in the cities of Alkmaar and Évora. This section presents the respective main observations. •
Energy flexibility management relies on both energy flexibility characterization and its respective
use. This means that the energy flexibility system is based on two main steps. First, it is necessary
to get insights (mainly related to flexibility characterization) on the flexibility usage potential and
application. Secondly, this flexibility potential will be applied while managing and controlling the
energy system. •
Complex energy services like peer-to-peer (P2P) energy trading and VPP, management aggregation
services and an energy flexibility marketplace are built upon different individual components. These lower layer(s) components must be functioning and deliver their output in order to provide,
possibly stacked, smart (energy) services. As such, Level 1 functioning of such individual
components is a prerequisite for smart energy services to exist and be deployed. •
P2P platforms are deemed important from the abstract scenario perspective. However, development
mostly starts from a technical solution perspective, while end-user and other stakeholder
requirements are paramount in development. Citizen perspectives are often overlooked. Citizens
mostly experienced P2P as a burden or a complex, technical solution. According to Alkmaar’s
experience, relevant stakeholders were not interested, and they lacked knowledge and information,
while developers assumed citizens were eager for these technologies. Therefore, engaging all
stakeholders and especially end-users already from the conceptualization phase of energy flexibility
systems will benefit end-user satisfaction. To achieve this, it is important to bring developers
and end-users together so that requirements and needs of the local community are considered
and in the long term to ensure widespread and sustainable uptake. Most devices cannot provide
flexibility without the involvement of users. Therefore, they are crucial in generating flexibility in
energy systems. It is undeniable that the perspective of end-users is important in every phase from
conceptualization to development, deployment and operations. •
Transition from Level 1 to Level 2 is normally funded by subsidies. However, subsidized projects
in which energy flexibility technologies are piloted have different timeframes that do not always
match with the daily business of industrial and business partners. Next to this, the research or
development objectives of subsidized energy projects do not per se align with business goals •
Transition from Level 1 to Level 2 is normally funded by subsidies. 3. Results Table 3. Cont. Implementation Factor
Explanation
Level 3 upscaling and replication
Orgware
Integrated planning
•
High-level analysis will be needed in order to choose the best locations for
upscaling the installation of controllable devices, combined with global
flexibility control algorithms. Innovation platforms
•
Demonstration partners will have preferential access to all
developments/features of the innovative elements and the opportunity to shape
them according to their needs. Conditions for upscaling:
finance, regulation (including
standardization), access to
information and social aspects
•
Mobilization of (and networking with) key stakeholders to create strong links
and foster engagement of the different target groups at the local, national and
international levels, which also represent the enablers for further upscaling and
replication of the POCITYF solutions. •
Adapt regulations and market conditions in order to fully use the potential of
flexibility, providing market-oriented building flexibility services. •
Find attractive ways of engaging citizens. 3. Results Software
Interoperability
•
Besides the building level control of the available energy flexibility, flexibility
control algorithms can be used at district level to support the coordinated
operation of other technologies providing energy flexibility to achieve
building-level objectives while targeting improvements at the district level (e.g.,
peak load reduction). •
The deployment of the flexibility control algorithms requires the interaction
with existing controllable devices to perform the required monitoring and
control activities. In POCITYF, this interaction will be supported by APIs made
available by the controllable device itself (e.g., direct interaction with energy
routers [14] or by other intermediate systems (e.g., indirect interaction with 2nd
life batteries through energy management systems). •
Usage of standard protocols. Dashboards
•
Dashboards will be provided by outside solutions that offer a graphical interface
for the users. Foreseen devices include: energy routers, 2nd life batteries,
electrical water heaters or freezing storage systems. Orgware
Integrated vision on the smart
city
•
An assessment at district level should be carried out to define higher-level
objectives to be considered by the flexibility control algorithms in order to
support the achievement of a specific smart city vision. Smart governance
•
Smart governance would increase the usage of flexibility control algorithms at
the municipality scale (and citizen engagement would be enlarged) in order to
increase sustainability and climate change mitigation. Windows of opportunity
•
Deployment of flexibility control algorithms (considering the energy flexibility
provided by, e.g., existing residential batteries and other controllable devices
such as electric water heaters) instead of investments in grid reinforcement. Stakeholder management
•
Local communities’ engagement will be a key element in the deployment and
proper operation of flexibility control algorithms. Ownership
•
Residents and municipality will have access to the systems on their premises. Business models and split
incentives
•
Specific business models and incentives should be developed to accommodate
potential conflicts between building- and district-level objectives. •
Besides the building level control of the available energy flexibility, flexibility
control algorithms can be used at district level to support the coordinated
operation of other technologies providing energy flexibility to achieve
building-level objectives while targeting improvements at the district level (e.g.,
peak load reduction). •
Dashboards will be provided by outside solutions that offer a graphical interface
for the users. Foreseen devices include: energy routers, 2nd life batteries,
electrical water heaters or freezing storage systems. 11 of 16 Energies 2020, 13, 5811 Table 3. Cont. 4. Analysis However, subsidized projects
in which energy flexibility technologies are piloted have different timeframes that do not always
match with the daily business of industrial and business partners. Next to this, the research or
development objectives of subsidized energy projects do not per se align with business goals 12 of 16 12 of 16 Energies 2020, 13, 5811 (in time, budget and purpose). This results in the delivery of flexibility technologies that function
(Level 1) but will not necessarily graduate to achieve Level 2 and Level 3 impact; as such,
upscaling and replication are not induced. Single flexibility technologies are delivered but this
does not result in energy flexibility as a whole or flexibility in smart city systems. At the community
or neighbourhood level, subsidies are effective in reaching goals, but in order to achieve large-scale
impact (Level 2 and Level 3), combined strategies and widespread collaboration are needed. (in time, budget and purpose). This results in the delivery of flexibility technologies that function
(Level 1) but will not necessarily graduate to achieve Level 2 and Level 3 impact; as such,
upscaling and replication are not induced. Single flexibility technologies are delivered but this
does not result in energy flexibility as a whole or flexibility in smart city systems. At the community
or neighbourhood level, subsidies are effective in reaching goals, but in order to achieve large-scale
impact (Level 2 and Level 3), combined strategies and widespread collaboration are needed. •
Energy flexibility usage at higher levels should take into consideration the control objectives of
previous levels. This is the case when the energy flexibility of a specific device is being used at
Level 1 to, e.g., reduce electricity costs and then it is used to, e.g., reduce electricity consumption
CO2-related emissions at Level 2. Therefore, the considered business models should properly
address the transition to upper limits in terms of objectives of energy flexibility use. Following the
previous comment, one can infer that each level may have different objectives which may not
only be disconnected from each other but also in some cases directly conflicting. Business models
need to be designed in order to address the different strategies that can be applied to the same
individual devices at different levels. •
User engagement is key in exploiting the energy flexibility provided by several types of controllable
devices as the comfort needs should always be respected. 4. Analysis Additionally, the characterization of
the energy flexibility provided by some devices (e.g., white appliances) might require the direct
user interaction to define the respective operation boundaries. This constitutes a constraint to be
considered at all levels. •
It is of upmost importance to regard investments in flexibility usage as win–win situations. For effective upscaling to take place, all involved stakeholders (e.g., DSO, municipalities, end-users)
must have a clear idea about the advantages of investing in flexibility. •
It is of upmost importance to regard investments in flexibility usage as win–win situations. For effective upscaling to take place, all involved stakeholders (e.g., DSO, municipalities, end-users)
must have a clear idea about the advantages of investing in flexibility. •
There is no possibility to have accurate modeling without data, and data cannot be used if privacy
and security issues are not considered. Agile data management should be considered in order to
take the best profit from the considered technologies. A good example is the smart metering data,
where often end-users do not take advantage of their full potential. 5. Conclusions A feedback 13 of 16 Energies 2020, 13, 5811 loop enables deeper understanding of the sources of error, that can either be found in the control
(use) or in the characterization function. For acceptance of energy flexibility, it is important to close
this loop. Insights delivered via tracking key performance indicators (KPIs) are needed both on
rational arguments (economic and energy metrics) and on perception arguments (e.g., satisfaction
of citizens). •
A legal framework will have to be updated to realize the full-scale potential of flexibility, because the
current legal framework does not allow for using and implementing flexibility. We may apply it
as a local, pilot-based tool. However, if one wishes to exploit its potential in full, a consistent and
encompassing legal framework is necessary. •
A legal framework will have to be updated to realize the full-scale potential of flexibility, because the
current legal framework does not allow for using and implementing flexibility. We may apply it
as a local, pilot-based tool. However, if one wishes to exploit its potential in full, a consistent and
encompassing legal framework is necessary. •
In order to implement energy flexibility systems in the built environment and to eventually scale
up at district and city levels, gaps between daily practice and subsidized projects should be closed. Goals of all partners must coincide with the aims of pilot projects. This is crucial for realizing
Level 3 outcomes but also for Level 2. •
The absence of an adequate legal framework is a very important issue and not only for specific
energy flexibility technologies. Systemic hiccups introduced by a lack of appropriate or mature
legal instruments should be overcome beyond pilot project boundaries which in any case are
funded by subsidies whose power to influence directly relevant legislation is limited (both in
scope and time). The experiences of Alkmaar and Évora result in an easy-to-use methodology for cities to deal
with energy flexibility technologies and create optimal conditions for their successful implementation
and integration. In the coming period, demonstration of the related energy flexibility technologies is
being carried out in both cities at the block and district levels. Starting from the analysis, progress is
to be tracked especially focused on achieving Level 1 and moving forward to higher impact levels. 5. Conclusions This effort will also support the replication process not only in other areas within Alkmaar and Évora
but also the so-called “fellow” cities participating in the POCITYF project. 5. Conclusions In this paper, the RUGGEDISED framework was applied as the starting point to evaluate
the implementation conditions of energy flexibility solutions within the POCITYF project. Indeed,
the selected framework can be leveraged to provide a first analysis of both the success and hindering
factors for the implementation of smart technologies while taking a holistic approach that includes not
only technological perspectives but also organizational and systemic ones. The main recommendations and findings for implementing energy flexibility-related technologies
at the PED level are summarized below. •
Advanced innovative services and new business models, such as P2P trading and VPP, are quite
complex technologies and procedures. They can only be implemented at Level 1 if the individual
necessary components such as storage devices (for example, batteries) have passed Level 1. •
Advanced innovative services and new business models, such as P2P trading and VPP, are quite
complex technologies and procedures. They can only be implemented at Level 1 if the individual
necessary components such as storage devices (for example, batteries) have passed Level 1. •
Services like P2P can only be introduced when user needs have been considered and user
requirements are met. Therefore, involving end-users in the development of the services is key to
reach goals and ensure continuous uptake from a bigger group of clients. It is the developer’s
responsibility to consult end-users and the entire stakeholder value chain. •
Services like P2P can only be introduced when user needs have been considered and user
requirements are met. Therefore, involving end-users in the development of the services is key to
reach goals and ensure continuous uptake from a bigger group of clients. It is the developer’s
responsibility to consult end-users and the entire stakeholder value chain. •
The two main functions of the energy flexibility system must be connected. Data insights will
have to feed back into the management and control process. The results of the control process will
have to be monitored and provide insight on the impact of the introduced control mechanism. Without this feedback loop, the installed energy flexibility system will not be able to deliver the
potential optimal flexibility. Ergo, if there is impact, it is by coincidence and therefore it cannot be
sustained in the long term. Feedback can change the characterization and the use. 6. Practitioners Review by Roel Massink MSc The authors of this paper asked me to provide my view on the methods and results of this
research paper in my capacity as Project Coordinator for the H2020 Smart City Lighthouse project
IRIS and innovation manager for the Municipality of Utrecht. I am happy to fulfil this task and
I thank the authors for the carefully presented research results based on actual demonstration. This review is based on the experiences collected in the IRIS Smart Cities project, a similar project
to RUGGEDISED and POCITYF. In IRIS, an integrated project approach is demonstrated: in the
Kanaleneiland district (Utrecht, The Netherlands), near zero-energy-efficient building retrofitting is
connected to the development of a smart energy and mobility system integrating PV panels with
stationary and V2G storage. The smart solutions in IRIS Smart Cities Utrecht mostly all fall within
Level 2 of the RUGGEDISED implementation framework. Below, some general reflections based on
these experiences toward the RUGGEDISED implementation framework and the conclusions of the
paper can be found. The structure of the RUGGEDISED framework is very much in line with what is happening
in practice in the IRIS Smart Cities project and further development of the framework in practice is
appreciated. Within the IRIS Smart Cities project, the smart solutions are implemented along transition
tracks and structured through a maturity assessment in the following categories: (1) pre-pilots:
solutions that have been tested on a small scale in a pilot project; (2) integrated solutions: multiple smart
solutions that are demonstrated as integrated solutions at a larger scale at the demonstration site of the
project; and (3) replicated solutions: through either the copying of a successful integrated solution to
other sites or by upscaling of the integrated solution in the same city or region. This categorization
provides the IRIS partners and stakeholders a framework and a roadmap for all smart solutions to
be developed, demonstrated and scaled-up. The RUGGEDISED framework is valuable and will 14 of 16 14 of 16 Energies 2020, 13, 5811 offer practitioners at public authorities, grid operators, solution providers and knowledge institutes a
coherent overview of what is important for implementation. However, below I have some suggestions in
view of the practical applicability of the RUGGEDISED framework. First, smart solutions are integrated
solutions by nature. 6. Practitioners Review by Roel Massink MSc To ensure that the smart solutions (that are realized in isolation; Impact Level
1) meet the requirements of an embedded outcome of multiple smart solutions (Impact Level 2),
it is suggested that an integrated approach with all implementation factors is taken into account. To ensure such an integrated (and systemic) assessment throughout the development of smart solutions,
an iterative execution of the implementation framework could be proposed. This means that at Level 1,
the implementation factors of Level 2 and Level 3 are also considered. Assessment of implementation
factors in Level 2 and Level 3 includes more detailed and specific information once the development of
smart solutions progresses. The following three reflections are supportive of including higher-level implementation factors at
the start of the pilot projects. The paper highlights the importance of aligning partner goals with pilot project aims. This should
be seen as a conditional factor for achieving progress at the different impact levels. An example
from IRIS Smart Cities Utrecht is the development of a bidirectional charging ecosystem for grid
flexibility and mobility services. Currently, this integrated solution consists of multiple smart solutions
(bidirectional charging infrastructure, bidirectional enabled electric vehicles, stationary battery storage,
energy management system) that are being connected to provide embedded outcomes (Level 2). The current state of development is a result of careful stakeholder management from the start of
the pilot projects (already pre-IRIS). Companies, knowledge institutes, grid operators and public
authorities aligned their roadmaps and activities in pilot projects under the lead of an ambitious SME
(Level 1) and now this is leading to embedded outcomes in the IRIS demonstration project (Level 2). Furthermore, scaled adoption in public procurement documents of electric charging infrastructure
now paves the way for city-wide flexibility services of electric vehicles (Level 3). An important success
factor was/is stakeholder alignment from the start of the pilot projects. Based on this experience, it is
argued that stakeholder management (or rather stakeholder alignment) should take position already
at Level 1 to ensure that partner roadmaps are aligned to move the smart solution to Level 2 and 3. The paper also points towards the requirement of end-user involvement (or co-creation) in the
development of smart solutions and could argue for the inclusion of a new implementation factor
in the RUGGEDISED framework. This could be “end-user satisfaction” or similar. 6. Practitioners Review by Roel Massink MSc This is a valid
point; often smart solutions are hampered because end-user needs were not considered well enough in
the original approach. A design-thinking (or another systemic) approach could offer smart solution
developers tools to better involve end-users. A practical notion that requires attention here is the use
of grant subsidies in this innovation framework (as the authors also refer to in moving from Level
1 to Level 2). It is recommended that subsidy programs, grant applicants and consortia put more
attention into making end-user involvement more explicit in call texts and subsequently also allow
more flexibility in the implementation of the grant project based on changes offered by end-users. Next to this, the paper explains the requirement of a legal framework that supports the
transition from pilot projects to scaled solutions. This is true as well for the IRIS Smart Cities
project. Especially within the field of smart energy projects or services like peer-to-peer, a supportive
legal framework is needed for scaled adoption. The exploitation of grid flexibility services is hampered
by legal constraints. Research from the IRIS project shows that bidirectional charging services are
discouraged because of double energy taxation (for each charging and discharging cycle, energy tax
needs to be paid on either the stored or consumed kWh). This significantly hampers the realization
of profitable business models and commercial scaling of these integrated smart solutions. Therefore,
it could be argued that regulation/the legal framework is already introduced as an implementation
factor in Level 2 of the framework to ensure that, in time, legal constraints are targeted in a concerted
action by smart cities. Energies 2020, 13, 5811 15 of 16 Finally, what the paper does not explain but what is highly valuable for practitioners is guidance on
how the implementation framework leads into an implementation process. The presented implementation
framework provides an assessment of implementation factors related to smart solutions but does not
directly translate the assessment into implementation guidelines Further guidance on the implementation how the implementation framework leads into an implementation process. The presented implementation
framework provides an assessment of implementation factors related to smart solutions but does not
directly translate the assessment into implementation guidelines. Further guidance on the implementation
pathway resulting from the assessment could support practitioners in applying this framework more easily. Author Contributions: Conceptualization, N.M., V.G. and S.R.; methodology, N.M. and S.R.; validation, N.M.,
R.A.L. 6. Practitioners Review by Roel Massink MSc and J.M.; formal analysis, N.M., V.G., S.R., R.A.L. and J.M.; investigation, N.M., V.G., S.R., R.A.L., A.P. and J.M.; resources, S.R. and R.A.L.; writing—original draft preparation, N.M., V.G., S.R., R.A.L., A.P. and J.M.;
writing—review and editing, N.M., V.G., S.R., R.A.L. and J.M.; visualization, V.G.; supervision, N.M. All authors
have read and agreed to the published version of the manuscript. Funding: This research was funded by POCITYF, (FP7 grant agreement N◦864400). And The APC was funded by
EERA Joint Program Smart Cities. Acknowledgments: This paper is based on information collected during the initial phase of EU H2020 Smart
Cities and Communities project POCITYF (grant agreement N◦864400). The authors would like to express their
gratitude to Roel Massink MSc, coordinator of the H2020 Smart City Lighthouse project IRIS, for reviewing the
methods and results of this research and for all the suggestions provided. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. References 1. Mosannenzadeh, F.; Vettorato, D. Defining smart city. A conceptual framework based on keyword analysis. TeMA-J. Land Use Mobil. Environ. 2014. [CrossRef] . Dixon, T.; Eames, M. Scaling up: The challenges of urban retrofit. Build. Res. Inf. 2013, 41, 499–503. [Cross g p
g
f
3. Shnapp, S.; Paci, D.; Bertoldi, P. Enabling Positive Energy Districts across Europe: Energy Efficiency Couples Renewable
Energy; EUR 30325 EN; Publications Office of the European Union: Luxembourg, 2020; ISBN 978-92-76-21043-6. [CrossRef] 4. Positive Energy Districts (PED). JPI Urban Europe. Available online: https://jpi-urbaneurope.eu/ped/
(accessed on 25 October 2020). 5. Lopes, R.A.; Magalhães, P.; Gouveia, J.P.; Aelenei, D.; Lima, C.; Martins, J. A case study on the impact of
nearly Zero-Energy Buildings on distribution transformer aging. Energy 2018, 157, 669–678. [CrossRef] 6. IEA. World Energy Outlook 2019. IEA, Paris. Available online: https://www.iea.org/reports/world-energy-
outlook-2019 (accessed on 25 October 2020). 7. Available online: https://www.h2020-bridge.eu/participant-projects/ (accessed on 25 October 2020) 8. H2020 POCITYF Project. Available online: https://pocityf.eu (accessed on 2 September 2020). 9. Technology Readiness Levels (TRL). HORIZON 2020—WORK PROGRAMME 2014–2015 General Annexes. Available online: https://ec.europa.eu/research/participants/data/ref/h2020/wp/2014_2015/annexes/h2020-
wp1415-annex-g-trl_en.pdf (accessed on 2 September 2020). 10. Slob, A.; Woestenburg, A. (Eds.) Overarching Innovation and Implementation Framework; D1.2 Ruggedised
Smart City Lighthouse Project; TNO: The Hague, The Netherlands, 2017; pp. 10–13. 11. ReFlex Technology for Smart Energy Services. TNO. Retr. Available online: https://www.tno.nl/en/focus-
areas/techtransfer/licenses/reflex-technology-for-smart-energy-services/ (accessed on 28 October 2020). 12. OECD Guidelines on the Protection of Privacy and Transborder Flows of Personal Data. Available online: https:
//www.oecd.org/internet/ieconomy/oecdguidelinesontheprotectionofprivacyandtransborderflowsofpersonaldata. htm (accessed on 2 September 2020). 13. 2020 Climate & Energy Package. Climate Action—European Commission. Available online: https://ec.europa. eu/clima/policies/strategies/2020 (accessed on 2 September 2020). 14. Roncero-Clemente, C.; Vilhena, N.; Delgado-Gomes, V.; Romero-Cadaval, E.; Martins, J.F. Control and
operation of a three-phase local energy router for prosumers in a smart community. IET Renewa. Power Gener. 2020, 14, 560–570. [CrossRef] Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional
affiliations. Energies 2020, 13, 5811
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© 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/). 16 of 16 16 of 16 Energies 2020, 13, 5811 © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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WEB MODUL IPA BERBASIS INKUIRI TERBIMBING UNTUK MENINGKATKAN THINKING SKILL
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Tersedia online di EDUSAINS
Website: http://journal.uinjkt.ac.id/index.php/edusains
EDUSAINS,12(1), 2020, 47-53
Research Artikel
WEB MODUL IPA BERBASIS INKUIRI TERBIMBING UNTUK MENINGKATKAN
THINKING SKILL
SCIENCE WEB MODULE BASED ON GUIDED INQUIRY TO IMPROVE THINKING SKILL Agnesi Sekarsari Putri*, Nurfina Aznam
Universitas Negeri Yogyakarta, Indonesia
*agnesi.sekar@gmail.com, nurfina_aznam@uny.ac.id Agnesi Sekarsari Putri*, Nurfina Aznam
Universitas Negeri Yogyakarta, Indonesia
*agnesi.sekar@gmail.com, nurfina_aznam@uny.ac.id Abstract The science web module is a systematically structured teaching material to achieve electronic learning
objectives using website applications in which writing, animation, video, and navigation are exciting,
interactive, active, and motivating learning that can facilitate students' thinking skills. Guided inquiry is a
model that trains students to be actively involved in investigations with questions raised by teachers to
direct students to find concepts. Guided inquiry-based web modules are used to improve students'
thinking skills measured through written tests. This study uses a pretest-posttest control group design. Based on the results of the analysis using the Kruskal Wallis test, there are differences in the
experimental class using the science web module based on guided inquiry and the control class using the
science teaching materials commonly used by teachers. The results showed an increase in higher thinking
skills in the experimental class than in the control class, resulting in the high effect size category so that
the experimental class increased the thinking skills more effectively than the control class. Keywords: science web module; guided inquiry; thinking skill. nding author
EDUSAINS, p-ISSN 1979-7281 e-ISSN 2443-1281
This is an open access article under CC-BY-SA license (https://creativecommons.org/licenses/by-sa/4.0/) PENDAHULUAN Abad 21 dikenal sebagai abad perkembangan
ilmu pengetahuan dan teknologi yang berkembang
pesat. Permasalahan yang terjadi pada abad ini
hanya bisa diselesaikan dengan mengasah dan
menguasai ilmu pengetahuan. Ilmu pengetahuan
dapat ditingkatkan melalui suatu pendidikan
(Smaldino, 2011). Paradigma pembelajaran abad 21
menuntut
perubahan
pendidikan
agar
dapat
menghasilkan sumber daya manusia yang unggul. Oleh
karena
itu,
pendidikan
harus
mampu
mengembangkan potensi peserta didik agar peserta
didik memiliki bekal memadai untuk dapat
mengatasi tantangan dan persaingan dalam dunia
global (Lee et al, 2014). Partnership for 21st
Century Learning (P21) mengembangkan kerangka
kerja pendidikan abad 21 di seluruh dunia. Salah
satu keterampilan abad 21 dalam kerangka kerja
tersebut keterampilan berpikir (thinking skill). Thinking
skill
merupakan
kunci
dalam
pembelajaran untuk menghasilkan sumber daya
manusia yang unggul dan kompetensi penting yang
dibutuhkan dalam mengatasi persaingan dunia
global (Smit, 2015). Model inkuiri terbimbing adalah model
pembelajaran yang mendeskripsikan fenomena,
mengidentifikasi
masalah,
merumuskan
pemecahan masalah, mengkomunikasikan ide-ide
ke orang lain, mengembangkan kreativitas dalam
memilih
solusi
terbaik
pemecahan
masalah,
mengembangkan
pemahaman
sains
dengan
menggabungkan
pengetahuan
ilmiah
dengan
penalaran dan keterampilan berpikir (Llewellyn,
2011). National Academy of Science (2000)
menyatakan karakteristik model inkuiri yaitu
peserta didik aktif terlibat dalam aktivitas hands-on
and minds-on, tugas guru memilih masalah yang
dilontarkan ke kelas untuk dipecahkan peserta didik
dengan memberikan pertanyaan yang mengarahkan
pada penemuan konsep dan pemecahan masalah
serta menyediakan sumber belajar dalam rangka
pemecahan masalah. Selain
model
pembelajaran,
guru
membutuhkan bahan ajar. Bahan ajar digunakan
untuk
menunjang
proses
pembelajaran
serta
mencapai kompetensi dasar (Susilowati, 2015). Hasil observasi di SMP Negeri 2 Gamping, bahan
ajar yang digunakan guru berupa buku teks
sumbangan pemerintah, buku teks pelajaran, dan
Lembar Kerja Peserta Didik (LKPD) yang dibeli
melalui
penyalur
di
sekolah. Pelaksanaan
pembelajaran
dilakukan
dengan
membaca
rangkuman materi dan mengerjakan soal di LKPD
dengan sesekali guru menjelaskan materi. Hal ini
perlu inovatif bahan ajar agar dapat meningkatkan
kualitas pembelajaran. Kusuman et al (2016)
menyatakan bahwa bahan ajar yang inovatif
menciptakan pembelajaran menarik, menumbuhkan
minat, motivasi, mengurangi ketergantungan dan
mendapatkan kemudahan dalam mempelajari setiap
indikator
yang
terdapat
pada
perangkat
pembelajaran yang disusun oleh guru. Thinking skill merupakan kemampuan dasar
yang melatih otak untuk berpikir kritis dan logis
dalam
memahami
informasi,
menggunakan
kemampuan analitis, memecahan masalah, serta
meningkatkan kemampuan pengambilan keputusan
dengan tepat (Prajapati et al, 2017; Salonen et al,
2017;
Butterworth
&
Thwaites,
2013). EDUSAINS. Volume 12 Nomor 01 Tahun 2020, 48-53
This is an open access article under CC-BY-SA license (https://creativecommons.org/licenses/by-sa/4.0/) Abstrak Web modul IPA merupakan bahan ajar yang disusun sistematis untuk mencapai tujuan pembelajaran
berbentuk elektronik menggunakan aplikasi website yang didalamnya terdapat tulisan, animasi, video,
serta navigasi yang menjadi pembelajaran yang menarik, interaktif, aktif, dan memotivasi belajar yang
dapat memfasilitasi thinking skill peserta didik. Inkuiri terbimbing merupakan model yang melatih peserta
didik terlibat aktif dalam penyelidikan dengan pertanyaan-pertanyaan yang diajukan guru untuk
mengarahkan peserta didik menemukan konsep. Web modul berbasos inkuiri terbimbing digunakan untuk
meningkatkan thinking skill peserta didik. Penelitian ini menggunakan pretest posttest control group
design. Thinking skill diukur melalui tes tertulis. Berdasarkan hasil analisis menggunakan uji Kruskal
Wallis terdapat perbedaan kelas eksperimen yang menggunakan web modul IPA berbasis inkuiri
terbimbing dengan kelas kontrol yang menggunakan bahan ajar IPA yang biasa digunakan guru. Hasil
penelitian menunjukkan bahwa terdapat peningkatan thinking skill yang lebih tinggi pada kelas
eksperimen daripada kelas kontrol, dengan hasil effect size kategori tinggi, sehingga kelas eksperimen
meningkatkan thinking skill yang lebih efektif daripada kelas kontrol. Kata Kunci: web modul IPA; inkuiri terbimbing; thinking skill
Permalink/DOI: http://doi.org/10.15408/es.v12i1.11034 Kata Kunci: web modul IPA; inkuiri terbimbing; thinking skill Kata Kunci: web modul IPA; inkuiri terbimbing; thinking skill Permalink/DOI: http://doi.org/10.15408/es.v12i1.11034 *Corresponding author *Corresponding author nding author
EDUSAINS, p-ISSN 1979-7281 e-ISSN 2443-1281
This is an open access article under CC-BY-SA license (https://creativecommons.org/licenses/by-sa/4.0/) Putri, A. S., Aznam, N. Putri, A. S., Aznam, N. pembelajaran yang dapat membantu peserta didik
berperan aktif dalam pembelajaran. PENDAHULUAN Keterampilan berpikir penting agar peserta didik
dapat
mengoptimalkan
kemampuan
berpikir
sehingga meningkatkan kemampuan pemecahan
masalah dalam kehidupan sehari-hari, menganalisa
pemikiran untuk memastikan bahwa peserta didik
telah membuat keputusan dengan tepat, serta dapat
menjadi bekal untuk bersaing di dunia global (Smit,
2015; Salih, 2010; Roekel, 2011). Hasil observasi dan wawancara di SMP
Negeri
2
Gamping,
proses
pembelajaran
berlangsung satu arah dengan dilakukan ceramah
dan diskusi. Pembelajaran kurang melibatkan
keterlibatan aktif peserta didik, sehingga thinking
skill peserta didik kurang terlatih dengan baik. Oleh
karena
itu,
perlu
dilakukan
inovasi
model Salah satu bahan ajar yang dapat digunakan
yaitu web modul IPA. Modul dipilih karena
memiliki karakteristik self-instruction dan self-
contained sehingga peserta didik dilatih mandiri
untuk mengelola waktu belajarnya dan memahami
materi pelajaran (Kaur et al, 2017). Web modul
berbentuk elektronik menggunakan aplikasi website Web Modul Ipa Berbasis Inkuiri Terbimbing … yang dapat digunakan pada komputer, laptop, serta
smartphone yang didalamnya terdapat tulisan,
animasi, video, serta navigasi (Tambunan, 2013). Penggunaan modul menjadi pembelajaran alternatif
dalam rangka interaksi guru dan peserta didik
dengan modul sehingga pembelajaran menjadi
menarik, interaktif, aktif, dan memotivasi belajar
(Johar, A., et al., 2014). Penggunaan web modul
dapat
membantu
peserta
didik
untuk
mengidentifikasi masalah, menganalisis informasi,
merumuskan pemecahan masalah, dan berdiskusi
untuk menentukan solusi terbaik dalam pemecahan
masalah (Kaur, R., et al., 2017). web modul IPA untuk meningkatkan thinking skill
dapat diketahui dari analisis effect size (Cohen, et
al, 2007). HASIL DAN PEMBAHASAN Penelitian
dilaksanakan
pada
kelas
eksperimen dan kelas kontrol. Kelas eksperimen
melaksanakan pembelajaran menggunakan web
modul IPA, sedangkan kelas kontrol melaksanakan
pembelajaran dengan bahan ajar IPA yang biasa
digunakan guru. Pelaksanaan penelitian diawali
dengan memberikan pretest dengan hasil pretest
yang hampir sama. Setelah selesai pretest, peserta
didik kelas eksperimen melaksanakan pembelajaran
dengan web modul IPA dengan inkuiri terbimbing
menggunakan laptop atau smartphone. Berdasarkan penjelasan di atas, penelitian ini
bertujuan
untuk
melihat
ada
atau
tidaknya
peningkatan thinking skill peserta didik setelah
menggunakan web modul IPA berbasis inkuiri
terbimbing. Pada
kelas
kontrol,
pelaksanaan
pembelajaran dengan bahan ajar IPA yang biasa
digunakan guru serta proses pembelajaran yang
biasanya diberikan guru. Setelah selesai seluruh
rangkaian kegiatan pembelajaran, peserta didik
melaksanakan posttest untuk mengetahui sejauh
mana peningkatan thinking skill peserta didik. Soal
thinking skill mencakup indikator mengidentifikasi
permasalahan,
menganalisis
informasi,
merumuskan pemecahan masalah, memilih solusi
terbaik
pemecahan
masalah
(Pasific
Policy
Research Center, 2010; Trilling & Fadel, 2009;
McGuinness, et al, 2000). Hasil thinking skill
peserta didik dapat dilihat pada Tabel 4. EDUSAINS. Volume 12 Nomor 01 Tahun 2020, 49-53
This is an open access article under CC-BY-SA license (https://creativecommons.org/licenses/by-sa/4.0/) METODE Penelitian ini dilaksanakan di SMP Negeri 2
Gamping tahun akademik 2018/2019. Teknik
pengambilan sampel yang digunakan adalah cluster
random
sampling. Masing-masing
kelas
diasumsikan memiliki kemampuan yang sama,
karena pengelompokan kelas sudah ditetapkan oleh
sekolah atas dasar pengetahuan dan jenis kelamin
yang telah tersebar secara seimbang. Sampel dalam
penelitian ini adalah peserta didik dari dua kelas
yang digunakan yaitu VII E sebagai kelas
eksperimen dan VII F sebagai kelas kontrol. Penelitian ini menggunakan pretest posttest control
group design (Creswell, 2012). Tabel 4. Data Nilai Thinking Skill
Deskripsi
Pretest
Posttest
Eksperimen
25,10
80,16
Kontrol
25,15
75,31 Tabel 4. Data Nilai Thinking Skill Teknik pengumpulan data menggunakan
metode tes untuk mengukur thinking skill berupa
soal essay sebanyak lima butir soal. Soal thinking
skill disusun berdasarkan Trilling & Fadel (2009),
Pasific
Policy
Research
Center
(2010),
&
McGuinness et.al (2000) yaitu mengidentifikasi
permasalahan,
menganalisis
informasi,
merumuskan pemecahan masalah, memilih solusi
terbaik pemecahan masalah. Tabel 4 menunjukkan bahwa nilai thinking
skill kelas eksperimen lebih baik dibandingkan
dengan nilai thinking skill pada kelas kontrol. Nilai
thinking skill peserta didik dapat dilihat lebih detail
dengan melihat perbandingan data nilai thinking
skill peserta didik kelas eksperimen dan kelas
kontrol setiap indikator yang dapat dilihat pada
Gambar 1. Teknik analisis data yang digunakan adalah
uji K-Independent Sample Test/Kruskal Wallis
dengan SPSS 22 menggunakan taraf signifikansi
(α) 0,05 (Stanislaus, 2006). Besarnya efektivitas Putri, A. S., Aznam, N. Gambar 1. Perbandingan Rata-rata Thinking Skill
Setiap Indikator gambar, video yang diberikan oleh guru. Peserta
didik
menyiapkan
hasil
diskusi
yang
telah
dilakukan dan mempresentasikan hasil diskusi di
depan kelas. Peserta didik menanggapi kelompook
yang melakukan presentasi serta guru memberi
umpan balik jawaban peserta didik yang kurang
tepat dengan mengajukan pertanyaan yang dapat
menggiring peserta didik menjawab dengan benar. Merumuskan
pemecahan
masalah
tersebut
merupakan indikator dati thinking skill. Guru
meminta peserta didik untuk berdiskusi dalam
rangka memilih solusi terbaik pemecahan masalah
yang merupakan indikator thinking skill. Setelah
menemukan solusi terbaik, guru dan peserta didik
bersama-sama membuat kesimpulan hasil kegiatan
pembelajaran. Pembelajaran web modul IPA
memuat langkah inkuiri terbimbing dan materi
pembelajaran
yang
dihubungkan
dengan
fenomena/permasalahan
sekitar
peserta
didik
sehingga dapat melatih mengidentifikasi konsep
yang berkaitan dengan fenomena di lingkungan
sekitar, melatih thinking skill, tertarik pada sains,
serta
menumbuhkan
kepedulian
terhadap
lingkungan (Ilmiyah et al, 2019; Lia et al, 2016;
Agung, 2015). Gambar 1. Perbandingan Rata-rata Thinking Skill
Setiap Indikator Gambar 1 menunjukkan bahwa rata-rata
thinking
skill
setiap
indikator
pada
kelas
eksperimen dan kelas kontrol berbeda. EDUSAINS. Volume 12 Nomor 01 Tahun 2020, 50-53
This is an open access article under CC-BY-SA license (https://creativecommons.org/licenses/by-sa/4.0/) UCAPAN TERIMA KASIH Terimakasih kepada Kepala Sekolah, guru,
dan peserta didik SMP Negeri 2 Gamping yang
telah memberikan kesempatan kepada peneliti
untuk melakukan penelitian tentang web modul
IPA terintegrasi potensi lokal batik terhadap
thinking skill peserta didik. Bagi peneliti yang akan
melakukan penelitian serupa, saran yang diberikan
bagi peneliti selanjutnya diharapkan dapat meneliti
lebih tentang pengaruh web modul IPA berbasis
inkuiri terbimbing yang berbeda serta pengaruh
web modul IPA terhadap variabel yang berbeda
dengan latar permasalahan yang berbeda. PENUTUP meningkatkan
thinking
skill
peserta
didik
menggunakan effect size diperoleh skor sebesar 0,8
dengan kategori tinggi sehingga dapat dikatakan
bahwa web modul IPA berbasis inkuiri terbimbing
mempunyai efek yang tinggi untuk meningkatkan
thinking skill peserta didik. Hasil penelitian ini
sejalan dengan penelitian yang telah dilakukan
Anafidah et.al (2017) yang menyatakan bahwa
modul pembelajaran dapat melatih peserta didik
untuk aktif dalam pembelajaran dan mampu
meningkatkan keterampilan berpikir. Penelitian lain
yang dilakukan Pistanty et.al (2015) menyatakan
bahwa modul dapat meningkatkan kemampuan
berpikir. Web modul IPA berbasis inkuriri
terbimbing efektif meningkatkan thinking skill
peserta didik karena kegiatan pembelajaran dalam
web modul IPA disusun dengan langkah-langlah
pembelajaran inkuiri terbimbing sehingga peserta
didik lebih aktif melakukan diskusi serta terlatih
untuk mengidentifikasi masalah, analisis informasi,
mengidentifikasi upaya pemecahan masalah, dan
menemukan solusi terbaik pemecahan masalah
(Hairida, 2016; Novana, et al, 2014). Web modul
IPA membantu peserta didik aktif dalam kegiatan
pembelajaran, sehingga peserta didik diajak untuk
bertanya, mengemukakan pendapat, mendengarkan
pendapat, mengerjakan tugas, mengerjakan latihan,
sehingga thinking skill dapat muncul dalam
kegiatan pembelajaran (Ash-Shiddieqy, et al,
2018). Web modul IPA dapat melatih thinking skill
karena pembelajaran dengan web modul IPA
membantu peserta didik memperoleh pengalaman
belajar dan pengetahuan untuk menemukan dan
merumuskan
pengetahuan
melalui
eksplorasi
informasi terkait materi secara bersama dengan
peserta didik lain (Noel, 2014; Pattiwael, 2016). Peserta didik yang menggunakan web modul IPA
lebih aktif dan tertarik dalam belajar IPA daripada
peserta didik yang menggunakan bahan ajar IPA
yang biasa digunakan guru, sehingga hasil
penelitian menunjukkan bahwa ada peningkatan
thinking skill peserta didik yang lebih tinggi dengan
menggunakan web modul IPA. Berdasarkan penelitian diatas maka dapat
disimpulkan bahwa web modul IPA berbasis inkuiri
terbimbing dapat meningkatkan thinking skill
peserta didik dengan hasil uji Kruskal Wallis,
diperoleh nilai Asymp. Sig. (0,000) < α (0,05) serta
effect size diperoleh skor sebesar 0,8 sehingga web
modul IPA berbasis inkuiri terbimbing mempunyai
efek yang tinggi untuk meningkatkan thinking skill
peserta
didik. Hasil
penelitian
ini
dapat
dimanfaatkan guru untuk meningkatkan thinking
skill peserta didik dalam pembelajaran IPA SMP. METODE Penelitian lain
yang dilakukan Pistanty et.al (2015) menyatakan
bahwa modul dapat meningkatkan kemampuan
berpikir. Web modul IPA berbasis inkuriri
terbimbing efektif meningkatkan thinking skill
peserta didik karena kegiatan pembelajaran dalam
web modul IPA disusun dengan langkah-langlah
pembelajaran inkuiri terbimbing sehingga peserta
didik lebih aktif melakukan diskusi serta terlatih
untuk mengidentifikasi masalah, analisis informasi,
mengidentifikasi upaya pemecahan masalah, dan
menemukan solusi terbaik pemecahan masalah
(Hairida, 2016; Novana, et al, 2014). Web modul
IPA membantu peserta didik aktif dalam kegiatan
pembelajaran, sehingga peserta didik diajak untuk
bertanya, mengemukakan pendapat, mendengarkan
pendapat, mengerjakan tugas, mengerjakan latihan,
sehingga thinking skill dapat muncul dalam
kegiatan pembelajaran (Ash-Shiddieqy, et al,
2018). Web modul IPA dapat melatih thinking skill
karena pembelajaran dengan web modul IPA
membantu peserta didik memperoleh pengalaman
belajar dan pengetahuan untuk menemukan dan
merumuskan
pengetahuan
melalui
eksplorasi
informasi terkait materi secara bersama dengan
peserta didik lain (Noel, 2014; Pattiwael, 2016). Peserta didik yang menggunakan web modul IPA
lebih aktif dan tertarik dalam belajar IPA daripada
peserta didik yang menggunakan bahan ajar IPA
yang biasa digunakan guru, sehingga hasil
penelitian menunjukkan bahwa ada peningkatan
thinking skill peserta didik yang lebih tinggi dengan
menggunakan web modul IPA. EDUSAINS. Volume 12 Nomor 01 Tahun 2020, 51-53
This is an open access article under CC-BY-SA license (https://creativecommons.org/licenses/by-sa/4.0/) METODE Kelas
eksperimen memiliki nilai setiap indikator thinking
skill yang lebih tinggi daripada nilai setiap
indikator thinking skill kelas kontrol. Thinking skill
yang dicapai peserta didik pada kelas eksperimen
lebih
baik
daripada
kelas
kontrol
karena
pembelajaran kelas eksperimen menggunakan web
modul IPA yang disajikan dengan memuat model
inkuiri
terbimbing,
materi
pencemaran
yang
dihubungkan dengan limbah industri batik yang ada
dilingkungan sekitar peserta didik, setiap kegiatan
memuat
tulisan,
gambar,
video,
download,
pertanyaan
yang
membantu
peserta
didik
melakukan diskusi, soal latihan dan soal evaluasi
(Setiyadi et al, 2017; Fitri et al, 2013). Hasil nilai thinking skill peserta didik
dilakukan analisis lebih lanjut dengan uji K-
Independent Sample Test/Kruskal Wallis dengan
SPSS 22 menggunakan taraf signifikansi 0,05 yang
disajikan pada Tabel 5. Indikator identifikasi masalah, pada kelas
eksperimen lebih baik daripada kelas kontrol
karena
pada
kelas
eksperimen
pembelajaran
menggunakan web modul IPA. Pada web modul
IPA disajikan gambar dan video terkait pencemaran
lingkungan,
peserta
didik
diminta
untuk
mengidentifikasi permasalahan terkait gambar dan
video yang disajikan. Peserta didik bergabung
dalam kelompok untuk melakukan pengumpulan
data untuk didiskusikan dengan peserta didik lain. Guru memberikan artikel, gambar, video, serta dan
pertanyaan-pertanyaan diskusi yang terdapat dalam
web modul IPA dalam rangka melatih analisis
informasi terkait permasalahan yang ditemukan,
analisis informasi ini merupakan bagian dari
indikator thinking skill. Peserta didik melakukan
diskusi
dan
mengumpulkan
informasi
untuk
melakukan penyelesaian masalah terkait artikel, Tabel 5. Hasil Uji Kruskal Wallis Nilai Thinking
Skill
Kruskal Wallis
Hasil
Chi-Square
13.199
Df
1
Asymp. Sig. .000 Tabel 5. Hasil Uji Kruskal Wallis Nilai Thinking Tabel 5. Hasil Uji Kruskal Wallis Nilai Thinking Tabel 5 menunjukkan bahwa hasil uji
Kruskal Wallis diperoleh nilai Asymp. Sig. sebesar
0,000 sehingga Asymp. Sig. < α dengan α sebesar
0,05 maka H0 ditolak. Oleh karena itu, dapat
disimpulkan bahwa ada perbedaan thinking skill
peserta didik yang menggunakan web modul IPA
dengan
thinking
skill
peserta
didik
yang
menggunakan bahan ajar IPA yang biasa digunakan
guru. Analisis selanjutnya yaitu untuk mengetahui
besarnya efektivitas web modul IPA untuk Web Modul Ipa Berbasis Inkuiri Terbimbing … meningkatkan
thinking
skill
peserta
didik
menggunakan effect size diperoleh skor sebesar 0,8
dengan kategori tinggi sehingga dapat dikatakan
bahwa web modul IPA berbasis inkuiri terbimbing
mempunyai efek yang tinggi untuk meningkatkan
thinking skill peserta didik. Hasil penelitian ini
sejalan dengan penelitian yang telah dilakukan
Anafidah et.al (2017) yang menyatakan bahwa
modul pembelajaran dapat melatih peserta didik
untuk aktif dalam pembelajaran dan mampu
meningkatkan keterampilan berpikir. DAFTAR PUSTAKA Agung, L. S. (2015). The Development of Local
Wisdom-based Social Science Learning
Model with Bengawan Solo as The Learning
Source. American International Journal of
Social Science 4(4):51-57. Anafidah, A., Sarwanto, & Masykuri, M. (2017). Pengembangan Modul Fisika Berbasis CTL
(Contextual Teaching and Learning) pada
Materi
Dinamika
Partikel
untuk
Meningkatkan Keterampilan Berpikir Kritis
Siswa Kelas X SMAN 1 Ngawi. Jurnal
Inkuiri 6(3). Ash-Shiddieqy, M. H., Suparmi, A., & Sunarno,
W. (2018). The effectiveness of module
based on quided inquiry method to improve EDUSAINS. Volume 12 Nomor 01 Tahun 2020, 51-53
This is an open access article under CC-BY-SA license (https://creativecommons.org/licenses/by-sa/4.0/) Putri, A. S., Aznam, N. Menengah Kejuruan. Jurnal Pendidikan
Teknologi dan Kejuruan 23(1):39. students’ logical thinking ability. Journal of
Physics: Conference Series, 1006(1). Kaur, R., Singh, G., & Singh, S. (2017). Effect of
self-learning modules and constructivist
approach on academic performance of
secondary school students: A comparative
study. International Journal of Humanities
and Social Science Research 3(1):61-63. Butterworth, J., & Thwaites, G. (2013). Thinking
Skill:
Critical
Thinking
and
Problem
Solving. New York: Cambridge University
Press. Cohen, L., Manion, L., & Morrison, K. (2007). Research Methods in Education. New York:
Routllege Falmer. LIewellyn, D. (2011). Differentiated Science
Inquiry. California: Corwin. Creswell, J.W. (2012). Educational Research:
Planning,
Conducting
and
Evaluating
Quantitative and Qualitative Reasearch. Lincoln: University of Nebraska. Lee., Hung, D., & Teh, L. W. (2014). Toward 21st
Century Learning: An Analysis of Top
Performing
Asian
Education
Systems’
Reforms. Asia-Pasific Edu Res 23(4): 779-
781. Fitri, L. A., Kurniawan, E. S., & Ngazizah, N. (2013). Pengembangan Modul Fisika pada
Pokok Bahasan Listrik Dinamis Berbasis
Domain
Pengetahuan
Sains
untuk
Mengoptimalkan Minds On Siswa SMA
Negeri 2 Purworejo Kelas X Tahun Pelajaran
2012/2013. Jurnal Radiasi 3(1):1-5. Lia, R. M., Udaibah, W., & Mulyatun. (2016). Pengembangan Modul Pembelajaran Kimia
Berorientasi Etnosains dengan Mengangkat
Budaya Batik Pekalongan. Unnes Science
Education Journal 5(3):1419-1421. McGuinness, C., Scullion, T., Bianchi, L., &
Gallagher, C. (2000). Thinking Skill and
Personal Capabilities for Key Stages 1 & 2. Northern Ireland: The Education and Library
Boards. Hairida, H. (2016). The effectiveness using inquiry
based natural science module with authentic
assessment to improve the critical thinking
and inquiry skills of junior high school
students. Jurnal Pendidikan IPA Indonesia,
5(2): 209-215. National Academy of Sciences. (2000). Inquiry and
the National Science Education Standards A
Guided
for
Teaching
and
Learning. Washington, D.C: National Academy Press. Ilmiyah, R., Wasino., & Utomo, U. (2019). EDUSAINS. Volume 12 Nomor 01 Tahun 2020, 52-53
This is an open access article under CC-BY-SA license (https://creativecommons.org/licenses/by-sa/4.0/) DAFTAR PUSTAKA The
Development
of
Local
Wisdom-Based
Contextual
Social
Science
Teaching
Materials with The Theme of Indahnya
Kebersamaan (The Beauty of Togetherness)
for The Fourth Grade Level of Elementary
School. Journal of Primary Education
8(3):296-297. Noel, L. (2014). Using Blogs To Create A
Constructivist
Learning
Environment. Journal Social and Behaviour Science
17(4):618-619. Novana,
T.,
Sajidan.,
&
Maridi. (2014). Pengembangan Modul Inkuiri Terbimbing
Berbasis
Potensi
Lokal
pada
Materi
Tumbuhan Lumut dan Tumbuhan Paku. Jurnal Inkuiri 3(2):108-122. Johar, A., Risdianto, E., Fera, D. A., & Indiyati. (2014). Perancangan
dan
Implementasi
Media Pembelajaran Berbasis Web pada
Bidang Studi Bahasa Inggris di Kelas VII
SMP Negeri 1 Kota Bengkulu dengan
Menggunakan PHP dan MYSQL. Jurnal
Rekursif 2(1):8. Pacific Policy Research Center. (2010). 21st
Century Skills for Students and Teachers. Honolulu: Kamehameha Schools, Research
& Evaluation Division. Kusuman, A., Mukhidin., & Hasan, B. (2016). Pengembangan Bahan Ajar Mata Pelajaran
Dasar dan Pengukuran Listrik untuk Sekolah Pistanty, M. A., Sunarno, W., & Maridi. (2015). Pengembangan
Modul
IPA
Berbasis Web Modul Ipa Berbasis Inkuiri Terbimbing … Problem
Based
Learning
untuk
Meningkatkan Kemampuan Memecahkan
Masalah
pada
Materi
Polusi
serta
Dampaknya pada Manusia dan Lingkungan
Siswa Kelas XI SMK Pancasila Purwodadi. Jurnal Inkuiri, 4(2). Science Education. Journal of Curriculum
and Instruction 5(1), 1-3. Smit, L. S. (2015). A better understanding of 21st
century skills in mathematics education and
a view on these skills in current practice. Journal the Mathematics Enthusiast 36:4-7. Pattiwael, A. S. (2016). Addressing 21st Century
Communication Skills: Some Emerging
Issues From Eil Pedagody & Intercultural
Communicative Competence. Indonesian
Journal of English Education 3(2). Salonen, A., Hartikainen-Ahia, A., Hense, J., &
Keinonen, T. (2017). Secondary school
students’ perceptions of working life skills in
science-related
careers. International
Journal of Science Education 39(10):2-7. Prajapati, R., Sharma, B., & Sharma, D. (2017). Significance of Life Skills Education. Journal Contemporary Issues in Education
Research-First Quarter 10(1):1-6. Setiyadi, M. W., Ismail, & Gani, H. M. (2017). Pengembangan Modul Pembelajaran Biologi
Berbasis
Pendekatan
Saintifik
untuk
Meningkatkan Hasil Belajar Siswa. Journal
of Education Science and Technology
3(2):102-112. Roekel, D. V. (2011). Preparing 21st Century
Students for a Global Society.USA: National
Education Association. Susilowati. (2015). IPA dan Pembelajrannya. Yogyakarta: UNY Press. Stanislaus. (2006). Pedoman Analisis Data dengan
SPSS. Yogyakarta: Graha Ilmu. Trilling, B., & Fadel, C. (2009). 21st Century Skills:
Learning for Life in Our Times. San
Francisco: Jossey-Bass. Salih, M. (2010). Developing Thinking Skills in
Malaysian Science Via An Analogical Task. DAFTAR PUSTAKA Journal
of
Science
and
Mathematic
33(1):110. Tambunan,
H. (2013). Pengembangan
Pembelajaran
Berbasis
Website
dalam
Matakuliah Pengaturan Mesin Listrik. Jurnal
Cakrawala
Pendidikan
31(1):75. Smaldino, S. E. (2011). Preparing Students with
21st Century ICT Literacy in Math and EDUSAINS. Volume 12 Nomor 01 Tahun 2020, 53-53
This is an open access article under CC-BY-SA license (https://creativecommons.org/licenses/by-sa/4.0/) EDUSAINS. Volume 12 Nomor 01 Tahun 2020, 53-53
This is an open access article under CC-BY-SA license (https://creativecommons.org/licenses/by-sa/4.0/)
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English
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The Comparison between Black Cumin Extract and Betel Leaf Extract As Antifungal Potential to Candida Albicans on Acrylic Resin Denture Base
|
Insisiva Dental Journal
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cc-by-sa
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The Comparison between Black Cumin Extract and Betel Leaf Extract As
Antifungal Potential to Candida Albicans on Acrylic Resin Denture Base
Hastoro Pintadi, Urai Rifaldy Aryandi*
Department of Prosthodontics, School of Dentistry, Faculty of Medicine and Health Sciences, Universitas Muhammadiyah Yogyakarta,
Indonesia. Received date: November 27th, 2019; revised date: June 22th, 2021; accepted: January 19th, 2022
DOI: 10.18196/di.v10i1.7535 Abstract Porosity in acrylic resin denture base causes a rough surface and can absorb fluid, leading to plaque. Candida
albicans can stick to a plaque on the denture base and engender denture stomatitis. Denture base submersion has
to be carried out in traditional plant solutions to prevent denture stomatitis. Traditional plants such as black cumin
and betel leaf are considered to have anti-fungal properties. This study aims to identify the comparison of
antifungal properties between black cumin and betel leaf extract to Candida albicans on the acrylic resin denture
base. This study is an experimental laboratory. Treatment group 1 used aquadest as a control negative, treatment
group 2 used a black cumin extract with a concentration of 0.25%, while treatment group 3 used betel leaf extract
with a concentrate of 50%. In every group, 9 acrylic resin pieces were soaked for 8 hours. The colony calculation
was then conducted and analyzed using the Mann-Whitney test to compare the average difference level between
the two tested groups. There was no significant difference level among a total colony of Candida albicans in the
treatment group with a concentration of 0.25% black cumin and the treatment group with a 50% concentration of
betel leaf. The result showed that the black cumin extract is no more effective in hindering the growth of Candida
albicans on the acrylic resin denture base than betel leaf extract. Keywords: antifungal; black cumin; betel leaf; candida albicans; dentures Insisiva Dental Journal: Majalah Kedokteran Gigi Insisiva, 11(1), May 2022, 1-6 Insisiva Dental Journal: Majalah Kedokteran Gigi Insisiva, 11(1), May 2022, 1-6 1 Research Article
The Comparison between Black Cumin Extract and Betel Leaf Extract As
Antifungal Potential to Candida Albicans on Acrylic Resin Denture Base
Hastoro Pintadi, Urai Rifaldy Aryandi*
Department of Prosthodontics, School of Dentistry, Faculty of Medicine and Health Sciences, Universitas Muhammadiyah Yogyakarta,
Indonesia. * Corresponding author, e-mail: filter34@gmail.com INTRODUCTION membrane mucosa of the oral cavity,
causing denture stomatitis.3 Dentures are instrument imitations
used to replace missing teeth and prevent
negative impacts.1 Denture generally uses a
polymer-based
material,
including
polymethyl methacrylate (PMMA) or
acrylic resin. Acrylic resin naturally has
some weaknesses such as dimension
instability, color change, and porosity that
cause rough surface and liquid absorption.2
Acrylic
resin
absorbs
water
when
contacting saliva and shapes plaque where
microorganisms gather, such as Candida
albicans. It can lead to cleaning difficulty
and harm oral and dental hygiene. Plaque
causes microorganisms and reacts to the Candida albicans is a commensal
organism that can lead to opportunistic
infection due to supportive predisposition
factors. Frequent causes of local Candida
albicans infection are dentures, especially
poor denture cleaning procedures.6 Prevention of denture stomatitis,
including infection Candida albicans, is
highly essential. Denture base submersion
in a cleaning solution is an effective method
to prevent it. However, the cleaning
solution circulating in the community, such
as chlorhexidine, is less affordable. Thus, it
needs affordable alternative materials for
base denture cleaning. The alternative Hastoro Pintadi, Urai Rifaldy Aryandi | The Comparison between Black Cumin Extract and Betel Leaf Extract As Antifungal Potential to
Candida Albicans on Acrylic Resin Denture Base
2 Hastoro Pintadi, Urai Rifaldy Aryandi | The Comparison between Black Cumin Extract and Betel Leaf Extract As Antifungal Potential to
Candida Albicans on Acrylic Resin Denture Base
2 The acrylic resin denture base started with
making a plate from modeling wax with a
diameter of 10 mm and a thickness of 2 mm. The total was 27 plates using wax. The wax
was used to create the unpolished plate
sample of acrylic resin. material can be obtained from traditional
plants that play as anti-fungal properties
such as black cumin (Nigella sativa) and
green betel leaves (Piper betel L.).4 The acrylic resin denture base started with
making a plate from modeling wax with a
diameter of 10 mm and a thickness of 2 mm. The total was 27 plates using wax. The wax
was used to create the unpolished plate
sample of acrylic resin. Black cumin seeds are often used as
traditional medicine in the Middle East and
Asian countries to handle many diseases
such as microorganism infection. Black
cumin contains anti-fungal properties such
as thymoquinone, thymohydroquinone and
thymol. INTRODUCTION Such materials are the main
components of black cumin essential oil
and have excellent antifungal properties in
hindering Candida albicans.5 Furthermore,
Saponin compounds have also been
reported to have an ability as an antifungal
property.2 Furthermore, the production of
black cumin and green betel leaf extract
was carried out using the maceration
method. 600 grams of black cumin seeds
and green betel leaves were cleaned and
dried for 48 hours at a temperature of 45o C. The dried black cumin seed and green betel
leaves were ground using a pollinator
machine. The two kinds of powder were
mixed with methanol and then were stirred
for 30 minutes. It was left for 24 hours and
filtered. The process was repeated three
times. After that, the filtration was done and
evaporated. The evaporation produced a
thick extract. Next, the thick extract was
poured into a porcelain cup and heated until
the black cumin and green betel leave
extract was obtained. The black cumin
extract was then diluted with dimethyl
sulfoxide to reach 0.25% concentration,
while the green betel leave extract was
diluted with dimethyl sulfoxide to reach
50% concentration. Moreover, green betel leaves are
experimentally known to have various
pharmacological properties, such as anti-
microbial, anti-fungal, and others. 6 the
antifungal property in green betel leaf is
found in the hydroxychavicol compound.7
Furthermore, the green betel leaves also
contain several bioactive compounds as an
antifungal property, such as alkaloids and
flavonoids, which can hinder the formation
of pseudohyphae and disturb nucleic acid
biosynthesis. Candida
albicans
colony
was
prepared by taking the Candida albicans
using ose sterile and then planting it into
Sabouraud ' dextrose agar. It was then
incubated for 24 hours at 37o C. The
suspension of Candida albicans was
customized with a solution standard of
McFarland. MATERIALS AND METHODS This research is an experimental
laboratory
study
conducted
in
the
Microbiology Faculty of Medicine and
Health Sciences laboratory, Universitas
Muhammadiyah Yogyakarta and Research
and Testing Integrated Laboratory (LPPT)
Gajah
Mada
University. This
study
employed 27 samples for 3 groups; 9
samples for each group. The treatment
group utilized the acrylic resin denture base
submersion in aquadest for 8 hours. Treatment group 2 utilized the acrylic resin
denture base submersion in black cumin
extract concentration of 0.25% for 8 hours. Meanwhile, treatment group 3 utilized the
acrylic resin denture base submersion in
green betel leaf extract concentration of
50% for 8 hours after being contaminated
with Candida albicans for 24 hours. Acrylic resin disc with a diameter of
10 mm and a thickness of 2 mm totaling 27
pieces were soaked using aquadest for 48
hours and then sterilized using 70%
alcohol. Acrylic resin disc was soaked in
sterile saliva for 1 hour and then rinsed with
phosphate-buffered saline (PBS) twice,
respectively. It was put into a reaction tube
containing Candida albicans suspension
and incubated for 24 hours. It was then
soaked in a reaction tube containing
aquadest, black cumin extract of 0.25%
concentration and green betel leave extract Insisiva Dental Journal: Majalah Kedokteran Gigi Insisiva, 11(1), May 2022, 1-6 3 that the data were normally distributed. Meanwhile, the treatment group of green
betel leave extract of 50% concentration
showed the significance value of 0.002 (p
<0.05), indicating the data were not
normally distributed. Thus, the Mann-
Whitney test's non-parametric hypothesis
was conducted to identify the comparison
between black cumin and green betel leave
extract. of 50% concentration previously containing
Candida albicans suspension for 8 hours. After that, each acrylic resin disc was put
into a reaction tube containing 10 ml
aquadest, then was shaken with a vortex
mixer for 1 minute and diluted up to 10-3. Furthermore, it was put into Sabouraud's
dextrose agar and incubated for 48 hours at
37o C. The calculation of the total colony of
Candida albicans was conducted using a
calculator. Furthermore, the homogeneity test
was conducted using Levene's test to
identify whether the analyzed data were
homogeneous or heterogeneous. The results
showed that the total colony of Candida
albicans on all three treatment groups had a
significance value of 0.787 (p> 0.05),
indicating that the data were homogeneous. Moreover, the non-parametric hypothesis
using the Man Whitney test was conducted. RESULT The study on the comparison
between black cumin and green betel leave
extract as antifungal properties towards the
growth of Candida albicans on the acrylic
resin denture base has been carried out in
the Microbiology laboratory Faculty of
Medicine and Health Sciences, Universitas
Muhammadiyah
Yogyakarta
with
27
subjects. The total and average data are as
follows: The result of the Mann-Whitney test
showed a significance value of 0.659
(p>0.05); thus, H0 was accepted. It can be
concluded that there was no significant
difference between the total colony of
Candida albicans in the treatment group of
black cumin extract of 0.25% concentration
and the treatment group of the green betel
leave extract of 50% concentration. Table 2. The results of the Mann Whitney test
The Number
of Candida
albicans
Asymp. Sig. (2-tailed)
.659
Exact Sig. [2*(1-tailed
Sig.)]
.666 b Table 2. The results of the Mann Whitney test
The Number
of Candida
albicans
Asymp. Sig. (2-tailed)
.659
Exact Sig. [2*(1-tailed
Sig.)]
.666 b Table 1. Data in the study
Group
n
Amount
Average
Aquadest
9
708
78.6667
Black Cumin extract
9
595
61.1111
Green Betel Leave
Extract
9
399
44.3333 Furthermore, a normality test was
conducted to identify the data distribution. The total number of the data was 27
samples. Therefore, the Shapiro-Wilk test
(small number of the sample) was
conducted to identify whether the data
distribution was normal. The Shapiro-Wilk
column showed the data distribution of
Candida albicans colony in aquadest and
black cumin extract concentration of 0.25%
revealed the significance value of 0.498 and
0.114 (p>0.05), respectively. It indicated MATERIALS AND METHODS The data were analyzed using
Shapiro Wilk and Levene's test. Test data
analysis
using
SPSS
showed
that
distributed data were not normal and
homogeneous; thus, the Mann-Whitney test
was conducted. DISCUSSION The study shows no significant
mean difference between the total colony of
Candida albicans in the treatment group of
black cumin extract and the green betel
leave extract (p>0.05). Therefore, it is not
in line with the hypothesis revealing that
black cumin extract more effectively
hinders the growth of Candida albicans on
acrylic resin denture base compared to
green betel leave extract. Hastoro Pintadi, Urai Rifaldy Aryandi | The Comparison between Black Cumin Extract and Betel Leaf Extract As Antifungal Potential to
Candida Albicans on Acrylic Resin Denture Base
4 Hastoro Pintadi, Urai Rifaldy Aryandi | The Comparison between Black Cumin Extract and Betel Leaf Extract As Antifungal Potential to
Candida Albicans on Acrylic Resin Denture Base
4 Hastoro Pintadi, Urai Rifaldy Aryandi | The Comparison between Black Cumin Extract and Betel Leaf Extract As Antifungal Potential to
Candida Albicans on Acrylic Resin Denture Base
4 Less effectiveness of the black cumin
extract of 0.25% in hindering the growth of
Candida albicans colony is influenced by
the low-level concentration from the black
cumin extract. It is in line with Ornay et al.,
8, denoting that substance concentration
influences
the
effectiveness
of
the
antifungal agent. Low extract concentration
results in low active ingredients working as
an antifungal that can cause low antifungal
ability. Less effectiveness of the black cumin
extract of 0.25% in hindering the growth of
Candida albicans colony is influenced by
the low-level concentration from the black
cumin extract. It is in line with Ornay et al.,
8, denoting that substance concentration
influences
the
effectiveness
of
the
antifungal agent. Low extract concentration
results in low active ingredients working as
an antifungal that can cause low antifungal
ability. environments will influence the plant
response in nutrient absorption in the land
as well as the bioactive production. Both
statements align with research conducted
by Mahfur14, revealing that black cumin
originating from Indonesia did not contain
essential oil, while those originating from
Habasyah and India contained essential oil. In addition, this research also used green
betel leaf originating from Indonesia. The
betel
leaves
are
mostly
distributed in tropical and subtropical
countries
worldwide,
including
Indonesia.15 As all of the plants originated
from Indonesia, they did not influence
nutrient
absorption
and
bioactive
production response. Thus, it can be
concluded that the different environments
influence the active ingredient level of the
plants. DISCUSSION This statement is in line with
research conducted by Rahmawati et al.,9
revealing that black cumin extract with
10% concentration contains more fungal
agents than black cumin extract with 20%
concentration. Furthermore, another study
conducted by Dharma and Subaryanti10
showed that on the examination of the
diameter of inhibition activity, the black
cumin extract with a concentration of 20%
and 30% has no inhibition zone compared
to
the
black
cumin
extract
with
concentrations of 40%, 50%, and 60%. Therefore, it can be concluded that low-
level concentration of the black cumin
extract results in low active ingredient as an
antifungal agent. p
The black cumin and green betel
leave extract contain chemical compounds
with the same antifungal agent, namely
essential oil. The essential oil for the black
cumin contains derivative compounds such
as
thymoquinone,
thymohydroquinone,
dithymoquinone, p-cymene, carvacrol, 4-
terpineol,
t-anethol,
sesquiterpene
longifolene, α-pinene, and thymol.16 Out of
the 10 compounds, three compounds
showed
good
antifungal
properties,
especially in hindering the growth of
Candida albicans, namely thymoquinone,
thymohydroquinone and thymol.5 It is in
line with the study conducted by Halamova
et al., 17 evaluating the antifungal activity of
thymoquinone, thymohydroquinone and
dithymoquinone
in
vitro
used
the
microdilution method at 6 species of rotting
milk yeast. It revealed that thymoquinone
and thymohydroquinone showed antifungal
properties
that
could
hinder
the
development of Candida albicans. antifungal agent. The result of this study is not in line
with research conducted by Nagham Adil
Ghani11, revealing that the black cumin
extract with 0.25% concentration showed
the most effective ability in hindering the
growth of the Candida albicans colony due
to the different areas of the black cumin
seeds. The difference in the effectiveness of
the plants could be influenced by the origin
of the plants, agro-climate factors, and
phytochemical
contents
in
the
used
extract.12 The research used black cumin
seeds earned from Iraq, while this research
used black cumin seeds from Indonesia. Furthermore, according to Dharma and
Subaryanti,10 the difference in climate and
land nutrition could influence active
ingredient
level
from
simplicia. Furthermore, according to Suryadi et al., 13
black cumin can grow in Jordan with a sub-
tropical climate and Indonesia with a
tropical climate. DISCUSSION Therefore, the different The result of this study is not in line
with research conducted by Nagham Adil
Ghani11, revealing that the black cumin
extract with 0.25% concentration showed
the most effective ability in hindering the
growth of the Candida albicans colony due
to the different areas of the black cumin
seeds. The difference in the effectiveness of
the plants could be influenced by the origin
of the plants, agro-climate factors, and
phytochemical
contents
in
the
used
extract.12 The research used black cumin
seeds earned from Iraq, while this research
used black cumin seeds from Indonesia. Furthermore, according to Dharma and
Subaryanti,10 the difference in climate and
land nutrition could influence active
ingredient
level
from
simplicia. Furthermore, according to Suryadi et al., 13
black cumin can grow in Jordan with a sub-
tropical climate and Indonesia with a
tropical climate. Therefore, the different Thymoquinone is known to have an
action mechanism as an antifungal activity
by hindering the cell formation, destroying
membrane cytoplasm, and changing the
nucleus to
amorphous (no shape).18
Furthermore, thymol, also known to have
antifungal activity, also has an action Insisiva Dental Journal: Majalah Kedokteran Gigi Insisiva, 11(1), May 2022, 1-6 5 https://doi.org/10.1166/sam.2017.3023 4. Naeini A, Shayegh SS, Shokri H,
Davati A, Khazaei A, Akbari A. In
Vitro Antifungal Effect Of Herbal
Mixture (Nigella Sativa, Foeniculum
Vulgare
And
Camellia
Sinensis)
Against Candida Species Isolated
From Denture Wearers. Journal of
Herbmed Pharmacology. 2017; 6(2):
74-79. Other contents that can hinder the
growth of Candida albicans include
alkaloids and flavonoids. Alkaloids could
hinder the growth of Candida albicans by
obstructing the biosynthesis of nucleic acid. Meanwhile, flavonoids have an action
mechanism by impeding pseudohyphae
formation during pathogenesis. 5. Shokri H. A Review On The Inhibitory
Potential Of Nigella Sativa Against
Pathogenic And Toxigenic Fungi. Avicenna Journal of Phytomedicine. 2016; 6(1): 21-33. REFERENCES mechanism in hindering the growth of
Candida albicans by poisoning protoplasm,
destroying and penetrating the cell wall, as
well as precipitating cell proteins. 9 Besides
essential oil, saponin also can help hinder
the growth of Candida albicans. The action
mechanism
of
saponins
works
by
conducting
protein
denaturation
and
breaking down the membrane cell that leads
to the dead cell.2 1. Gosal AA, Siagian KV, Wowor VNS. Hubungan Kebiasaan Menyikat Gigi
Dan Status Kesehatan Gingiva Pada
Pengguna
Gigi
Tiruan
Sebagian
Lepasan Di Kelurahan Batu Kota. Pharmacon. 2015;4(4):
82-89. https://doi.org/10.35799/pha.4.2015.10196 2. Hanoem E, Imam B, Pranoto KP. The
Effectiveness of Nigella Sativa Seed
Extract In Inhibiting Candida Albicans
On Heat Cured Acrylic Resin. Dental
Journal (Majalah Kedokteran Gigi). 2011;
44(3):
137-140. https://doi.org/10.20473/j.djmkg.v44.i
3.p137-140 Green betel leave is also known to
contain an essential oil that has a derivative
compound in the form of hydroxychavicol,
p-cymene, α-terpinol, terpinyl acetate,
methyl
eugenol,
caryophyllenes,
chavibetol, allylpyrocatechol diacetate,
stearaldehyde, anethole, eugenol, safrole,
ursolic acid, 3β-acetyl ursolic, and β-
sitosterol. Hydroxychavicol is the only
derivative compound of essential oil that
plays a role as an antifungal agent. 7 Green betel leave is also known to
contain an essential oil that has a derivative
compound in the form of hydroxychavicol,
p-cymene, α-terpinol, terpinyl acetate,
methyl
eugenol,
caryophyllenes,
chavibetol, allylpyrocatechol diacetate,
stearaldehyde, anethole, eugenol, safrole,
ursolic acid, 3β-acetyl ursolic, and β-
sitosterol. Hydroxychavicol is the only
derivative compound of essential oil that
plays a role as an antifungal agent. 7 3. Albarrag
AM,
Alothman
OY,
Elsharawy MA, Al Rez MF, Fouad H,
Hashem M, et al. Effect of Nigella
Sativa Extracts on Candida Species
Adhesion to Acrylic Denture Base
Material And on Nanomechanical
Properties of The Denture Material. Science of Advanced Materials. 2017;
9(5):
775-781. Ali
et
al.,
19
stated
that
hydroxychavicol has an action mechanism
in resisting Candida albicans by damaging
the cell membrane structure that obstructs
the permeability barrier. Furthermore,
Singburaudom20
added
that
hydroxychavicol
also
has
an
action
mechanism in hindering biofilm growth and
reducing biofilm formation carried out by
Candida albicans as well as preventing the
formation of glucan, which is not water-
soluble. Ali
et
al.,
19
stated
that
hydroxychavicol has an action mechanism
in resisting Candida albicans by damaging
the cell membrane structure that obstructs
the permeability barrier. REFERENCES Furthermore,
Singburaudom20
added
that
hydroxychavicol
also
has
an
action
mechanism in hindering biofilm growth and
reducing biofilm formation carried out by
Candida albicans as well as preventing the
formation of glucan, which is not water-
soluble. CONCLUSION 6. Bajpai V, Sharma D, Kumar B,
Madhusudanan Kp. Profiling Of Piper
Betle Linn. Cultivars By Direct
Analysis
In
Real
Time
Mass
Spectrometric Technique. Biomedical
Chromatography. 2010; 24(12): 1283-
1286. Based on the results of this study, it
can be concluded that the black cumin
extract was not more effective in hindering
the growth of Candida albicans colony on
the acrylic resin denture base than the green
betel leave extract. https://doi.org/10.1002/bmc.1437 Hastoro Pintadi, Urai Rifaldy Aryandi | The Comparison between Black Cumin Extract and Betel Leaf Extract As Antifungal Potential to
Candida Albicans on Acrylic Resin Denture Base
6 dengan
Menggunakan
Metode
Kromatografi Gas. Surakarta; 2012. 7. Kumar
N,
Misra
P,
Dube
A,
Bhattacharya S, Dikshit M, Ranade S. Piper Betle Linn. A Maligned Pan-
Asiatic Plant With An Array Of
Pharmacological
Activities
And
Prospects For Drug Discovery. Current
Science. 2010; 99: 922-932. 15. Vikash C, Shalini T, Verma NK, Singh
DP, Chaudhary SK, Asha R. Piper
Betel: Phytochemistry, Traditional Use
& Pharmalogical Activity-A Review. International
Journal
of
Pharmaceutical
Research
and
Development; 2012;4:216-23. 8. Ornay AKD, Prehananto H, Dewi
ASS. Daya Hambat Pertumbuhan
Candida Albicans Dan Daya Bunuh
Candida
Albicans
Ekstrak
Daun
Kemangi (Ocimum Sanctum L.). Jurnal Wiyata. 2017; 4(1): 78-83. 16. Sultana S, Asif HM, Akhtar N, Iqbal A,
Nazar H, Rehman RU. Nigella Sativa:
Monograph. Journal
of
Pharmacognosy And Phytochemistry. 2015; 4: 103-106. 9. Rahmawati
A,
Al-Anwary
N,
Sasongkowati R. Pengaruh Pemberian
Infusa Jintan Hitam (Nigella Sativa
Linn) Terhadap Pertumbuhan Jamur
Candida Albicans. Analis Kesehatan
Sains. 2012; 1(1): 16-20. 17. Halamova K, Kokoska L, Flesar J,
Sklenickova O, Svobodova B, Marsik
P. In Vitro Antifungal Effect of Black
Cumin Seed Quinones Against Dairy
Spoilage Yeasts At Different Acidity
Levels. Journal of Food Protection. 2010;
73
(12):
2291–2295. https://doi.org/10.4315/0362-028X-
73.12.2291 10. Dharma ST, Subaryanti. Uji Anti
Jamur Ekstrak Biji Jintan Hitam
(Nigella Sativa L.) Terhadap Candida
Albicans. Sainstech Farma. 2015;
8(2):
28-32. https://doi.org/10.37277/sfj.v8i2.385 18. Işcan G, Işcan A, Demircia F. Anticandidal
Effects
of
Thymoquinone:
Mode
of
Action
Determined By Transmission Electron
Microscopy (Tem). Natural Product
Communications. 2016; 11(7): 977-978. https://doi.org/10.1177/1934578X160
1100726 https://doi.org/10.37277/sfj.v8i2.385 11. Mashhadian,
Naser
Vahdati
and
Hassan Rakhshandeh. “Antibacterial
and antifungal effects of Nigella sativa
extracts
against
S. aureus,
P. aeroginosa and C. albicans. Pakistan
Journal of Medical Sciences;(2005);
21: 47-52. 19. Ali I, Khan FG, Suri KA, Gupta BD,
Satti NK, Dutt P, et al. In Vitro
Antifungal
Activity
of
Hydroxychavicol Isolated From Piper
Betle
L. CONCLUSION Annals
of
Clinical
Microbiology
and
Antimicrobials. 2010;
9(7):
1-9. https://doi.org/10.1186/1476-0711-9-7 12. Hasan NA, Nawahwi MZ, Malek HA. Antimicrobial Activity of Nigella
Sativa Seed Extract. Sains Malaysiana. 2013; 42(2): 143-147. 13. Suryadi R, Ghulamahdi M, Kurniawati
A. Respon Pertumbuhan Dan Produksi
Jintan Hitam (Nigella Sativa L.)
Dengan Pemupukan Nitrogen Dan
Fosfor. J. Agron. Indonesia. 2015;
3(43):
227-234. https://doi.org/10.24831/jai.v43i3.11249 20. Singburaudom N. Hydroxychavicol
From Piper Betel Leave Is An
Antifungal Activity Against Plant
Pathogenic Fungi. Jbiopest. 8(2):82-
92. 14. Mahfur. Perbandingan
Profil
Kromatogram Minyak Atsiri Jinten
Hitam (Nigella Sativa L.) Yang Berasal
Dari Habasyah, India, dan Indonesia
|
https://openalex.org/W4298184068
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https://dspace.mit.edu/bitstream/1721.1/89530/1/Borodin-2013-Markov%20dynamics.pdf
|
English
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Markov dynamics on the Thoma cone: a model of time-dependent determinantal processes with infinitely many particles
|
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MIT Open Access Articles The MIT Faculty has made this article openly available. Please share
how this access benefits you. Your story matters. Terms of use: Creative Commons Attribution MIT Open Access Articles E l e c t r o n i c
J
o
u
r n a l
o
f
P
r o b a b i l i t y
Electron. J. Probab. 18 (2013), no. 75, 1–43. ISSN: 1083-6489 DOI: 10.1214/EJP.v18-2729 Electron. J. Probab. 18 (2013), no. 75, 1–43. ISSN: 1083-6489 DOI: 10.1214/EJP.v18-2729 Electron. J. Probab. 18 (2013), no. 75, 1–43. ISSN: 1083-6489 DOI: 10.1214/EJP.v18-2729 Electron. J. Probab. 18 (2013), no. 75, 1–43. ISSN: 1083-6489 DOI: 10.1214/EJP.v18-2729 Abstract The Thoma cone is an infinite-dimensional locally compact space, which is closely
related to the space of extremal characters of the infinite symmetric group S∞. In
another context, the Thoma cone appears as the set of parameters for totally positive,
upper triangular Toeplitz matrices of infinite size. ′ The purpose of the paper is to construct a family {X(z,z′)} of continuous time
Markov processes on the Thoma cone, depending on two continuous parameters z
and z′. Our construction largely exploits specific properties of the Thoma cone re-
lated to its representation-theoretic origin, although we do not use representations
directly. On the other hand, we were inspired by analogies with random matrix the-
ory coming from models of Markov dynamics related to orthogonal polynomial en-
sembles. (
′) We show that processes X(z,z′) possess a number of nice properties, namely: (1)
every X(z,z′) is a Feller process; (2) the infinitesimal generator of X(z,z′), its spec-
trum, and the eigenfunctions admit an explicit description; (3) in the equilibrium
regime, the finite-dimensional distributions of X(z,z′) can be interpreted as (the laws
of) infinite-particle systems with determinantal correlations; (4) the corresponding
time-dependent correlation kernel admits an explicit expression, and its structure
is similar to that of time-dependent correlation kernels appearing in random matrix
theory. Keywords: determinantal processes; Feller processes; Thoma simplex; Thoma cone; Markov
intertwiners; Meixner polynomials; Laguerre polynomials. Keywords: determinantal processes; Feller processes; Thoma simplex; Thoma cone; Markov
intertwiners; Meixner polynomials; Laguerre polynomials. AMS MSC 2010: Primary 60J25; 60J27, Secondary 60G55; 60C05; 05E05. Submitted to EJP on April 9, 2013, final version accepted on July 13, 2013. AMS MSC 2010: Primary 60J25; 60J27, Secondary 60G55; 60C05; 05E05. Submitted to EJP on April 9, 2013, final version accepted on July 13, 2013. Markov dynamics on the Thoma cone: a model of
time-dependent determinantal processes with
infinitely many particles Grigori Olshanski† Alexei Borodin∗ ∗Department of Mathematics, Massachusetts Institute of Technology, USA, and Institute for Information
Transmission Problems, Moscow, Russia. E-mail: borodin@math.mit.edu. †Institute for Information Transmission Problems, Independent University of Moscow, National Research
University Higher School of Economics, Moskow, Russia. E-mail: olsh2007@gmail.com. Keywords: determinantal processes; Feller processes; Thoma simplex; Thoma cone; Markov
intertwiners; Meixner polynomials; Laguerre polynomials. 1.1
Preliminaries: Markov processes related to orthogonal polynomials It is well known that for each family of classical orthogonal polynomials p0, p1, p2, . . . ,
there exists a second order differential operator D, which preserves the space of poly-
nomials and is diagonalized in the basis {pn}: Dpn = mnpn,
n = 0, 1, 2, . . . , where 0 = m0 > m1 > m2 > . . . are the eigenvalues. Let W(x) be the weight function
of {pn} and supp W be its support. Operator D determines a diffusion Markov pro-
cess X on supp W with W(x)dx being a symmetrizing measure, hence also a stationary
distribution. where 0 = m0 > m1 > m2 > . . . are the eigenvalues. Let W(x) be the weight function
of {pn} and supp W be its support. Operator D determines a diffusion Markov pro-
cess X on supp W with W(x)dx being a symmetrizing measure, hence also a stationary
distribution. All these objects, family {pn}, operator D, and Markov process X, have multidimen-
sional analogs: Namely, fix N = 2, 3, . . . . From {pn} on can construct a family of symmetric polyno-
mials in N variables indexed by partitions ν of length at most N, as follows: pν(x1, . . . , xN) := det[pνi+N−i(xj)]
V (x1, . . . , xN) , where the determinant in the numerator is of order N and where the determinant in the numerator is of order N and V (x1, . . . , xN) :=
Y
1≤i<j≤N
(xi −xj). These polynomials form a basis in the space of symmetric polynomials. Next, the role
of D is played by the second order partial differential operator DN :=
1
V (x1, . . . , xN) (Dx1 + · · · + DxN ) V (x1, . . . , xN) −constN, where Dxi denotes a copy of D acting on variable xi and constN = m0 + · · · + mN−1. Although the coefficients of DN in front of the first order derivatives have singular-
ities on the diagonals xi = xj, the operator is well defined on the space of symmetric
polynomials and is diagonalized in the basis {pν}: DNpν = mνpν,
mν :=
N
X
i=1
(mνi+N−i −mN−i). EJP 18 (2013), paper 75. 1.1
Prelimin
It is well kn
there exists a s
nomials and is
where 0 = m0
of {pn} and su
cess X on supp
distribution.
All these ob
sional analogs:
Namely, fix
mials in N vari
where the dete
These polynom
of D is played b
DN
where Dxi den
Although th
ities on the dia
polynomials an
Finally, one
figurations con
with density
This constr
polynomials ar
can be found i
orthogonal poly
In the pres
parameter fam
which are rela
believe that th
X
b Markov dynamics on the Thoma cone 1
Introduction The first two subsections of the introduction contain short preliminary remarks and
a few necessary definitions. Next we state the main results of the paper, Theorems
1.2 and 1.3. Then we describe the method of proof and make a comparison with some
related works. 1.2
The infinite-dimensional Laguerre differential operator and the z-measures The operator in question, denoted by D(z,z′), serves as the pre-generator of process
X(z,z′). Initially, D(z,z′) is defined in the algebra of symmetric functions, Sym, which
replaces the algebra of N-variate symmetric polynomials. The elementary symmetric
functions e1, e2, . . . are algebraically independent generators of Sym; we use them as
independent variables and define D(z,z′) : Sym →Sym as a second order differential
operator D(z,z′) =
X
n≥1
n−1
X
k=0
(2n −1 −2k)e2n−1−kek
! ∂2
∂e2n
+ 2
X
n′>n≥1
n−1
X
k=0
(n′ + n −1 −2k)en′+n−1−kek
! ∂2
∂en′∂en
+
∞
X
n=1
−nen + (z −n + 1)(z′ −n + 1)en−1
∂
∂en
(1.1) (1.1) depending symmetrically on two complex parameters z and z′. Recall that the classical
Laguerre polynomials depend on a continuous parameter (the “Laguerre parameter”)
and so does the N-variate Laguerre operator DN. The origin of operator D(z,z′) is
explained in Olshanski [32]: it is obtained from DN by formal analytic continuation with
respect to N and the Laguerre parameter. Operator D(z,z′) is diagonalized in a special basis of Sym formed by the so-called La-
guerre symmetric functions. These functions, denoted by L(z,z′)
ν
, depend on parameters
(z, z′) and are indexed by arbitrary partitions ν = (ν1, ν2, . . . ). One has D(z,z′)L(z,z′)
ν
= −|ν|L(z,z′)
ν
,
|ν| := ν1 + ν2 + . . . . (1.2) (1.2) As shown in [32], the Laguerre symmetric functions form an orthogonal basis in a
Hilbert L2 space. Let us explain briefly this point (for more detail, see [32] and Section
8.4 below). So far we treated Sym as an abstract commutative algebra, freely generated by
elements e1, e2, . . . , but now we embed it into the algebra of continuous functions on a
topological space, called the Thoma cone and denoted by eΩ: eΩ:=
n
(α1, α2, . . . ; β1, β2, . . . ; δ) ∈R∞× R∞× R :
α1 ≥α2 ≥· · · ≥0,
β1 ≥β2 ≥· · · ≥0,
X
αi +
X
βi ≤δ
o
. Note that the space eΩis locally compact and has infinite dimension in the sense that
its points depend on countably many continuous parameters. The way of converting
elements F ∈Sym into continuous functions F(ω) on eΩis described in Section 7.4. Next, we impose the following condition on the parameters: Condition 1.1. 1.1
Preliminaries: Markov processes related to orthogonal polynomials Finally, one can use DN to define a diffusion process XN on the space of N-point con-
figurations contained in supp W ⊆R. Again, this process has a symmetrizing measure,
with density N
Y
i=1
W(xi) · V 2(x1, . . . , xN). This construction is well known in random matrix literature. The case of Hermite
polynomials arises from Dyson’s Brownian motion model [16]. Some other examples
can be found in König [25]. The construction also works for some families of discrete
orthogonal polynomials, only then XN is a jump process. In the present paper, we make a further step of generalization leading to a two-
parameter family of infinite-dimensional, continuous time Markov processes X(z,z′),
which are related to the Laguerre polynomials. These words can bring the reader to
believe that the processes X(z,z′) are obtained from the finite-dimensional Laguerre
processes XN by a large-N limit transition, but this is not true. Actually, the connection
between X(z,z′)’s and XN’s is of a different kind: informally, one can say that the former
are related to the later by analytic continuation in two parameters, dimension N and
the continuous parameter entering the definition of the classical Laguerre polynomials. Page 2/43 Markov dynamics on the Thoma cone EJP 18 (2013), paper 75. 1.2
The infinite-dimensional Laguerre differential operator and the z-measures Either both parameters z and z′ are complex numbers with nonzero
imaginary part and z′ = ¯z, or both parameters are real and contained in an open unit
interval of the form (m, m + 1) for some m ∈Z. This is equivalent to requiring that (z + k)(z′ + k) > 0 for every k ∈Z. In particular,
Condition 1.1 implies that zz′ and z + z′ are real, so that the coefficients of operator
D(z,z′) are real. It was shown in [32] that for every (z, z′) satisfying Condition 1.1, there exists a
unique probability distribution M (z,z′) on eΩsuch that all elements of Sym produce
square integrable functions on eΩwith respect to measure M (z,z′), and the Laguerre ejp.ejpecp.org Page 3/43 Page 3/43 Markov dynamics on the Thoma cone functions L(z,z′)
λ
are pairwise orthogonal with respect to the inner product of the Hilbert
space L2(eΩ, M (z,z′)). In other words, M (z,z′) serves as the orthogonality measure for the
Laguerre symmetric functions. The measures M (z,z′) appeared even earlier in connec-
tion with the problem of harmonic analysis on the infinite symmetric group; we call
them the z-measures on the Thoma cone. ′ A difficulty of working with the Laguerre operator D(z,z′) is that its domain as defined
above consists of unbounded functions (more precisely, all the nonconstant functions
from Sym are unbounded functions on eΩ). To overcome this difficulty we modify the
domain of definition of the operator in the following way. e For a triple ω = (α, β, δ) ∈eΩ, write |ω| := δ. Let F stand for the space of functions
on eΩspanned by the functions of the form e−r|ω|F(ω),
F ∈Sym,
r > 0. Such functions are bounded; even more, they vanish at infinity. On the other hand,
D(z,z′) operates on F in a natural way: here we use the fact that |ω| = e1(ω), so that
each function from F is expressed through variables e1, e2, . . . . Such functions are bounded; even more, they vanish at infinity. On the other hand,
D(z,z′) operates on F in a natural way: here we use the fact that |ω| = e1(ω), so that
each function from F is expressed through variables e1, e2, . . . . EJP 18 (2013), paper 75. 1.3
Main results Given a locally compact separable metrizable space E, denote by C0(E) the Banach
space of real continuous functions on E, vanishing at infinity, with the supremum norm. A Feller semigroup is a strongly continuous operator semigroup T(t) on C0(E) afforded
by a transition function P(t; x, dy) (such that P(t; x, · ) is a probability measure), (T(t)f)(x) =
Z
y∈E
P(t; x, dy)f(y),
x ∈E,
f ∈C0(E). A Feller semigroup gives rise to a Markov process on E with càdlàg sample trajectories,
called a Feller process. A Feller semigroup gives rise to a Markov process on E with càdlàg sample trajectories,
called a Feller process. Throughout the paper we assume that (z, z′) satisfies Condition 1.1. Theorem 1.2. (i) The differential operator D(z,z′), viewed as an operator on C0(eΩ) with
domain F, is dissipative, and its closure serves as the generator of a Feller semigroup
on C0(eΩ), which we denote by T (z,z′)(t). ′ (ii) The corresponding Feller Markov process X(z,z′) has a unique stationary distri-
bution, which is the z-measure M (z,z′). Proof is given in Section 8. Claim (ii) shows that the z-measures M (z,z′) can be characterized as the stationary
distributions of Markov processes X(z,z′). Taking as the initial distribution for Markov process X(z,z′) its stationary distribution
we get a stationary in time stochastic process, which we denote by e
X(z,z′). Theorem 1.2
is complemented by the following result, established in Section 9: Theorem 1.3. e
X(z,z′) can be interpreted as a time-dependent determinantal point pro-
cess whose correlation kernel can be explicitly computed. Let us explain this claim. Consider the punctured real line R∗:= R \ {0} and the
space Conf(R∗) of locally finite point configurations on R∗. The stationary distribution
M (z,z′) can be interpreted as a probability measure on Conf(R∗). More generally, for
any finite collection t1 < · · · < tn of time moments, the corresponding finite-dimensional
distribution M (z,z′)(t1, . . . , tn) of stochastic process e
X(z,z′) can be interpreted as a prob-
ability measure on the space Conf( R∗⊔· · · ⊔R∗
|
{z
}
n
). This makes it possible to describe ejp.ejpecp.org Page 4/43 Page 4/43 Markov dynamics on the Thoma cone M (z,z′)(t1, . . . , tn) in the language of correlation functions. 1.4
Method of Markov intertwiners The results stated above, together with those of [32], were announced without proofs
in the note Olshanski [31]. The scheme of the initial proof of Theorem 1.2 was the
following: • Start with the semigroup eT (z,z′)(t) in the Hilbert space L2(eΩ, M (z,z′)) generated by
the closure of operator D(z,z′) and show that eT (z,z′)(t) is positivity preserving. • Show that eT (z,z′)(t) preserves functions from C0(eΩ). • Show that the topological support of M (z,z′) is the whole space eΩ. The third claim means that the natural map C0(eΩ) →L2(eΩ, M (z,z′)) is injective, so that
restricting eT (z,z′)(t) to C0(eΩ) gives the desired Feller semigroup T (z,z′)(t). In the present paper, we use a different approach, based on the method of Markov
intertwiners proposed in Borodin–Olshanski [13], combined with the main idea of an-
other recent paper, Borodin–Olshanski [14]. To explain this approach, we have first to
briefly review what we did in [13]. That paper deals with the Gelfand–Tsetlin graph GT describing the branching rule
for the irreducible characters of unitary groups U(N). The graph is graded, and its Nth
level GTN is a countable set, identified with the dual object to the unitary group U(N). The graph structure determines a a sequence of stochastic matrices Λ2
1, Λ3
2, . . . , where
the Nth matrix ΛN+1
N
has format GTN+1 ×GTN and is viewed as a “link” connecting the
(N + 1)th and Nth levels of graph GT. The boundary of graph GT is defined as the en-
trance boundary for the inhomogeneous Markov chain with varying state spaces GTN,
discrete time parameter ranging over {. . . , 3, 2, 1}, and transition function given by the
links. The boundary serves as the space of parameters for the extremal characters of
the infinite-symmetric group U(∞); this space is a connected, infinite-dimensional lo-
cally compact space. Now, the idea is to find a family {TN(t) : N = 1, 2, . . . } of Feller
semigroups, acting on the spaces C0(GTN) and compatible with the links in the sense
that TN+1(t)ΛN+1
N
= ΛN+1
N
TN(t),
N = 1, 2, . . . ,
t ≥0 (here the operators TN+1(t) and TN(t) are viewed as matrices of format GTN+1×GTN+1
and GTN ×GTN, respectively). One can say that the links serve as Markov intertwiners
for the semigroups TN(t). 1.3
Main results The determinantal property
claimed in the theorem means that the correlations functions are given by n × n minors
extracted from a certain kernel. The kernel in question, denoted by K(z,z′)(x, s; y, t), has
as arguments two space-time variables, (x, s) and (y, t), where s ∈R and t ∈R are time
moments, while x ∈R∗and y ∈R∗are space positions. y
p
p
The kernel K(z,z′)(x, s; y, t) appeared first in our paper [11], but there it was derived
as the result of a formal limit transition, without reference to an infinite-dimensional
Markov process. We called K(z,z′)(x, s; y, t) the extended Whittaker kernel to emphasize
a similarity with the well-known dynamical kernels from random matrix theory, the
“extended” versions of the classical sine, Airy, and Bessel kernels (see Tracy-Widom
[40]). EJP 18 (2013), paper 75. EJP 18 (2013), paper 75.
Page 5/43
ejp.ejpecp.org Markov dynamics on the Thoma cone In the present paper we show that a similar approach works for the Thoma cone eΩ. A nontrivial point is what is a suitable substitute of the Gelfand–Tsetlin graph. As is well
known, a natural analog of the Gelfand–Tsetlin graph is the Young graph, which is the
branching graph of the symmetric group characters. The boundary of the Young graph
is an infinite-dimensional compact space Ω, called the Thoma simplex, and eΩappears
as the cone built over Ω. Although harmonic analysis on the infinite symmetric group
deals with the Thoma simplex and probability measures thereof, things go simpler when
objects living on Ωare “lifted” to eΩ; this was the main reason for working with the
Thoma cone. However, eΩitself is not a boundary of a branching graph, which was an
evident obstacle for extending the method of [13]. A solution was found due to the results of [14], where we showed that eΩcan be
identified with the entrance boundary of a continuous time Markov chain on the set Y of
all Young diagrams. This fact enabled us to apply the formalism of Markov intertwiners
with appropriate modifications; in particular, the discrete index N = 1, 2, . . . is replaced
by continuous index r ranging over the half-line R>0. In one direction, the present work goes further than [13], because for the processes
related to the Gelfand–Tsetlin graph, a result similar to Theorem 1.3 is yet unknown. 1.5
Comments It is natural to compare the results of the present paper to those of Borodin–Olshanski
[12], [13], and Borodin–Gorin [5]. In all four papers the authors construct a Feller
Markov process on an infinite-dimensional boundary of a “projective system”. The process of [12] can be obtained by a normalization of the one we construct here,
much similar to the way the Brownian Motion on the sphere can be obtained from that
in the Euclidian space. However, the stationary distribution of the normalized process
does not define a determinantal point process. Also, in that case the state space is
compact, which is much easier to deal with from the analytic viewpoint. On the other hand, the process of the present paper is a certain scaling limit of that
from [13], but in the case of [13] the situation is more complicated and we were not able
to prove there that the time-dependent correlation functions of the equilibrium process
are determinantal (we prove such a statement in this work). We also do not dispose of
an explicit eigenbasis for the generator there, in contrast to (1.2) above. The process considered in [5] was proven to have time-dependent determinantal
structure but it does not possess a stationary distribution, unlike the three other ones. Also, the underlying state space is quite different as its coordinates live on a lattice, not
on the real line. Overall, the Markov process we consider in the present paper is the only one so
far that is proven to have all the nice properties one would like to carry over from
the well-known finite dimensional analogs, i.e. Feller property, existence of a station-
ary distribution, an explicit description of the (pre)generator and its eigenbasis, and
determinantal formulas for the time-dependent correlations. To the best of our knowledge, such completeness of the picture was not achieved in
the study of infinite-particle versions of Dyson’s Brownian Motion Model that are also
expected to have determinantal time-dependent correlations, see Jones [20], Katori–
Tanemura [21], [22], [23], Osada [34], [35], Spohn [38]. 1.4
Method of Markov intertwiners Given such a family of semigroups, a simple (essentially
formal) argument shows that it gives rise to a “limit” Feller semigroup T∞(t) generating
a Feller process on the boundary. We showed in [13] that there is quite a natural way to
construct requiring pre-limit semigroups TN(t) depending on four additional continuous
parameters, and so we obtain a four-parameter family of limit Feller processes on the
boundary. EJP 18 (2013), paper 75. ejp.ejpecp.org ejp.ejpecp.org Page 5/43 Page 5/43 EJP 18 (2013), paper 75. EJP 18 (2013), paper 75.
Page 6/43
ejp.ejpecp.org 1.7
Organization of the paper In Section 2 we recall basic facts about Feller semigroups and their generators, and
state a remarkable general theorem from Ethier–Kurtz [18], which gives a convenient
sufficient condition on a matrix of jump rates ensuring that it generates a Feller Markov
chain. In Section 3 we review necessary definitions and facts concerning convergence of
Markov semigroups, taken again from Ethier–Kurtz [18]. Sections 4 and 5 are devoted to the formalism of Markov intertwiners (here we
present a minimal necessary material and refer to [13] for more details). In Section 6 we apply the method of Markov intertwiners to constructing a concrete
one-dimensional diffusion process; our goal here is to present all the steps of the main
construction in a simplified situation. Short Section 7 introduces the Thoma cone and some related objects. Long Section 8 is devoted to the proof of Theorem 1.2; the argument is developed in
strict parallelism with that of Section 6. Section 9 contains the proof of Theorem 1.3. Section 9 contains the proof of Theorem 1.3. Finally, in Section 10 we briefly describe a Plancherel-type degeneration of our main
construction. Markov dynamics on the Thoma cone interaction. On the other hand, as shown in [13], the process on the boundary of GT is
“covered” by a certain Markov process with local interaction, living on the path space
of GT. In the companion note [15] we describe a curious model which conjecturally
provides a similar “covering” process for X(z,z′). If the conjectural claims stated in [15]
hold true, this model leads to an alternative approach to our processes X(z,z′), which
looks simple and intuitively appealing. 1.6
Covering Markov process Informally, both the Markov process X(z,z′) on the Thoma cone and its relative, the
Markov process on the boundary of the Gelfand–Tsetlin graph GT, studied in our paper
[13], may be viewed as interacting particle processes with nonlocal (or long-range) ejp.ejpecp.org ejp.ejpecp.org Page 6/43 Markov dynamics on the Thoma cone • For any fixed x ∈E and t ≥0, one has 2
Feller semigroups Let E be a locally compact, noncompact, metrizable separable space. Denote by
C(E) the Banach space of real-valued continuous functions on E with the uniform norm ∥f∥= sup
x∈E
|f(x)|. ∥f∥= sup
x∈E
|f(x)|. Let C0(E) ⊂C(E) denote its closed subspace formed by the functions vanishing at
infinity, and let Cc(E) be the dense subspace of C0(E) consisting of compactly supported
functions. If E is a discrete countable space, then the continuity requirement disappears, C0(E)
becomes the space of arbitrary real functions on E vanishing at infinity, and Cc(E)
becomes the subspace of finitely supported functions. Definition 2.1. A Feller semigroup {T(t) : t ≥0} is a strongly continuous, positive,
conservative contraction semigroup on C0(E), see [18, p. 166]. Note that in [18], the conservativeness condition is stated in terms of the semigroup
generator. Here are two equivalent reformulations of this property (see also Liggett
[27, Chapter 3]: • For any fixed x ∈E and t ≥0, one has sup{(T(t)f)(x) : f ∈C0(E), 0 ≤f ≤1} = 1 (if E is compact, then this simply means that T(t) preserves the constant functio
1) (if E is compact, then this simply means that T(t) preserves the constant function
1). EJP 18 (2013), paper 75. Markov dynamics on the Thoma cone Markov dynamics on the Thoma cone • The semigroup admits a transition function, where we mean that a transition func-
tion P(t | x, · ) is a probability measure (not a sub-probability one!) for all t ≥0
and x ∈E. • The semigroup admits a transition function, where we mean that a transition func-
tion P(t | x, · ) is a probability measure (not a sub-probability one!) for all t ≥0
and x ∈E. • The semigroup admits a transition function, where we mean that a transition func-
tion P(t | x, · ) is a probability measure (not a sub-probability one!) for all t ≥0
and x ∈E. Assume now that E is a countably infinite set and Q = [Q(a, b)] is a matrix of format
E × E such that Q(a, b) ≥0 for all a ̸= b and −Q(a, a) =
X
b: b̸=a
Q(a, b) < +∞for all a ∈E. 2
Feller semigroups (2.1) (2.1) Then there is a constructive way to define a semigroup {Pmin(t) : t ≥0} of substochastic
matrices, which provides the minimal solution to Kolmogorov’s backward and forward
equations,
d
d Then there is a constructive way to define a semigroup {Pmin(t) : t ≥0} of substochastic
matrices, which provides the minimal solution to Kolmogorov’s backward and forward
equations, d
dt P(t) = QP(t),
d
dt P(t) = P(t)Q, see Feller [19] and Liggett [27, Chapter 2]. see Feller [19] and Liggett [27, Chapter 2]. Definition 2.2. One says that Q is regular if the matrices Pmin(t) from the minimal
solution are stochastic. If the Q-matrix is regular, then Pmin(t) is a unique solution to both the backward and
forward Kolmogorov equations. Qualitatively, regularity of the Q-matrix means that the
Markov chain is non-exploding: one cannot escape to infinity in finite time. Recall a few general notions (see Ethier–Kurtz [18, Chapter 1, Sections 1–3]). Any
strongly continuous contractive semigroup on a Banach space is uniquely determined
by its generator, which is a densely defined closed dissipative operator. We will denote
generators by symbol A (possibly with additional indices), and Dom A will denote the
domain of A. A core of a generator A is a subspace F ⊆Dom A such that the closure of
the operator A|F (the restriction of A to F) coincides with A itself; thus A is uniquely
determined by its restriction to a core. It often happens that an explicit description of
Dom(A) is unavailable but one can write down the action of A on a core F, and then the
pre-generator A|F serves as a substitute of A. We will need a result from Ethier–Kurtz [18] which provides a convenient sufficient
condition of regularity together with important additional information: Theorem 2.3. Let E be a countably infinite set and Q = [Q(a, b)] be a matrix of format
E × E satisfying (2.1). 3.1
Convergence of semigroups Let I be one of the sets R>0 (strictly positive real numbers) or Z>0 (strictly positive
integers). Assume that {Lr : r ∈I} is a family of real Banach spaces, L∞is one
more real Banach space, and for every r ∈I we are given a contractive linear operator
πr : L∞→Lr. If f is a vector of one of these spaces, then ∥f∥denotes its norm. Definition 3.1. We say that vectors fr ∈Lr approximate a vector f ∈L∞and write
fr →f if Definition 3.1. We say that vectors fr ∈Lr approximate a vector f ∈L∞and write
fr →f if
lim ∥fr −πrf∥= 0. lim
r→∞∥fr −πrf∥= 0. Definition 3.2. Let {T∞(t) : t ≥0} and {Tr(t) : t ≥0} be strongly continuous con-
traction semigroups on L∞and Lr. We say that the semigroups Tr(t) approximate the
semigroup T∞(t) and write Tr(t) →T∞(t) if lim
r→∞sup
0≤t≤t0
∥Tr(t)πrf −πrT∞(t)f∥= 0
for all f ∈L∞and any t0 > 0. (3.1) (3.1) Our aim is to check this condition using an appropriate convergence of semigroup
generators. So let A∞and Ar denote the generators of the above semigroups and let
Dom(A∞), Dom(Ar) be the domains of the generators. Definition 3.3. Fix a core F ⊆Dom(A). We say that the operator A∞|F is approx-
imated by the operators Ar if for any vector f ∈F one can find a family of vectors
{fr ∈Dom(Ar) : r ∈I} such that fr →f, and Arfr →A∞f as r →∞. In other words, this kind of operator convergence means that every vector from the
graph of A∞|F can be approximated by vectors from the graphs of the operators Ar. Theorem 3.4. Let T∞(t), Tr(t), A∞, Ar, and F be as above. If A∞|F is approximated
by the operators Ar, then Tr(t) →T∞(t) in the sense of Definition 3.2. Proof. For I = Z>0, this is part of Ethier–Kurtz [18, Chapter 1, Theorem 6.1]. The
case I = R>0 is immediately reduced to the case I = Z>0, because condition (3.1) is
equivalent to saying that the same limit relation holds along any sequence of positive
real numbers tending to +∞. (ii) This semigroup induces a Feller semigroup {T(t) : t ≥0} on C0(E). (iii) Let A denote the generator of T(t); its domain Dom(A) consists of those func- (iii) Let A denote the generator of T(t); its domain Dom(A) consists of those func-
tions f ∈C0(E) for which Qf ∈C0(E). Moreover, A = Q on Dom A. (iii) Let A denote the generator of T(t); its domain Dom(A) consists of those func-
tions f ∈C0(E) for which Qf ∈C0(E). Moreover, A = Q on Dom A. ( )
( )
tions f ∈C0(E) for which Qf ∈C0(E). Moreover, A = Q on Dom A. f
( )
Qf
( )
Q
(iv) The subspace Cc(E) ⊂C0(E) of compactly supported functions is a core for A. f
( )
Qf
( )
Q
(iv) The subspace Cc(E) ⊂C0(E) of compactly supported functions is a core for A. Proof. This is an adaptation of Theorem 3.1 in [18, Chapter 8], which actually holds
under less restrictive assumptions. Proof. This is an adaptation of Theorem 3.1 in [18, Chapter 8], which actually holds
under less restrictive assumptions. 2
Feller semigroups Assume additionally that Q has finitely many nonzero entries in
every row and every column, and there exist strictly positive functions γ(a) and η(a) on
E that tend to +∞at infinity and are such that −Q(a, a) ≤Cγ(a),
∀a ∈E,
(2.2)
Q 1
γ ≤C
γ
pointwise
(2.3)
Qη ≤Cη
pointwise
(2.4) (2.2) (2.3) (2.4) where C is a positive constant and, for an arbitrary function f(a) on E, the notation Qf
means the function where C is a positive constant and, for an arbitrary function f(a) on E, the notation Qf
means the function (Qf)(a) =
X
b∈E
Q(a, b)f(b) =
X
b∈E, b̸=a
Q(a, b)(f(b) −f(a)), the sum being finite because of the row finiteness condition. Under these hypotheses we have:
(i) Q is regular and so determines a Markov semigroup P(t) (i) Q is regular and so determines a Markov semigroup P(t). (i) Q is regular and so determines a Markov semigroup P(t). EJP 18 (2013), paper 75. Page 8/43
ejp.ejpecp.org ejp.ejpecp.org EJP 18 (2013), paper 75. EJP 18 (2013), paper 75. Markov dynamics on the Thoma cone (ii) This semigroup induces a Feller semigroup {T(t) : t ≥0} on C0(E). Markov dynamics on the Thoma cone Markov dynamics on the Thoma cone Let E be a locally compact metrizable space and T(t) be a Feller semigroup on
C0(E); then T(t) gives rise to a Markov process X(t) on E with càdlàg sample trajecto-
ries, see Ethier–Kurtz [18, Chapter 4, Section 2]. The finite-dimensional distributions of
X(t) are determined by the semigroup T(t) in the following way: For arbitrary functions
g1, . . . , gk ∈C0(E), define recursively functions hk, . . . , h0 by hk = gk,
hk−1 = gk−1 · (T(tk −tk−1)hk), . . . . . . , h1 = g1 · (T(t2 −t1)h2),
h0 = T(t1)h1,
(3.2) . . . , h1 = g1 · (T(t2 −t1)h2),
h0 = T(t1)h1,
(3.2) where dots mean pointwise product, so that hk−1 is obtained by applying operator T(tk−
tk−1) to hk−1 and then multiplying the resulting function by gk−1, etc. Then ⟨g1 ⊗· · · ⊗gk, M(t1, . . . , tk)⟩= ⟨h0, M(0)⟩,
(3.3) (3.3) where the angle brackets denote the canonical pairing between functions and mea-
sures, and (g1 ⊗· · · ⊗gk)(x1, . . . , xk) = g1(x1) . . . gk(xk) for (x1, . . . , xk) ∈Ek (this is a
function from C0(Ek)). Let Xr(t) and X(t) be Markov processes with state spaces Er and E, respectively (as
before, r ranges over the index set I, which is either R>0 or Z>0). Assume that E is a
locally compact metrizable separable space and each Er is realized as a discrete locally
finite subset of E. Further, assume that as r →∞, Er becomes more and more dense in
E; more precisely, we postulate that any probability measure P on E can be represented
as the weak limit w-limr→∞Pr, where Pr is a probability measure supported by Er. Definition 3.5. Under these assumptions we say that the processes Xr(t) approximate
the process X(t) and write Xr(t) →X(t) if whenever an initial distribution M(0) for the
process X(t) is represented as a weak limit of a family {Mr(0)} of initial distributions
of processes Xr(t), we have w- lim
r→∞Mr(t1, . . . , tk) = M(t1, . . . , tk), meaning weak convergence on Ek of the finite-dimensional distributions corresponding
to any given time moments 0 < t1 < · · · < tk, k = 1, 2, . . . . Corollary 3.6. Markov dynamics on the Thoma cone Under the above assumptions, assume additionally that the Markov
processes Xr(t) and X(t) come from some Feller semigroups on the Banach spaces
Lr = C0(Er) and L = C0(E), respectively. Further, let the projection πr : L →Lr be
defined as the restriction map from E to Er. If the hypotheses of Theorem 3.4 are satisfied, then Xr(t) →X(t) in the sense of
Definition 3.5. Note that πr is well defined as a map from C0(E) to C0(Er) because Er is assumed
to be locally finite, so that if a sequence of points goes to infinity along Er then it also
goes to infinity in E. 3.2
Convergence of Markov processes Below we use the term Markov process as a shorthand for a Markov family which
may start from any given point of the state space or from any given initial probability
distribution. We are dealing exclusively with processes stationary in time and with
infinite life time. Given an initial distribution M(0) of a Markov process on a space E, one may speak
about its finite-dimensional distributions M(t1, . . . , tk) corresponding to any prescribed
time moments 0 ≤t1 < · · · < tk, k = 1, 2, . . . . Every such distribution M(t1, . . . , tk) is a
probability measure on the k-fold direct product Ek = E × · · · × E. ejp.ejpecp.org ejp.ejpecp.org Page 9/43 Proof. It suffices to prove that lim
r→∞⟨g1 ⊗· · · ⊗gk, Mr(t1, . . . , tk)⟩= ⟨g1 ⊗· · · ⊗gk, M(t1, . . . , tk)⟩
(3.4)
any collection g1, . . . , gk ∈C0(E), because the functions of the form g1 ⊗· · · ⊗gk are
nse in C0(Ek) lim
r→∞⟨g1 ⊗· · · ⊗gk, Mr(t1, . . . , tk)⟩= ⟨g1 ⊗· · · ⊗gk, M(t1, . . . , tk)⟩
(3.4) (3.4) for any collection g1, . . . , gk ∈C0(E), because the functions of the form g1 ⊗· · · ⊗gk are
dense in C0(Ek). for any collection g1, . . . , gk ∈C0(E), because the functions of the form g1 ⊗· · · ⊗gk are
dense in C0(Ek). Let hk, . . . , h0 ∈C0(E) be defined as in (3.2) and, for each r ∈I, let hk;r, . . . , h0;r ∈
C0(Er) be defined in the same way, starting from the collection g1;r := πr(g1), g2;r := πr(g2), . . . , gk;r := πr(gk). EJP 18 (2013), paper 75. Page 10/43
ejp.ejpecp.org EJP 18 (2013), paper 75. Page 10/43
ejp.ejpecp.org ejp.ejpecp.org Page 10/43 Page 10/43 Markov dynamics on the Thoma cone By virtue of (3.3), the desired limit relation (3.4) is equivalent to
lim
r→∞⟨h0;r, Mr(0)⟩= ⟨h0, M(0)⟩ By virtue of (3.3), the desired limit relation (3.4) is equivalent to
lim
r→∞⟨h0;r, Mr(0)⟩= ⟨h0, M(0)⟩ lim
r→∞⟨h0;r, Mr(0)⟩= ⟨h0, M(0)⟩ Since w-limr→∞Mr(0) = M(0) by assumption, it suffices to prove that lim
r→∞∥h0;r −πrh0∥= 0. To do this, we prove step by step that lim
r→∞∥hi;r −πrhi∥= 0, for i = k, . . . , 0, where each transition i →i −1 is justified by making use of Theorem
3.4. This argument is patterned from the proof of Theorem 2.5 in [18, Chapter 4]. Note
also that another kind of convergence is established in [18, Chapter 4, Theorem 2.11]. 4.1
Links Let E′ and E be two measurable spaces. Recall that a Markov kernel linking E′ to
E is a function Λ( · , · ) in two variables, one ranging over E′ and the other ranging over
measurable subsets of E, such that Λ is measurable with respect to the first argument
and is a probability measure relative to the second argument. We use the notation
Λ : E′ 99K E and call Λ a link between E′ and E. If E is a discrete set, then, setting Λ(x, y) := Λ(x, {y}), we may regard Λ as a function
on E′ × E. If both E′ and E are discrete, then Λ is simply a stochastic matrix of format
E′ × E. The operation of composition of two links E′′ 99K E′ and E′ 99K E is defined in a
natural way: denoting the first link by ΛE′′
E′ and the second one by ΛE′
E we have (ΛE′′
E′ ΛE′
E )(x, dz) =
Z
y∈E′ ΛE′′
E′ (x, dy)ΛE′
E (y, dz). (ΛE′′
E′ ΛE′
E )(x, dz) =
Z
y∈E′ ΛE′′
E′ (x, dy)ΛE′
E (y, dz). In the discrete case this operation reduces to conventional matrix product. In the discrete case this operation reduces to conventional matrix product. The possibility of composing links makes it possible to regard them as morphisms
in a category whose objects are measurable spaces, see [14]. However, links are not
ordinary maps; this is why we denote them by the dash arrow. y
p
y
y
A link Λ : E′ 99K E takes a probability measure M on E′ to a probability measure
MΛ on E:
Z (MΛ)(dy) =
Z
x∈E′ M ′(dx)Λ(x, dy). If both spaces are discrete then measures may be viewed as row-vectors and then the
product MΛ becomes the conventional product of a row-vector by a matrix. If both spaces are discrete then measures may be viewed as row-vectors and then th
product MΛ becomes the conventional product of a row-vector by a matrix. Dually, Λ determines a contractive linear map B(E) →B(E′) between the Banach
spaces of bounded measurable functions, denoted as F 7→ΛF : (ΛF)(x) =
Z
y∈E
Λ(x, dy)F(y). (ΛF)(x) =
Z
y∈E
Λ(x, dy)F(y). In the discrete case, functions may be viewed as column-vectors and then ΛF becomes
the conventional product of a matrix by a column-vector. for arbitrary couples r′ > r. (The above definition is applicable to more general ordered index sets but we would
like to avoid excessive formalism. For the purpose of the present paper we need the
continuous index set I = R+. Concrete projective systems with discrete index sets
are considered in [13] and [14]. In some general considerations (see below) the case
I = R>0 is readily reduced to that of I = Z>0.)
′ Following [14], we define the boundary E∞of a projective system {Er, Λr′
r } in the
following way. Consider the projective limit space lim
←−M(Er), where M(Er) stands
for the set of probability measures on Er and the limit is taken with respect to the
projections M(Er′) →M(Er) induced by the links Λr′
r . Assuming that the projective
limit space is nonempty, we take as E∞the set of its extreme points. We refer to [14] for more details. Note that M(Er) may be viewed as a simplex
with vertex set Er, and every projection M(Er′) →M(Er) is an affine map of simplices
(that is, it preserves barycenters), so our projective limit space is a projective limit of
simplices. By the very definition of projective limit, an element of lim
←−M(Er) is a family {Mr ∈
M(Er) : r ∈I} of probability measures satisfying the relation Mr′Λr′
r = Mr for every
couple of indices r′ > r. Such a family is called a coherent system of measures. As explained in [14], there is a canonical bijection As explained in [14], there is a canonical bijection (4.1) M(E∞) ←→lim
←−M(Er),
(4.1) where M(E∞) denotes the space of probability measures on E∞. This means that for
every r ∈I there is a link Λ∞
r : E∞→Er such that the correspondence M∞7→{Mr : r ∈
I} given by Mr := M∞Λ∞
r
establishes a one-to-one correspondence between probability
measures on the boundary and coherent families of probability measures. We say that
M
is the boundary measure for the coherent system {M } M∞is the boundary measure for the coherent system {Mr}. Obviously, the links Λ∞
r
are compatible with the links Λr′
r in the sense that Obviously, the links Λ∞
r
are compatible with the links Λr′
r in the sense that Λ∞
r′ Λr′
r = Λ∞
r
for any r′ > r. Λ∞
r′ Λr′
r = Λ∞
r
for any r′ > r. for arbitrary couples r′ > r. Observe that in the case of I = R>0 the boundary does not change if in the above
construction we will assume that the indices range along an arbitrary fixed sequence
of strictly increasing real numbers converging to +∞. This enables one to reduce the
case I = R>0 to that of I = Z>0. For further reference, let us call this simple trick
discretization of the index set. 4.2
Projective systems and boundaries Let, as above, I denote one of the two sets R>0 or Z>0. By a projective system with
index set I we mean a family {Er : r ∈I} of discrete spaces together with a family of
links {Λr′
r : Er′ 99K Er : r′ > r}, where every Er is finite or countably infinite, and for
any triple r′′ > r′ > r of indices one has Λr′′
r′ Λr′
r = Λr′′
r ; see [14]. If I = Z>0, then it
suffices to specify the links Λr′
r for neighboring indices r′ = r + 1 and then set Λr′
r := Λr′
r′−1 . . . Λr+1
r 4.1
Links In the discrete case, functions may be viewed as column-vectors and then ΛF becomes
the conventional product of a matrix by a column-vector. We say that a link Λ : E′ →E between two locally compact spaces is a Feller link if
the corresponding linear map B(E) →B(E′) sends C0(E) ⊂B(E) to C0(E′) ⊂B(E′). If E is discrete, then this condition means that for any fixed y ∈E, the function
Λ(
)
Λ(
{ })
E′ li
i
C (E′) We say that a link Λ : E′ →E between two locally compact spaces is a Feller link if
the corresponding linear map B(E) →B(E′) sends C0(E) ⊂B(E) to C0(E′) ⊂B(E′). p
g
p
( )
(
)
( )
( )
(
)
(
)
If E is discrete, then this condition means that for any fixed y ∈E, the function
x 7→Λ(x, y) := Λ(x, {y}) on E′ lies in C0(E′). EJP 18 (2013), paper 75. ejp.ejpecp.org Markov dynamics on the Thoma cone 4.4
Feller projective systems Let {Er, Λr′
r } be a projective system as defined above. Equip the boundary E∞with
the intrinsic topology — the weakest one in which all functions of the form x 7→Λ∞
r (x, y),
r ∈I,
y ∈Er, x 7→Λ∞
r (x, y),
r ∈I,
y ∈Er, are continuous. We say that {Er, Λr′
r } is a Feller system if the following three conditions
are satisfied:
(1) All li k Λr′
F ll are continuous. We say that {Er, Λr′
r } is a Feller system if the following three conditions
are satisfied: (1) All links Λr′
r are Feller. (1) All links Λr′
r are Feller. (1) All links Λr′
r are Feller. (2) The boundary E∞is a locally compact Hausdorff space with respect to the in-
trinsic topology. (2) The boundary E∞is a locally compact Hausdorff space with respect to the in-
trinsic topology. (3) In this topology, all links Λ∞
r
are Feller. (3) In this topology, all links Λ∞
r
are Feller. (3) In this topology, all links Λ∞
r
are Feller. Note that under condition (1), the definition of the intrinsic topology is not affected
by discretization of the index set, which entails that the intrinsic topology is automati-
cally metrizable with countable base. As an illustration, let us check that the binomial projective system from our running
example (see Section 4.3 above) is a Feller system. Indeed, from the very definition of the “binomial” links Λr′
r and “Poissonian” links
Λ∞
r
it is clear that they are Feller links. It remains to check that the intrinsic boundary
topology on R+ is the conventional topology and so is locally compact. By the very definition, the intrinsic topology is the weakest one in which all the
functions x 7→Λ∞
r (x, m), where parameter r ranges over R+ and parameter m ranges
over Z+, are continuous. We will prove a stronger claim: even if only m varies but
r > 0 is chosen arbitrarily and fixed, then the corresponding topology coincides with
the conventional one. To do this, consider the map R+ →[0, 1]∞assigning to x ∈R+ the sequence {am(x) : m ∈Z+},
am(x) := Λ∞
r (x, m) = e−rx (rx)m
m! . EJP 18 (2013), paper 75. 4.3
Running example: The binomial projective system B In this illustrative example taken from Borodin–Olshanski [14], the index set I is
R>0; for every index r ∈R>0 the corresponding discrete set Er is a copy of Z+ :=
{0, 1, 2, . . . }; and for every two indices r′ > r the corresponding link Z+ 99K Z+ is given
b BΛr′
r (l, m) =
l! m!(l −m)! r
r′
m
1 −r
r′
l−m
,
l, m ∈Z+. EJP 18 (2013), paper 75. Page 12/43 Markov dynamics on the Thoma cone Note that Λr′
r (l, · ) is a binomial distribution on the set {m : 0 ≤m ≤l}. For this reason
we call this system the binomial projective system. Note that Λr′
r (l, · ) is a binomial distribution on the set {m : 0 ≤m ≤l}. For this reason
we call this system the binomial projective system. As shown in [14], its boundary E∞can be identified with the halfline R+ (the set of
nonnegative real numbers) and the links Λ∞
r : R+ →Z+ are given by Poisson distribu-
tions: BΛ∞
r (x, m) = e−rx (rx)m
m! ,
x ∈R+,
m ∈Z+. EJP 18 (2013), paper 75. 4.5
The density lemma If {Er, Λr′
r } is a Feller projective system with boundary E∞, then the subspace If {Er, Λr′
r } is a Feller projective system with boundary E∞, then the subspace [
r∈I
Λ∞
r C0(Er) ⊂C0(E∞) is dense in the norm topology; see Borodin–Olshanski [13, Lemma 2.3]. Here Λ∞
r C0(Er)
denotes the range of the operator Λ∞
r : C0(Er) →C0(E∞). For further reference we call this assertion the density lemma. Its proof is simple;
it relies on the fact that for a locally compact space E, the vector space of (signed)
measures on E with finite total variation is the Banach dual to C0(E). Since Cc(Er) is dense in C0(Er) and the operator Λ∞
r : C0(Er) →C0(E∞) is contrac-
tive, the density lemma is equivalent to the assertion that the set of functions of the
form x 7→Λ∞
r (x, y),
r ∈I,
y ∈Er, is total in C0(E∞) meaning that the linear span of these functions is dense. is total in C0(E∞) meaning that the linear span of these functions is dense. For our running example, the latter assertion means that the set of functions e−rxxn,
r > 0,
n ∈Z+ is total in C0(R+). But here a stronger claim holds: it is not necessary to take all
r > 0, we may assume that r is fixed. In other words, for any fixed r > 0, the space
of polynomials in x multiplied by the exponential e−rx is dense in C0(R+); see [14,
Corollary 3.1.6] for a simple proof. Thus, in this situation, Λ∞
r C0(Er) ⊂C0(E∞) is
dense for any fixed r. However, this is a special property of the projective system under
consideration; for instance, it does not hold in the context of [13]. 4.4
Feller projective systems This map is injective, for x is recovered from {am(x)} from the identity This map is injective, for x is recovered from {am(x)} from the identity ∞
X
m=0
smam(x) = e(s−1)rx. By the very definition, the weakest topology on R+ making all the functions am(x) con-
tinuous is exactly the topology induced by the embedding of R+ into the cube [0, 1]∞
equipped with the product topology. Observe now that the cube [0, 1]∞is compact and the above map extends by conti-
nuity to the one-point compactification R+ ∪{+∞} of R+ by setting am(+∞) = 0 for
all m. Obviously, the extended map is injective, too. Therefore, it is a homeomorphism
onto a closed subset of [0, 1]∞. This implies the desired claim. ejp.ejpecp.org ejp.ejpecp.org Page 13/43 Page 13/43 Markov dynamics on the Thoma cone Therefore, (4.3) follows from the fact that (see [14, Lemma 3.1.4]) Therefore, (4.3) follows from the fact that (see [14, Lemma 3.1.4]) Therefore, (4.3) follows from the fact that (see [14, Lemma 3.1.4]) lim
r→+∞
1 −s
r
rx
xm = e−rxxm uniformly on x ∈R+. lim
r→+∞
1 −s
r
rx
xm = e−rxxm uniformly on x ∈R+. For this example, Proposition 4.2 gives a specific recipe for approximating arbitrary
probability measures on R+ by atomic measures supported by the grids r−1Z+. 5
Boundary Feller semigroups: general formalism 4.6
Approximation of boundary measures Our definition of the boundary measure M∞as a limit of a coherent system of mea-
sures Mr was purely formal. Here we show that, under a suitable additional assumption,
M∞is a limit of {Mr} in a conventional sense. Let, as above, {Er, Λr′
r } be a Feller projective system with boundary E∞, and adopt
the following assumption: Condition 4.1. For every r ∈I there exists an embedding ϕr : Er ,→E∞such that:
(i) The image ϕr(Er) is a discrete subset in E∞. (ii) For any fixed s ∈I and any fixed y ∈Es lim
r→∞sup
x∈Er
|Λr
s(x, y) −Λ∞
s (ϕr(x), y)| = 0. lim
r→∞sup
x∈Er
|Λr
s(x, y) −Λ∞
s (ϕr(x), y)| = 0. So far our measures lived on varying spaces. Now, using the maps ϕr, we can put
all them on one and the same space, the boundary E∞. Namely, we simply replace Mr
with its pushforward ϕr(Mr), which is a probability measure on E∞. A natural question
is whether the resulting measures converge to M∞, and the next proposition gives an
affirmative answer. Proposition 4.2. Assume that Condition 4.1 is satisfied. Let {Mr : r ∈I} be a coherent
system of probability distributions and M∞be the corresponding boundary measure. As r →∞, the measures ϕr(Mr) converge to M∞in the weak topology. Note that for this proposition, part (i) of the condition is not relevant, but it will be
used in the sequel (see Section 5.2). EJP 18 (2013), paper 75. ejp.ejpecp.org ejp.ejpecp.org Page 14/43 Page 14/43 Markov dynamics on the Thoma cone Proof. We have to show that for any bounded continuous function F ⟨F, ϕr(Mr)⟩→⟨F, M∞⟩. Since all the measures in question are probability measures, we may replace the weak
convergence by the vague convergence, that is, we may assume that F lies in the space
C0(E∞). Next, we apply the density lemma (see Section 4.5), which enables us to
further assume that F has the form F(x) = Λ∞
s (x, y) for some fixed s ∈I and y ∈Es. Then we get
Z ⟨F, M∞⟩=
Z
x∈E∞
M∞(dx)Λ∞
s (x, y) = Ms(y). On the other hand, ⟨F, ϕr(Mr)⟩= ⟨F ◦ϕr, Mr⟩. (4.2) (4.2) (F ◦ϕr)(x) = F(ϕr(x)) = Λ∞
r (ϕr(x), y) = Λr
s(x, y) + ε(r, x), where, by virtue of Condition 4.1, the remainder term ε(r, x) tends to 0 uniformly on x,
as r →∞. 4.6
Approximation of boundary measures Therefore, (4.2) equals where, by virtue of Condition 4.1, the remainder term ε(r, x) tends to 0 uniformly on x,
as r →∞. Therefore, (4.2) equals ⟨Λr
s( · , y), Mr⟩+ . . . = Ms(y) + . . . , where the dots denote a remainder term converging to 0. This completes the proof. where the dots denote a remainder term converging to 0. This completes the proof. Example 4.3. Consider the projective system B introduced in Section 4.3. Recall that
then the index set I is R>0, Er = Z+ for all r > 0, and the boundary E+ is R+. Define
the map ϕr : Er →E∞as ϕr(l) = r−1l,
l ∈Z+, ϕr(l) = r−1l,
l ∈Z+, d let us check that Condition 4.1 is satisfied. and let us check that Condition 4.1 is satisfied. Indeed, in our situation it means that that fo and let us check that Condition 4.1 is satisfied. Indeed, in our situation it means that that for fixed s > 0 and m ∈Z+ lim
r→∞sup
l∈Z+
|BΛr
s(l, m) −BΛ∞
s (r−1l, m)| = 0. (4.3) (4.3) The explicit expressions for the links in question are (see Section 4.3): BΛr
s(l, m) =
l! m!(l −m)! s
r
m
1 −s
r
l−m
,
l, m ∈Z+,
BΛ∞
s (x, m) = e−sx (sx)m
m! ,
x ∈R+,
m ∈Z+. In (4.3), set x = r−1l and note that l! (l −m)!rm = xm 1 + O(r−1)
,
1 −s
r
l−m
=
1 −s
r
rx 1 + O(r−1)
. l! (l −m)!rm = xm 1 + O(r−1)
,
1 −s
r
l−m
=
1 −s
r
rx 1 + O(r−1)
. Markov dynamics on the Thoma cone Markov dynamics on the Thoma cone 5
Boundary Feller semigroups: general formalism In this section, {Er, Λr′
r } is a Feller projective system with index set I equal to R>0
or Z>0, and boundary E∞. EJP 18 (2013), paper 75. Page 15/43 5.1
Intertwining of semigroups Let E′ and E be two locally compact metrizable spaces, T ′(t) and T(t) be Feller
semigroups on C0(E′) and C0(E), respectively, and Λ : E′ 99K E be a Feller link. Let us
say that Λ intertwines the semigroups T ′(t) and T(t) if T ′(t)Λ = ΛT(t),
t ≥0,
(5.1) (5.1) where both sides are interpreted as operators C0(E) →C0(E′). Proposition 5.1. Assume that for every r ∈I we are given a Feller semigroup {Tr(t) :
t ≥0} on C0(Er). Assume further that the links Λr′
r intertwine the corresponding semi-
groups, that is, for any two indices r′ > r Tr′(t)Λr′
r = Λr′
r Tr(t). (5.2) (5.2) Then the there exists a unique Feller semigroup {T∞(t) : t ≥0} on E∞such that Λ∞
r
intertwines T∞(t) and Tr(t) for every r ∈I, T∞(t)Λ∞
r = Λ∞
r Tr(t),
t ≥0. (5.3) (5.3) Proof. In the case I = Z>0 this assertion was established in [13, Proposition 2.4]. The
same argument works in the case I = R>0. Proof. In the case I = Z>0 this assertion was established in [13, Proposition 2.4]. The
same argument works in the case I = R>0. We call the semigroup T∞(t) constructed in the above proposition the boundary
semigroup. Now we are going to describe its generator. We start with the simple observation that relation (5.1) has an infinitesimal analog:
namely, denoting by A′ and A the generators of the semigroups T ′(t) and T(t) from
(5.1), one has Λ : Dom(A) →Dom(A′) Proof. See [13, Section 6.2]. We will use this result to check condition (5.2) from Proposition 5.1. Markov dynamics on the Thoma cone Markov dynamics on the Thoma cone Take now as F the linear span of the union of the subspaces Λ∞
r Fr. We already know
that F is contained in Dom(A∞). By the criterion above, it suffices to prove that (c−A∞)F is dense in C0(E∞) for any
c > 0. We have (c −A∞)F = span
[
r∈I
(c −A∞)Λ∞
r Fr
! = span
[
r∈I
Λ∞
r (c −Ar)Fr
! , where the last equality follows from (5.5). On the other hand, we know that for every
r ∈I, (c −Ar)Fr is dense in C0(Er), because Fr is a core for Ar. Therefore, the closure
of (c −A∞)F coincides with the closure of the subspace S
r∈I Λ∞
r C0(Er). But the latter
subspace is dense by Proposition 5.1. Therefore, (c −A∞)F is dense, too. Let us return to the basic intertwining relation (5.1). Under suitable assumptions,
one can check it on the infinitesimal level, as seen from the next proposition. and A′Λ = ΛA. (5.4) (5.4) In words, if a Feller link intertwines two Feller semigroups, then it also intertwines
their generators. Indeed, this is an immediate consequence of the very definition of the
semigroup generator. In words, if a Feller link intertwines two Feller semigroups, then it also intertwines
their generators. Indeed, this is an immediate consequence of the very definition of the
semigroup generator. Proposition 5.2. Let the semigroups Tr(t) be as in the above proposition, T∞(t) be
the corresponding boundary semigroup, and Ar and A∞denote the generators of these
semigroups. Take for each r ∈I an arbitrary core Fr ⊆Dom(Ar) for the operator Ar;
then the linear span of the vectors of the form Λ∞
r f, where r ranges over I and f ranges
over Fr, is a core for A∞. Note that the action of A∞on such a core is determined according to (5.4), that is A∞Λ∞
r f = Λ∞
r Arf,
f ∈Dom(Ar). (5.5) (5.5) Proof. We will apply a well-known characterization of cores based on Hille–Yosida’s
theorem: Let A be the generator of a strongly continuous contraction semigroup on a
Banach space; a subspace F ⊆Dom(A) is a core for A if and only if, for any constant
c > 0, the subspace (c−A)F is dense. The proof is simple (cf. [18, Chapter 1, Proposition
3.1]). Indeed, fix an arbitrary c > 0. By Hille–Yosida’s theorem, the operator (c −A)−1
is defined on the whole space and bounded. Next, the closure of A|F coincides with A
if and only if the closure of (c −A|F)−1 coincides with (c −A)−1, and this in turn just
means that (c −A)F, which is the domain of (c −A|F)−1, is dense. EJP 18 (2013), paper 75. Page 16/43
ejp.ejpecp.org Page 16/43
ejp.ejpecp.org EJP 18 (2013), paper 75. ejp.ejpecp.org ejp.ejpecp.org Page 16/43 Page 16/43 Then Q′Λ = ΛQ implies that T ′(t)Λ = ΛT(t) for all t ≥0. Then Q′Λ = ΛQ implies that T ′(t)Λ = ΛT(t) for all t ≥0. Note that the assumptions on Λ, Q′, and Q imply that the products Q′Λ and ΛQ are
well defined and, moreover, these two matrices have finitely many nonzero entries in
every row. Proof. See [13, Section 6.2]. Proposition 5.3. Assume that: • E′ and E are two finite or countably infinite sets; • E′ and E are two finite or countably infinite sets; • Λ : E′ 99K E is a stochastic Feller matrix with finitely many nonzero entries in
every row; • Q′ and Q are two matrices of format E′ × E′ and E × E, respectively, satisfying
the assumptions of Theorem 2.3; • {T ′(t)} and {T(t)} are the corresponding Feller semigroups afforded by that theo-
rem. Then Q′Λ = ΛQ implies that T ′(t)Λ = ΛT(t) for all t ≥0. Markov dynamics on the Thoma cone Proof. Let A∞be the generator of the boundary semigroup T∞(t). By virtue of Theorem
3.4, it suffices to prove that the restriction of A∞to some core F is approximated by
the operators Ar. As F we take the linear span of the subspaces Λ∞
r Cc(Er) ⊂C0(E∞),
where r ranges over I. The second condition postulated above says that Cc(Er) is a
core of Ar; consequently, F is a core for A∞, by virtue of Proposition 5.2. According to Definition 3.3 we have to show that for any vector f ∈F one can find a
family of vectors fr ∈Dom(Ar) such that the following two limit relations hold: fr →f
and Arfr →A∞f as r →∞. Without loss of generality we may assume that f ∈Λ∞
s g with g ∈Cc(Es) for some
s ∈I. Next, for r > s we set fr := Λr
sg and observe that it suffices to prove the first limit
relation only. Indeed, once we know that fr →f with such a choice of {fr}, the second
limit relation, Arfr →A∞f, follows simply by replacing g with Asg, because the links
intertwine the generators. We also use the fact that g ∈Cc(Es) implies Asg ∈Cc(Es)
(see the end of the second condition above). We proceed to the proof of the convergence fr →f. By Definition 3.1, it means that lim
r→∞sup
x∈Er
|fr(x) −f(ϕr(x))| = 0. Without loss of generality we may assume that g is the delta-function at a point y ∈Es,
but then the desired limit relation holds by virtue of Condition 4.1. Without loss of generality we may assume that g is the delta-function at a point y ∈Es,
but then the desired limit relation holds by virtue of Condition 4.1. 6
A toy example: the one-dimensional Laguerre diffusion In this section we apply the abstract formalism described above to a construction of
the Laguerre diffusion process on the halfline R+, generated by the differential operator x d2
dx2 + (c −x) d
dx (here c > 0 is a parameter). This process is well known — it is related to the Bessel
process in the same way as the Ornstein-Uhlenbeck process is related to the Wiener
process, see, e.g. Eie [17]. Thus, the final result is by no means new. However, the de-
tailed exposition presented below will serve us as a preparation and a guiding example
for Section 8, where we establish the main results. 5.2
Approximation of semigroups Here we are going to show that, under suitable additional assumptions, the bound-
ary semigroup T∞(t) that is afforded by the construction of Proposition 5.1 is approxi-
mated by semigroups Tr(t) in the sense of Definition 3.2. We keep to the hypotheses of Proposition 5.1. Next, we assume that Condition 4.1
is satisfied and one more condition holds: Condition 5.4. For every r ∈I, the space Cc(Er) of finitely supported functions is
a core for the generator Ar of the semigroup Tr(t). Moreover, this space is invariant
under the action of Ar. We set Lr = C0(Er), L∞= C0(E∞). Given a function f on E∞, we define the
function πrf on Er by We set Lr = C0(Er), L∞= C0(E∞). Given a function f on E∞, we define th
function πrf on Er by (πrf)(x) := f(ϕr(x)),
x ∈Er. Since ϕr(Er) is assumed to be a locally finite subset of E∞(see part (i) of Condition
4.1), πr maps L∞into Lr. Obviously, the norm of πr is less or equal to 1. Proposition 5.5. Under the above assumptions, Tr(t) →T∞(t) in the sense of Defini-
tion 3.2. EJP 18 (2013), paper 75. ejp.ejpecp.org Page 17/43 Markov dynamics on the Thoma cone 6.1
The binomial projective system B Recall that B was introduced in Section 4.3. We will prove two technical propositions
concerning the properties of the links of B. ′ Observe that every link BΛr′
r can be applied to an arbitrary function on Z+ (viewed
as a column vector), because each row in BΛr′
r
has finitely many nonzero entries. As
for BΛ∞
r , it can be applied to functions on Z+ with moderate (say, at most polynomial)
growth at infinity. In the next two propositions we provide explicit formulas for the
action of the links on functions of some special kind. Introduce a notation: Introduce a notation: y↓m = y(y −1) . . . (y −m + 1),
m ∈Z+. Here y is assumed to range over R+ or Z+, depending on the context. By 1m, where
m ∈Z+, we denote the function on Z+ equal to 1 at m and to 0 on Z+ \ {m}. The letter
q always denotes a number from the open interval (0, 1). Note that Here y is assumed to range over R+ or Z+, depending on the context. By 1m, where
m ∈Z+, we denote the function on Z+ equal to 1 at m and to 0 on Z+ \ {m}. The letter
q always denotes a number from the open interval (0, 1). Note that lim
q→+0
1
m!qm qyy↓m = 1m
on Z+. (6.1) (6.1) EJP 18 (2013), paper 75. Page 18/43
ejp.ejpecp.org EJP 18 (2013), paper 75. Markov dynamics on the Thoma cone Proposition 6.1. Assume r′ > r > 0 and 0 < q < 1, and let l range over Z+. Regard
BΛr′
r as an operator in the space of functions on Z+ transforming a function F(l) to a
function G(l). Under this transformation Proposition 6.1. Assume r′ > r > 0 and 0 < q < 1, and let l range over Z+. Regard
BΛr′
r as an operator in the space of functions on Z+ transforming a function F(l) to a
function G(l). Under this transformation l↓m 7→
r
r′
m
l↓m l↓m 7→
r
r′
m
l↓m
(6.2) 1m 7→1
m! 1 −q′
q′
m
· (q′)ll↓m,
q′ := 1 −r
r′
(6.3)
qll↓m 7→
qr
q′r′
m
(q′)ll↓m,
q′ := 1 −(1 −q) r
r′
(6.4) (6.3) (6.4) Proof. Let us prove (6.4). The function F(l) = qll↓m vanishes on {0, . . which leads to the desired result. Formula (6.2) can be checked in exactly the same way. Observe also that (6.2) is a
limit case of (6.4) as q →1. Formula (6.3) is immediate from the very definition of BΛr′
r . On the other hand, (6.3)
can also be obtained from (6.4) as a limit case: to see this, divide by m!qm, let q →0
and use (6.9). Proposition 6.2. Assume r > 0 and 0 < q < 1, and let l range over Z+ while x ranges
over R+. Regard BΛ∞
r
as an operator transforming a function F(l) on Z+ to a function
G(x) on R+. Under this transformation G(x) on R+. Under this transformation l↓m 7→rmxm
(6.5)
1m 7→rm
m! · qx
∞xm,
q∞:= e−r
(6.6)
qll↓m 7→qmrm · qx
∞xm,
q∞:= e−(1−q)r. (6.7) (6.5) (6.6) (6.7) Proof. We may argue exactly as in the proof of Proposition 6.1, replacing the binomial
distribution by the Poisson distribution. Alternatively, one can use (4.3) and pass to the limit l →∞, r′ →∞, l/r′ →x in the
formulas of Proposition 6.1. 6.1
The binomial projective system B . , m −1} and the
same holds for BΛr′
r F , because the matrix BΛr′
r is lower triangular. Therefore, it suffices
to compute (BΛr′
r F)(l) for y ≥m. We have (BΛr′
r F)(l) =
l
X
k=m
1 −r
r′
l−k r
r′
k
l! (l −k)! k! qk
k! (k −m)!. Setting k′ = k −m and l′ = l −m we rewrite the right-hand side as Setting k′ = k −m and l′ = l −m we rewrite the right-hand side as qr
r′
m
l↓m
l′
X
k′=0
1 −r
r′
l′−k′ qr
r′
k′
l′! (l′ −k′)! k′!. The latter sum equals The latter sum equals (q′)l′ = (q′)−m(q′)l, which leads to the desired result. which leads to the desired result. Markov dynamics on the Thoma cone where k ranges over Z+. Let us regard Q(c)
r
as a difference operator acting on functions
on Z+, which are interpreted as column vectors: (Q(c)
r F)(l) = r(c + l)F(l + 1) + (r + 1)lF(l −1) −[(2r + 1)l + rc]F(l),
(6.8) (6.8) where l ∈Z+. As is seen from the next proposition, this difference operator is re-
lated to the classical Meixner orthogonal polynomials. Recall the definition of the these
polynomials (see, e.g., Koekoek–Lesky–Swarttouw [24] and references therein): The Meixner polynomials are orthogonal with respect to the negative binomial dis-
tribution on Z+, X
l∈Z+
(1 + r)−c (c)l
l!
r
1 + r
l
δl, where (c)l := c(c + 1) . . . (c + l −1) is the Pochhammer symbol and δl denotes the delta
measure at l. The explicit expression for the monic Meixner polynomial of degree n =
0, 1, 2, . . . is Mn(l; c, r) = (c)n
n
X
m=0
(−r)n−m
n↓m
(c)mm!l↓m. (6.9) (6.9) Proposition 6.3. The Meixner difference operator (6.8) preserves the space of poly-
nomials. We have Q(c)
r
: l↓m →−ml↓m + rm(m + c −1)l↓(m−1)
(6.10) (6.10) and Q(c)
r
: Mn(l; c, r) →−nMn(l; c, r). (6.11) (6.11) Thus, the Meixner difference operator is diagonalized in the basis of the Meixner
polynomials. Proof. All claims can be verified directly. For (6.11), see also [24]. roof. All claims can be verified directly. For (6.11), see also [24]. Proposition 6.4. For arbitrary r′ > r > 0, we have Proposition 6.4. For arbitrary r′ > r > 0, we have
Q(c)
r′
BΛr′
r = BΛr′
r Q(c)
r . Q(c)
r′
BΛr′
r = BΛr′
r Q(c)
r . Proof. Because the Q-matrices in question have a simple tridiagonal form and the en-
tries of BΛr′
r are given by a simple expression, a direct check is possible. However, we
prefer to give another proof, which has the advantage of being more conceptual and
well suited for the generalization that we need. Observe that Q(c)
r′
BΛr′
r F = BΛr′
r Q(c)
r F for any polynomial F . Indeed, it suffices to check this for F = Mm( · ; c, r). EJP 18 (2013), paper 75. 6.2
The Meixner and Laguerre semigroups Introduce a Q-matrix of format Z+ × Z+, depending on parameters c > 0 and r > 0,
with the entries Q(c)
r (k, k + 1) = r(c + k),
Q(c)
r (k, k −1) = (r + 1)k,
Q(c)
r (k, k) = −[r(c + k) + (r + 1)k] = −[(2r + 1)k + rc],
Q(c)
r (k, k′) = 0,
|k −k′| ≥2, JP 18 (2013), paper 75. Page 19/43
ejp.ejpecp.org EJP 18 (2013), paper 75. ejp.ejpecp.org Page 19/43 Markov dynamics on the Thoma cone 6.3
A family of cores for Markov semigroup generators For any fixed q ∈(0, 1), the functions qxxm, m = 0, 1, 2, . . . , span a dense subspace
in C0(R+), see Borodin–Olshanski [14, Corollary 3.1.6]. This also implies that the func-
tions qllm, where m = 0, 1, 2, . . . and l ranges over Z+, span a dense subspace in C0(Z+). These facts are used in the next proposition. Proposition 6.8. (i) For any r′ > r > 0, the operator BΛr′
r : C0(Z+) →C0(Z+) has a
dense range. (ii) Likewise, for any r > 0, the operator BΛ∞
r : C0(Z+) →C0(R+) has a dense range. Proposition 6.8. (i) For any r′ > r > 0, the operator BΛr′
r : C0(Z+) →C0(Z+) has a
dense range. (ii)
ik
i
f
0
h
BΛ∞
C (Z )
C (R ) h
d (ii) Likewise, for any r > 0, the operator BΛ∞
r : C0(Z+) →C0(R+) has a dense range. Proof. (i) Take an arbitrary q ∈(0, 1). By (6.4), BΛr′
r maps the linear span of functions
qllm, m = 0, 1, 2, . . . onto the linear span of functions (q′)llm, with some other q′ ∈(0, 1),
see (6.4). Since these spans are dense, we get the desired claim. Proof. (i) Take an arbitrary q ∈(0, 1). By (6.4), BΛr′
r maps the linear span of functions
qllm, m = 0, 1, 2, . . . onto the linear span of functions (q′)llm, with some other q′ ∈(0, 1),
see (6.4). Since these spans are dense, we get the desired claim. (ii) The same argument, with reference to (6.7). (ii) The same argument, with reference to (6.7). Recall that A(c)
r
denotes the generator of semigroup T (c)
r
(t) (Corollary 6.6). Likewise,
let A(c) denote the generator of semigroup T (c)(t). Recall that A(c)
r
denotes the generator of semigroup T (c)
r
(t) (Corollary 6.6). Likewise,
let A(c) denote the generator of semigroup T (c)(t). Proposition 6.9. Fix an arbitrary number q ∈(0, 1). (i) For every r > 0, the linear span of functions qllm, m = 0, 1, 2, . . . , where argument
l ranges over Z+, is a core for A(c)
r . (ii) Likewise, the linear span of functions qxxm, m = 0, 1, 2, . . . , where argument x
ranges over R+, is a core for A(c). Proof. Proof. Easy direct check. This proposition makes it possible to apply Theorem 2.3, which in turn entails the
following assertions. Corollary 6.6. (i) The Q-matrix Q(c)
r
gives rise to a Feller semigroup T (c)
r
(t) on C0(Z+)
whose generator A(c)
r
is implemented by Q(c). ( ) (ii) The subspace C0(Z+) is a core for generator A(c)
r . (ii) The subspace C0(Z+) is a core for generator A(c)
r . We call T (c)
r
(t) the Meixner semigroup. It determines a continuous time Markov
chain on Z+ which we call the Meixner chain and denote by X(c)(t). Proposition 6.7. For every c > 0 there exists a unique Feller Markov process X(c)(t)
on R+ such that the corresponding Feller semigroup, denoted by T (c)(t), is consistent
with the Meixner semigroups T (c)
r
(t), r > 0, in the sense that T (c)(t) BΛ∞
r = BΛ∞
r T (c)
r
(t),
t ≥0,
r > 0. Proof. We know that the Q-matrices with various values of parameter r are consistent
with the links (Proposition 6.4). It follows, by virtue of Proposition 5.3, that the semi-
groups are also consistent with the links. Therefore, we may apply Proposition 5.1,
which gives the desired result. We call X(c)(t) and T (c)(t) the Laguerre process and the Laguerre semigroup, re-
spectively; this terminology is justified by the results of Section 6.4. Markov dynamics on the Thoma cone It follows
from (6.2) and (6.9) that BΛr′
r Mm( · ; c, r) =
r
r′
m
Mm( · ; c, r′), and then we use (6.11) to conclude that both Q(c)
r′
BΛr′
r and BΛr′
r Q(c)
r
multiply Mm( · ; c, r)
by −m(r/r′)m. ( / )
Further, both matrices Q(c)
r′
BΛr′
r and BΛr′
r Q(c)
r
have finitely many nonzero entries in
every row. Since the polynomials separate points on Z+, these two matrices coincide. Proposition 6.5. For any c, r > 0, the matrix Q(c)
r
satisfies the assumptions of Theorem
2.3 with functions γ(k) = η(k) = k + 1. Proposition 6.5. For any c, r > 0, the matrix Q(c)
r
satisfies the assumptions of Theorem
2.3 with functions γ(k) = η(k) = k + 1. Page 20/43
ejp.ejpecp.org EJP 18 (2013), paper 75. ejp.ejpecp.org ejp.ejpecp.org Markov dynamics on the Thoma cone EJP 18 (2013), paper 75. 6.4
The Laguerre differential operator Proposition 6.9 implies that the generator A(c) is uniquely determined by its action
on functions of the form qxxm, m = 0, 1, 2, . . . , with an arbitrary fixed q ∈(0, 1). This
action can be readily computed from the basic relation A(c) BΛ∞
r = BΛ∞
r Q(c)
r : Proposition 6.10. The action of A(c) on functions of the form qxxm, m = 0, 1, 2, . . . is
implemented by the differential operator D(c) := x d2
dx2 + (c −x) d
dx . (6.12) (6.12) Proof. Let r > 0 be related to q ∈(0, 1) by r = −log q. Consider the functions > 0 be related to q ∈(0, 1) by r = −log q. Consider the functions fm(x) := rm
m! qxxm = rm
m! e−rxxm,
m = 0, 1, 2, . . . ,
x ∈R+. By (6.6), By (6.6), BΛ∞
r 1m = fm,
m = 0, 1, 2, . . . . BΛ∞
r 1m = fm,
m = 0, 1, 2, . . . . On the other hand, it is directly verified that the difference operator Q(c)
r
defined in
(6.8) acts on the delta functions 1m in the same way as the differential operator D(c)
acts on the functions fm: Q(c)
r 1m = r(c + m −1)1m−1 + (r + 1)(m + 1)1m+1 −[(2r + 1)m + rc]1m
(6.13)
D(c)fm = r(c + m −1)fm−1 + (r + 1)(m + 1)fm+1 −[(2r + 1)m + rc]fm,
(6.14) where 1−1 := 0,
f−1 := 0. 1−1 := 0,
f−1 := 0. This concludes the proof. Consider the gamma distribution on R+ with parameter c: Consider the gamma distribution on R+ with parameter c: 1
Γ(c)xc−1e−xdx,
x ∈R+, 1
Γ(c)xc−1e−xdx,
x ∈R+, and let Ln(x; c) denote the monic Laguerre polynomials of degree n = 0, 1, 2, . . . , which
are orthogonal with respect to this distribution: Ln(x; c) = (c)n
n
X
m=0
(−1)n−m
n↓m
(c)mm!xm. (6.15) (6.15) The differential operator D(c) is diagonalized in the basis of the Laguerre polynomi-
l The differential operator D(c) is diagonalized in the basis of the Laguerre polynomi-
als: D(c)Ln( · ; c) = −nLn( · ; c),
n = 0, 1, 2, . . . . (6.16) Note also that BΛ∞
r Mn( · ; c, r) = rnLn( · ; c). 6.3
A family of cores for Markov semigroup generators (i) Observe that if r2 > r1 > 0 and F1 is a core for A(c)
r1 , then F2 := BΛr2
r1F1
is a core for A(c)
r2 . Indeed, by virtue of claim (i) of Proposition 6.8, we may apply the
argument of Proposition 5.2. Now take r2 = r and r1 = (1 −q)r. Then, as seen from (6.3), the linear span of
functions qyym is just the image under BΛr2
r1 of the space Cc(Z+). By virtue of Proposition EJP 18 (2013), paper 75. Page 21/43 Page 21/43 Markov dynamics on the Thoma cone 6.5 and claim (iv) of Theorem 2.3, Cc(Z+) is a core for A(c)
r1 . Therefore, its image is a
core for A(c)
r2 . Next, given q ∈(0, 1) we take r = −log q and F = C0(Z+). As mentioned above, F
is a core for A(c)
r . On the other hand, (6.6) shows that the linear span of functions qxxm
coincides with BΛ∞
r F. EJP 18 (2013), paper 75. 7
A few definitions Here we collect some basic definitions that will be needed in the next section. For
a more detailed information we refer to Sagan [36] and Stanley [39] (generalities on
Young diagrams, Young tableaux, and symmetric functions); Olshanski–Regev–Vershik
[33] (Frobenius–Schur symmetric functions); Borodin–Olshanski [14], [12] (Thoma’s
simplex and Thoma’s cone). 6.5
Approximation We use the embedding ϕr : Z+ →R+ introduced in Example 4.3 and define the
projection πr : C0(R+) →C0(Z+) as in Section 5.2. Proposition 6.11. Let c > 0 be fixed. As r →+∞, the Meixner semigroups T (c)
r
(t)
approximate the Laguerre semigroup T (c)(t) in the sense of Definition 3.2. Proof. Let us check all the hypotheses of Proposition 5.5. Then the desired result will
follow from that proposition. In fact, the assumptions stated in Section 5.1 are satisfied: we know that B is a Feller
system, the Meixner semigroups are consistent with the links of B, those are Feller
links, and, by the very definition, the Laguerre semigroup is the boundary semigroup
determined by the Meixner semigroups. Next, the fulfilment of Condition 4.1 was established in Example 4.3. It remains to check Condition 5.4. In our situation, it consists in the requirement that
Cc(Z+) is a core for generator A(c)
r
and, moreover, is invariant under its action. The fact
that Cc(Z+) is a core follows from Corollary 6.6, item (ii). Its invariance follows from
item (i), because Cc(Z+) is obviously invariant under the action of Q(c)
r . This completes the proof. Markov dynamics on the Thoma cone Markov dynamics on the Thoma cone in the poset Y. in the poset Y. More generally, for arbitrary two diagrams µ, λ ∈Y we define dim(µ, λ) as the num-
ber of standard Young tableaux of skew shape λ/µ provided that µ ⊆λ; otherwise
dim(µ, λ) = 0 (let us agree that dim(λ, λ) = 1). Obviously, dim λ = dim(∅, λ). If µ ⊂λ,
then dim(µ, λ) equals the number of saturated chains with ends µ and λ. EJP 18 (2013), paper 75. 7.1
Young diagrams Recall that the Young poset is the set Y of all Young diagrams (including the empty
diagram ∅) with the partial order determined by containment of one Young diagram in
another. For λ ∈Y we denote by |λ| the number of boxes of λ and we set Yn = {λ ∈Y : |λ| = n},
n = 0, 1, 2, . . . . Yn = {λ ∈Y : |λ| = n},
n = 0, 1, 2, . . . . This makes Y a graded poset. It is actually a lattice, so it is often called the Young
lattice. The dimension of a diagram λ ∈Y, denoted by dim λ, is the number of standard
Young tableaux of shape λ, which is the same as the number of saturated chains ∅= λ(0) ⊂λ(1) ⊂· · · ⊂λ(n) = λ,
n := |λ|, ∅= λ(0) ⊂λ(1) ⊂· · · ⊂λ(n) = λ,
n := |λ|, 6.4
The Laguerre differential operator (6.17) (6.17) The proof is immediate: we compare the expansions of the Meixner and Laguerre poly-
nomials in the bases {l↓m} and {xm}, respectively (see (6.9) and (6.15)), and then apply
(6.5), which says that BΛ∞
r
takes the factorial monomial l↓m to rmxm. EJP 18 (2013), paper 75. Page 22/43
ejp.ejpecp.org EJP 18 (2013), paper 75. on the Thoma cone
introduced in Example 4.3 an
ion 5.2. s r →+∞, the Meixner semig
t) in the sense of Definition 3.2. Proposition 5.5. Then the desire
n 5.1 are satisfied: we know that
istent with the links of B, tho
erre semigroup is the boundar Markov dynamics on the Thoma cone Sµ’s and FSµ’s is similar to the relationship between the one-variate monomials xm and
their factorial counterparts x↓m. Observe that x↓m can be characterized as a unique
polynomial in x with highest degree term xm and such that it vanishes at the integer
points 0, 1 . . . , m −1. Likewise, one can realize Sym as a subalgebra in Fun(Y), the
algebra of real-valued functions on Y with all operations defined pointwise; see the
next two paragraphs. Then FSµ can be characterized as a unique element of Sym that
has top degree term Sµ and vanishes at all diagrams strictly contained in µ. Let p1, p2, . . . denote the power-sum symmetric functions. We turn them into func-
tions on Y by setting pk(λ) :=
∞
X
i=1
(λr −i + 1
2)k −(−i + 1
2)k
=
d
X
i=1
ak
r + (−1)k−1bk
r
, where λ ranges over Y, (λ1, λ2, . . . ) is the partition corresponding to λ, d is the number
of boxes on the main diagonal of λ, and (a1, . . . , ad; b1, . . . , bd) is the collection of the
modified Frobenius coordinates of λ: ar = λr −i + 1
2,
br = λ′
r −i + 1
2,
i = 1, . . . , d ar = λr −i + 1
2,
br = λ′
r −i + 1
2,
i = 1, . . . , d (here λ′ is the transposed diagram). One can easily prove that the resulting functions
remain algebraically independent. Next, every element F ∈Sym is uniquely written as a polynomial in p1, p2, . . . ; then
we define F(λ) as the same polynomial in numeric variables p1(λ), p2(λ), . . . . In this
way we get the desired embedding of Sym into Fun(Y). y
g
g
y
(
)
A fundamental property of the Frobenius–Schur functions is the following identity
(see [33, Section 2]) relating them to the dimension function in the poset Y: l↓m dim(µ, λ)
dim λ
= FSµ(λ),
l := |λ|,
m := |µ|. (7.1) (7.1) 7.2
Symmetric functions By Sym we denote the graded algebra of symmetric functions over the base field
R. We will need two bases in Sym, both indexed by arbitrary diagrams µ ∈Y: the
Schur functions Sµ and the Frobenius–Schur functions FSµ. The relationship between EJP 18 (2013), paper 75. Page 23/43
ejp.ejpecp.org Page 23/43 Page 23/43 Markov dynamics on the Thoma cone 7.4
Two maps We embed Sym into the algebra of (non necessarily bounded) continuous functions
on the Thoma cone by setting pk(ω) =
(P∞
i=1 αk
i + (−1)k−1 P∞
i=1 βk
i ,
k = 2, 3, . . . |ω|,
k = 1, where ω ranges over eΩ. We embed the set Y into eΩthrough the map λ 7→ωλ := ((a1, . . . , ad, 0, 0, . . . ), (b1, . . . , bd, 0, 0, . . . ), |λ|), λ 7→ωλ := ((a1, . . . , ad, 0, 0, . . . ), (b1, . . . , bd, 0, 0, . . . ), |λ|), where, as above, (a1, . . . , ad; b1, . . . , bd) is the collection of the modified Frobenius coor-
dinates of a diagram λ ∈Y. Note that |ωλ| = |λ|. e |
|
| |
For any F ∈Sym, the restriction of the function F(ω) to the subset Y ⊂eΩagrees
with the previous definition of the function F(λ): F(ωλ) = F(λ),
λ ∈Y. 7.3
The Thoma simplex and the Thoma cone The Thoma simplex is the subspace Ωof the infinite product space R∞
+ ×R∞
+ formed
by all couples (α, β), where α = (αi) and β = (βi) are two infinite sequences such that α1 ≥α2 ≥· · · ≥0,
β1 ≥β2 ≥· · · ≥0
(7.2) (7.2) and and ∞
X
i=1
αi +
∞
X
i=1
βi ≤1. (7.3) (7.3) We equip Ωwith the product topology inherited from R∞
+ × R∞
+ . Note that in this
topology, Ωis a compact metrizable space. e We equip Ωwith the product topology inherited from R∞
+ × R∞
+ . Note that in this
topology, Ωis a compact metrizable space. e The Thoma cone eΩis the subspace of the infinite product space R∞
+ × R∞
+ × R+
formed by all triples ω = (α, β, δ), where α = (αi) and β = (βi) are two infinite sequences
and δ is a nonnegative real number, such that the couple (α, β) satisfies (7.2) and the
modification of the inequality (7.3) of the form ∞
X
i=1
αi +
∞
X
i=1
βi ≤δ. We set |ω| = δ. e We set |ω| = δ. e We set |ω| = δ. e We set |ω| = δ. e | |
Note that eΩis a locally compact space in the product topology inherited from R∞
+ ×
R∞
+ × R+. The space eΩis also metrizable and has countable base. Every subset of the EJP 18 (2013), paper 75. Page 24/43
ejp.ejpecp.org EJP 18 (2013), paper 75. ejp.ejpecp.org Page 24/43 Markov dynamics on the Thoma cone form {ω ∈eΩ: |ω| ≤const} is compact. Therefore, a sequence of points ωn goes to
infinity in eΩif and only if |ωn| →∞. |
|
We will identify Ωwith the subset of eΩformed by triples ω = (α, β, δ) with δ = 1. The
name “Thoma cone” given to eΩis justified by the fact that eΩmay be viewed as the cone
with the base Ω: the ray of the cone passing through a base point (α, β) ∈Ωconsists of
the triples ω = (rα, rβ, r), r ≥0. (
)
More generally, for ω = (α, β, δ) ∈eΩand r > 0 we set rω = (rα, rβ, rδ). 8
Construction of Feller processes on the Thoma cone 8.1
The projective system associated with the Young bouquet EJP 18 (2013), paper 75. 8.1
The projective system associated with the Young bouquet (8.3)
l
i (8.3) The links (8.1) satisfy the relation The links (8.1) satisfy the relation The links (8.1) satisfy the relation YBΛr′′
r′ YBΛr′
r = YBΛr′′
r ,
r′′ > r′ > r, YBΛr′′
r′ YBΛr′
r = YBΛr′′
r ,
r′′ > r′ > r, so that they do determine a projective system. We refer to [14] for more details. e so that they do determine a projective system. We refer to [14] for more details. e so that they do determine a projective system. We refer to [14] for more details. By [14, Theorem 3.4.7], the boundary of YB is the Thoma cone eΩtogether with a
family of links eΩ99K Z+ indexed by positive real numbers r and given by By [14, Theorem 3.4.7], the boundary of YB is the Thoma cone eΩtogether with a
family of links eΩ99K Z+ indexed by positive real numbers r and given by YBΛ∞
r (ω, µ) = e−r|ω| rm
m! dim µ · Sµ(ω),
ω ∈eΩ,
µ ∈Y. (8.4) (8.4) Recall that Sµ is the Schur symmetric function and its value at ω ∈eΩis understood in
accordance with the definition given in Section 7.4. Recall that Sµ is the Schur symmetric function and its value at ω ∈eΩis understood in
accordance with the definition given in Section 7.4. Proposition 8.1. The projective system YB is Feller in the sense of the definition given
in Section 4.3. Proof. The links YBΛr′
r and YBΛ∞
r
are Feller: this immediately follows from the Feller
property of the links BΛr′
r and BΛ∞
r . It remains to show that the product topology of the
space eΩcoincides with that defined by all the maps ω 7→Λ∞
r (ω, µ), where r ranges over
R>0 and µ ranges over Y. Actually, this holds even if r is any fixed number > 0, and the
argument is similar to that given in Section 4.3. e
e Namely, we extend the above maps to the one-point compactification eΩ∪∞of eΩin
a natural way: the value at infinity is equal to 0 for any µ, which agrees with the Feller
property of the links. Then we only have to check that any point of eΩ∪∞is uniquely
determined by its images under the (extended) maps YBΛ∞
r ( · , µ), where µ ranges over
Y. To do this, assume first that ω ∈eΩand recall (8.4). 8.1
The projective system associated with the Young bouquet The representation theory of inductive limit groups provides two fundamental ex-
amples of projective systems. One is related to the infinite symmetric group S(∞) and
comes from the Young graph Y, and the other one is related to the infinite-dimensional
unitary group U(∞) and comes from the Gelfand–Tsetlin graph GT. The boundaries
of these two projective systems can be viewed as dual objects to S(∞) and U(∞), re-
spectively. In attempt to explain a surprising similarity between the two boundaries, we
introduced in [14] a new object which serves as a “mediator” between Y and GT. We
called it the Young bouquet; it is a close relative of Y and at the same time it can be ob-
tained as a degeneration of GT. Associated with the Young bouquet is a new projective
system denoted by YB. Because GT is graded by discrete set Z+, the associated pro-
jective system has Z+ as its index set, but under degeneration the index set becomes
continuous. Here is a formal definition of YB: The index set of the projective system YB is the set R>0 and each set Er is a copy
of the set Y. For every couple r′ > r of positive real numbers, the corresponding link
Y 99K Y is the following stochastic matrix of format Y × Y: YBΛr′
r (λ, µ) =
1 −r
r′
l−m r
r′
m
l! (l −m)! m! dim µ dim(µ, λ)
dim λ
,
(8.1) (8.1) where l := |λ| and m := |µ|. where l := |λ| and m := |µ|. | |
| |
Note that (8.1) factorizes into a product of two links, which refer to two projective
systems, the binomial system B and the Young graph Y: Note that (8.1) factorizes into a product of two links, which refer to two projective
systems, the binomial system B and the Young graph Y: YBΛr′
r (λ, µ) = BΛr′
r (l, m) YΛl
m(λ, µ),
(8.2) (8.2) JP 18 (2013), paper 75. Page 25/43
ejp.ejpecp.org EJP 18 (2013), paper 75. Page 25/43
ejp.ejpecp.org Markov dynamics on the Thoma cone where YΛl
m(λ, µ) := dim µ dim(µ, λ)
dim λ
. EJP 18 (2013), paper 75. Proposition 8.2 (cf. Proposition 6.1). Assume that: Proposition 8.2 (cf. Proposition 6.1). Assume that: • r′ > r > 0 and 0 < q < 1;
• λ range over Y and l := |λ|;
• µ ∈Y is fixed and m = |µ|. • r′ > r > 0 and 0 < q < 1; • r′ > r > 0 and 0 < q < 1; • λ range over Y and l := |λ|; • λ range over Y and l := |λ|;
• µ ∈Y is fixed and m = |µ|. • µ ∈Y is fixed and m = |µ|. Regard YBΛr′
r as linear map F 7→G transforming a function F(λ) on Y to another
function G(λ). Under this transformation FSµ(λ) 7→
r
r′
m
FSµ(λ),
(8.5)
(dim µ)−11µ 7→
1
m! 1 −q′
q′
m
· (q′)lFSµ(λ),
q′ := 1 −r
r′ ,
(8.6)
qlFSµ(λ) 7→
qr
q′r′
m
(q′)lFSµ(λ),
q′ := 1 −(1 −q) r
r′ . (8.7) (8.5) (8.7) Proof. Let us prove (8.7). The function F(λ) := qlFSµ(λ) vanishes unless λ ⊇µ, and
the same holds for YBΛr′
r F , because the matrix YBΛr′
r is lower triangular with respect
to the partial order on Y determined by the inclusion relation. Therefore, it suffices to
compute (YBΛr′
r F)(λ) for λ ⊇µ; in particular, l ≥m. We have (YBΛr′
r F)(λ) =
l
X
k=m
BΛr′
r (l, k)
X
κ∈Yk
YΛl
k(λ, κ)qkFSµ(κ). For fixed k, YΛl
k(λ, κ)qkFSµ(κ) = qk dim κ dim(κ, λ)
dim λ
k↓m dim(µ, κ)
dim κ
by virtue of (7.1)
= qkk↓m dim(µ, κ) dim(κ, λ)
dim λ
, and summing the latter quantity over κ ∈Yk gives qkk↓m dim(µ, λ)
dim λ
. Therefore, Therefore, (YBΛr′
r F)(λ) = k↓m dim(µ, λ)
dim λ
·
l
X
k=m
BΛr′
r (l, k)qk
= k↓m dim(µ, λ)
dim λ
·
qr
q′r′
m
(q′)ll↓m
by (6.4)
=
qr
q′r′
m
(q′)lFSµ(λ), 8.1
The projective system associated with the Young bouquet Keeping m fixed and summing
the quantity in the right-hand side over µ ∈Ym we get e−rx (rx)m
m! ,
x := |ω|,
X
µ∈Ym
dim µ Sµ = (p1)m because because and p1(ω) = |ω| = x. and p1(ω) = |ω| = x. p1( )
| |
Observe that for r > 0 fixed, the quantities e−rx (rx)m
m! , where m ranges over Z+,
determine x uniquely. It follows, in particular, that we can recognize whether we are
dealing with an element of the Thoma cone eΩor the added point ∞, because the latter
case corresponds to x = +∞. e Therefore, it suffices to check that an element ω ∈eΩis uniquely determined by
the quantities Sµ(ω), where µ ranges over Y. But this follows from the fact that the
functions p1(ω), p2(ω), . . . separate the points of the Thoma cone. Note that YBΛr′
r (ν, µ) vanishes unless m ≤n and µ ⊆λ. This implies that each row
of the matrix YBΛr′
r has finitely many nonzero entries, so that the link can be applied to
an arbitrary function on Y. Below we denote by 1µ the delta function on Y concentrated at the point µ, that is, Below we denote by 1µ the delta function on Y concentrated a 1µ(λ) =
(
1,
λ = µ,
0,
λ ̸= µ. 1µ(λ) =
(
1,
λ = µ,
0,
λ ̸= µ. EJP 18 (2013), paper 75. Page 26/43
ejp.ejpecp.org EJP 18 (2013), paper 75. Page 26/43
ejp.ejpecp.org Markov dynamics on the Thoma cone Markov dynamics on the Thoma cone Markov dynamics on the Thoma cone Proposition 8.2 (cf. Proposition 6.1). Assume that: 8.2
Markov semigroups on Y and eΩ We are going to introduce a Q-matrix of format Y×Y depending on the triple (z, z′, r)
of parameters, where r > 0 and (z, z′), as usual, is subject to Condition 1.1. For this
we need some notation. Given λ ∈Y, let λ+ and λ−stand for the collections of boxes
that can appended to, respectively, removed from λ. For a box 2, its content is defined
as the difference c(2) := j −i, where i and j are the row and column numbers of 2. The Q-matrix in question is denoted by Q(z,z′)
r
and its non-diagonal entries Q(z,z′)
r
(λ, κ),
κ ̸= λ, vanish unless either κ = λ + 2 or κ = λ −2, meaning that κ is obtained from λ
by appending a box 2 ∈λ+ or by removing a box 2 ∈λ−. In this notation, the entries
are given by Q(z,z′)
r
(λ, λ + □) = r(z + c(□))(z′ + c(□)) dim(λ + □)
(|λ| + 1) dim λ,
□∈λ+,
Q(z,z′)
r
(λ, λ −□) = (r + 1)|λ| dim(λ −□)
dim λ
,
□∈λ−,
−Q(z,z′)
r
(λ, λ) = (2r + 1)|λ| + rzz′. (8.11) (8.11) Note that each row of Q(z,z′)
r
has finitely many nonzero entries which sum to 0, and
the constraints on the parameters imply that all off-diagonal entries are nonnegative (in
particular, Q(z,z′)
r
(λ, λ + 2) > 0 because of Condition 1.1). ′ (For more detail about the definition of Q(z,z′)
r
, we refer to Borodin–Olshanski [11]
and Olshanski [32]. Formula (8.11) coincides with that of [32, Proposition 4.25] and is
a particular case of [11, (2.19)]. Note that parameter ξ ∈(0, 1) from those two papers is
related to our parameter r > 0 by ξ = r(r + 1)−1. In [11, (2.19)], parameter ξ may vary
with time; our setup corresponds to the particular case when ξ is fixed, so that the time
derivative ˙ξ equals 0. Then formula [11, (2.19)] simplifies and reduces to (8.11).)
′ We can interpret Q(z,z′)
r
as an operator in the vector space Fun(Y) formed by arbi-
trary real-valued functions on Y: (Q(z,z′)
r
F)(λ) =
X
κ∈Y
Q(z,z′)
r
(λ, κ)F(κ),
F ∈Fun(Y). (8.12) (8.12) As explained in [32], this operator should be viewed as a counterpart of the Meixner
difference operator on Z+. as desired. as desired. as desired. Formula (8.5) can be checked in exactly the same way. Alternatively, it can be ob-
tained a limit case of (8.7) as q →1. ′ Formula (8.6) is immediate from the very definition of YBΛr′
r and FSµ. Alternatively,
(8.6) can also be obtained from (8.7) by a degeneration, like the derivation of (6.3) from
(6.4), see the proof of Proposition 6.1. Proposition 8.3 (cf. Proposition 6.2). Assume r > 0 and 0 < q < 1; let λ range over
Y and l = |λ|; let ω range over eΩand x = |ω|; let µ ∈Y be fixed and m = |µ|. Regard EJP 18 (2013), paper 75. Page 27/43
ejp.ejpecp.org Page 27/43 Markov dynamics on the Thoma cone YBΛ∞
r
as an operator transforming a function F(λ) on Y to a function G(ω) on eΩ. Under
this transformation YBΛ∞
r
as an operator transforming a function F(λ) on Y to a function G(ω) on eΩ. Under
this transformation FSµ(λ) 7→rmSµ(ω),
(8.8)
(dim µ)−11µ 7→rm
m! · qx
∞Sµ(ω),
q∞:= e−r,
(8.9)
qlFSµ(λ) 7→qmrm · qx
∞Sµ(ω),
q∞:= e−(1−q)r. (8.10) Proof. We may argue exactly as in the proof of the previous proposition. Proof. We may argue exactly as in the proof of the previous proposition. 8.2
Markov semigroups on Y and eΩ The next step is to introduce counterparts of the Meixner
polynomials. According to [32, Definition 4.21], these are elements of Sym called the
Meixner symmetric functions and denoted by Mν, where the index ν ranges over Y. They depend on the triple (z, z′, r) and are given by the following expansion in the basis
of the Frobenius–Schur symmetric functions (cf. (6.9)): M(z,z′,r)
ν
=
X
µ: µ⊆ν
(−1)|ν|−|µ|r|ν|−|µ| dim ν/µ
(|ν| −|µ|)! ×
Y
□∈ν/µ
(z + c(□))(z′ + c(□)) · FSµ. (8.13) (8.13) EJP 18 (2013), paper 75. Page 28/43
ejp.ejpecp.org age 28/43
ejp.ejpecp.org EJP 18 (2013), paper 75. ejp.ejpecp.org Page 28/43 Markov dynamics on the Thoma cone Proposition 8.4 (cf. Proposition 6.3). Under the action of Q(z,z′)
r
in Fun(Y), FSµ →−|µ|FSµ + r
X
2∈µ−
(z + c(2))(z′ + c(2))FSµ\2,
(8.14)
M(z,z′,r)
µ
→−|µ|Mµ. (8.15) µ
| |
µ
X
2∈µ−
(
( ))(
( ))
µ\
M(z,z′,r)
µ
→−|µ|Mµ. (8.15) M(z,z′,r)
µ
→−|µ|Mµ. (8.15) Proof. See [32, Section 4.8]. Proof. See [32, Section 4.8]. Proof. See [32, Section 4.8]. Proof. See [32, Section 4.8]. Proposition 8.5 (cf. Proposition 6.4). For arbitrary r′ > r > 0, we have Qz,z′
r′
YBΛr′
r = YBΛr′
r Qz,z′
r
. Qz,z′
r′
YBΛr′
r = YBΛr′
r Qz,z′
r
. Proof. We literally follow the argument in the proof of Proposition 6.4. From the defini-
tion of the Meixner symmetric functions and (8.5) it is readily seen that YBΛr′
r M(z,z′,r)
ν
=
r
r′
|ν|
M(z,z′,r′)
ν and then (8.15) implies that the both sides of the operator equality in question give the
same result when applied to M(z,z′,r)
ν
. Therefore, the equality holds on all elements of
Sym. As these elements separate points of Y, this concludes the proof. Proposition 8.6 (cf. Proposition 6.5). The matrix Q(z,z′)
r
satisfies the assumptions of
Theorem 2.3 with functions γ(λ) = η(λ) = |λ| + 1, λ ∈Y. Proof. As seen from the description of the Q-matrix given in [11, Section 2.5] (see the
sentence just before [11, Proposition 2.11]), for any λ ∈Y one has X
2∈λ±
Q(z,z′)
r
(λ, λ ± 2) = Q(c)
r (|λ|, |λ| ± 1),
c := zz′ (note that c > 0 because of Condition 1.1). EJP 18 (2013), paper 75. 8.2
Markov semigroups on Y and eΩ This implies that the action of Q(z,z′)
r
pre-
serves the subspace in Fun(Y) formed by those functions in variable λ ∈Y that depend
only on |λ|, and in that subspace, the action reduces to that of the difference operator
Q(c)
r
with c = zz′. Therefore, the claim of the proposition reduces to that of Proposition 6.5. Combining this proposition with Theorem 2.3 we get Corollary 8.7 (cf. Corollary 6.6). (i) The Q-matrix Q(z,z′)
r
gives rise to a Feller semi-
group T (z,z′)
r
(t) on C0(Y) whose generator A(z,z′)
r
is implemented by Q(z,z′)
r
. (
′) Corollary 8.7 (cf. Corollary 6.6). (i) The Q-matrix Q(z,z′)
r
gives rise to a Feller semi-
group T (z,z′)
r
(t) on C0(Y) whose generator A(z,z′)
r
is implemented by Q(z,z′)
r
. (
′) (ii) The subspace C0(Y) is a core for generator A(z,z′)
r
. Proposition 8.8 (cf. Proposition 6.7). For every couple (z, z′) of parameters subject to
Condition 1.1 there exists a unique Feller semigroup T (z,z′)(t) such that for every r > 0, Proposition 8.8 (cf. Proposition 6.7). For every couple (z, z′) of parameters subject to
Condition 1.1 there exists a unique Feller semigroup T (z,z′)(t) such that for every r > 0,
T (z,z′)(t) is consistent with the T (z,z′)
r
(t), r > 0, in the sense that ( )
T (z,z′)(t) is consistent with the T (z,z′)
r
(t), r > 0, in the sense that T (z,z′)(t) is consistent with the T (z,z′)
r
(t), r > 0, in the sense that T (z,z′)(t) YBΛ∞
r = YBΛ∞
r T (z,z′)
r
(t),
t ≥0,
r > 0. Proof. The argument is exactly the same as in Proposition 6.7: We know that the Q-
matrices with various values of parameter r are consistent with the links (Proposition
8.5). It follows, by virtue of Proposition 5.3, that the semigroups are consistent with the
links, too. Therefore, we may apply Proposition 5.1, which gives the desired result. Definition 8.9. For r > 0, we denote by X(z,z′)
r
the Feller Markov process on Y de-
termined by the semigroup T (z,z′)
r
(t). Likewise, we denote by X(z,z′) the Feller Markov
process on eΩdetermined by the semigroup T (z,z′)(t). EJP 18 (2013), paper 75. ejp.ejpecp.org ejp.ejpecp.org Page 29/43 Page 29/43 Markov dynamics on the Thoma cone 8.3
A family of cores for Markov semigroup generators The following two claims are used in the proposition below. First, let ω range over the Thoma cone eΩand µ range over Y. For any fixed q ∈(0, 1),
the functions q|ω|Sµ(ω) span a dense subspace in C0(eΩ), see [14, Corollary 3.4.6]. Second, let λ range over Y. Recall that in Section 7.4 we defined an embedding
Y ,→eΩvia the map λ 7→ωλ. Observe that |λ| = |ωλ|; this implies that a sequence {λ}
of diagrams goes to infinity in the discrete set Y if and only if its image {ωλ} goes to
infinity in the locally compact space eΩ. Combining this with the first claim we conclude
that for any fixed q ∈(0, 1), the functions q|λ|Fµ(λ) span a dense subspace in C0(Y). Proposition 8.10 (cf. Proposition 6.8). (i) For any r′ > r > 0, the operator YBΛr′
r :
C0(Y) →C0(Y) has a dense range. Proposition 8.10 (cf. Proposition 6.8). (i) For any r′ > r > 0, the operator YBΛr′
r :
C0(Y) →C0(Y) has a dense range. Proposition 8.10 (cf. Proposition 6.8). (i) For any r′ > r > 0, the operator YBΛr′
r :
C0(Y) →C0(Y) has a dense range. (ii) Likewise, for any r > 0, the operator YBΛ∞
r : C0(Y) →C0(eΩ) has a dense range. (ii) Likewise, for any r > 0, the operator YBΛ∞
r : C0(Y) →C0(eΩ) has a dense range. Proof. (i) Fix an arbitrary q ∈(0, 1) and let µ range over Y. By (8.7), YBΛr′
r maps the
linear span of functions q|λ|Sµ(λ) onto the linear span of functions (q′)|λ|Sµ(λ) with some
other q′ ∈(0, 1). Since these spans are dense, we get the desired claim. Proof. (i) Fix an arbitrary q ∈(0, 1) and let µ range over Y. By (8.7), YBΛr′
r maps the
linear span of functions q|λ|Sµ(λ) onto the linear span of functions (q′)|λ|Sµ(λ) with some
other q′ ∈(0, 1). Since these spans are dense, we get the desired claim. (ii) The same argument, with reference to (8.10). Denote by A(z,z′)
r
and A(z,z′) the generators of the semigroups T (z,z′)
r
(t) and T (z,z′)(t),
respectively. Proposition 8.11 (cf. Proposition 6.9). Fix an arbitrary number q ∈(0, 1) and let µ
range over Y. (i) For every r > 0, the linear span of functions q|λ|Sµ(λ), where argument λ ranges
over Y, is a core for A(z,z′)
r
. EJP 18 (2013), paper 75. 8.4
The infinite-variate Laguerre differential operator Following [32, Theorem 4.10], we introduce the following partial differential opera-
tor in countably many formal variables e1, e2, . . . : D(z,z′) =
X
n≥1
n−1
X
k=0
(2n −1 −2k)e2n−1−kek
! ∂2
∂e2n
+ 2
X
n′>n≥1
n−1
X
k=0
(n′ + n −1 −2k)en′+n−1−kek
! ∂2
∂en′∂en
+
∞
X
n=1
−nen + (z −n + 1)(z′ −n + 1)en−1
∂
∂en
(8.16) with the agreement that e0 = 1. We call it the infinite-variate Laguerre differential
operator. Since all coefficients of D(z,z′) are given by finite sums, D(z,z′) is applicable to any
polynomial in e1, e2, . . . . This means that it is well defined on Sym provided that we
interpret our formal variables as the elementary symmetric functions (here we use the
fact that {e1, e2, . . . } is a system of algebraically independent generators of Sym). But
D(z,z′) is also applicable to more general cylinder functions, in particular, to the func-
tions of the form qe1F , where q ∈(0, 1) and F ∈Sym. Note that e1(ω) = |ω|, so that
these are just the functions considered in claim (ii) of Proposition 8.11. By virtue of this
claim, for any fixed q = e−r ∈(0, 1), the functions of the form qe1F with F ∈Sym enter
the domain of the generator A(z,z′), and A(z,z′) is uniquely determined by its action on
these functions. Proposition 8.12 (cf. Proposition 6.10). For any r > 0, the action of the generator
A(z,z′) on the functions of the form exp(−re1)F with F ranging over the algebra Sym =
R[e1, e2, . . . ] is implemented by the infinite-variate Laguerre differential operator D(z,z′)
defined by (8.16). Proof. Let µ range over Y and m := |µ|. Recall that 1µ denotes the delta function on Y
concentrated at the point µ. We also set e1µ = (dim µ)−11µ and and fµ = rm
m! exp(−re1) Sµ. By virtue of (8.9), YBΛ∞
r e1µ = fµ. Recall also that µ+ and µ−denote the sets of boxes that can be appended to or removed
from µ, respectively. Recall also that µ+ and µ−denote the sets of boxes that can be appended to or removed
from µ, respectively. from µ, respectively. 8.3
A family of cores for Markov semigroup generators (i) For every r > 0, the linear span of functions q|λ|Sµ(λ), where argument λ ranges
over Y, is a core for A(z,z′)
r
. (ii) Likewise, the linear span of functions q|ω|Sµ(ω), where argument ω ranges over
eΩ, is a core for A(z,z′). Proof. (i) Observe that if r2 > r1 > 0 and F1 is a core for A(z,z′)
r1
, then F2 := YBΛr2
r1F1 is
a core for A(z,z′)
r2
. Indeed, by virtue of claim (i) of Proposition 8.10, we may apply the
argument of Proposition 5.2. Now take r2 = r and r1 = (1 −q)r. Then, as is seen from (8.6), the linear span
of functions q|λ|Sµ(λ) is just the image under YBΛr2
r1 of the space Cc(Y). By virtue of
Proposition 8.6 and claim (iv) of Theorem 2.3, Cc(Y) is a core for A(z,z′)
r1
. Therefore, its
image is a core for A(z,z′)
r2
. (ii) We argue as above. First, application of claim (ii) of Proposition 8.10 allows us
to conclude that if F ⊂C0(Y) is a core for A(z,z′)
r
for some r > 0, then YBΛ∞
r F is a core
for A(z,z′). Next, given q ∈(0, 1) we take r = −log q and F = C0(Y). As pointed above, F
is a core for A(z,z′)
r
. On the other hand, (8.9) shows that the linear span of functions
q|ω|Sµ(ω) coincides with YBΛ∞
r F. Page 30/43
ejp.ejpecp.org ejp.ejpecp.org Page 30/43 Page 30/43 Markov dynamics on the Thoma cone Markov dynamics on the Thoma cone 8.4
The infinite-variate Laguerre differential operator We are going to prove the following analogs of formulas (6.13) and (6.14): We are going to prove the following analogs of formulas (6.13) and (6.14): Q(c)
r e1µ = −[(2r + 1)m + rzz′]e1µ + (r + 1)(m + 1)
X
2∈µ+
e1µ+2
+ r
m
X
2∈µ−
(z + c(2))(z′ + c(2))e1µ−2
(8.17) EJP 18 (2013), paper 75. Page 31/43 EJP 18 (2013), paper 75. Page 31/43
ejp.ejpecp.org EJP 18 (2013), paper 75. ejp.ejpecp.org Page 31/43 Markov dynamics on the Thoma cone and and D(z,z′)fµ = −[(2r + 1)m + rzz′]fµ + (r + 1)(m + 1)
X
2∈µ+
fµ+2
+ r
m
X
2∈µ−
(z + c(2))(z′ + c(2))fµ−2
(8.18) (8.18) (for the empty diagram µ, the set µ−is empty and the corresponding sum disappears). These formulas show that the operator Q(z,z′)
r
acts on the functions e1µ in exactly the
same way as the operator D(z,z′) acts on the functions fµ, which implies the claim of the
proposition. (for the empty diagram µ, the set µ−is empty and the corresponding sum disappears). These formulas show that the operator Q(z,z′)
r
acts on the functions e1µ in exactly the
same way as the operator D(z,z′) acts on the functions fµ, which implies the claim of the
proposition. The proof of (8.17) is trivial: this formula directly follows from the very definition of
Q(z,z′)
r
, see (8.11). The proof of (8.18) is a bit more complicated. Observe that if a second order partial
differential operator D, symbolically written as D =
X
i,i
cij∂i∂j + first order terms, is applied to a product of two functions, GF , then the result can be written as the sum
of three expressions: is applied to a product of two functions, GF , then the result can be written as the sum
of three expressions: D(GF) = (DF)G
| {z }
1
+ G(DF)
| {z }
2
+
X
i,j
cij[(∂iG)(∂jF) + (∂jG)(∂iF)]
|
{z
}
. (8.19) (8.19) Let us apply this general formula to Let us apply this general formula to D := D(z,z′),
G := rm
m! e−re1,
F := Sµ and examine the corresponding three expressions arising from (8.19). h
fi
l and examine the corresponding three expressions arising from (8.19). 1. The first expression is equal to and examine the corresponding three expressions arising from (8.19). 1. 8.4
The infinite-variate Laguerre differential operator The first expression is equal to rm
m!
D(z,z′)e−re1
Sµ = rm
m!
e1
d2
de2
1
+ (−e1 + zz′) d
de1
e−re1
Sµ
= rm
m! (r2 + r)e−re1e1Sµ −rm
m! rzz′e−re1Sµ. It is well known that It is well known that
e1Sµ =
X
2∈µ+
Sµ+2. e1Sµ =
X
2∈µ+
Sµ+2. It follows that the first expression in question is equal to It follows that the first expression in question is equal to (r + 1)(m + 1)
rm+1
(m + 1)!e−re1 X
2∈µ+
Sµ+2 −rzz′ rm
m! e−re1Sµ
= (r + 1)(m + 1)
X
2∈µ+
fµ+2 −rzz′fµ. (8.20) = (r + 1)(m + 1)
X
2∈µ+
fµ+2 −rzz′fµ. (8.20) 2. The second expression in (8.19) takes the form 2. The second expression in (8.19) takes the form 2. The second expression in (8.19) takes the form rm
m! e−re1(D(z,z′)Sµ). EJP 18 (2013), paper 75. EJP 18 (2013), paper 75. Page 32/43 EJP 18 (2013), paper 75. Page 32/43
ejp.ejpecp.org Markov dynamics on the Thoma cone t follows from [32, Theorem 4.1 and Definition 4.7] that
D(z,z′)Sµ = −mSµ +
X
2∈µ−
(z + c(2))(z′ + c(2))Sµ−2,
m = |µ|. It follows from [32, Theorem 4.1 and Definition 4.7] that D(z,z′)Sµ = −mSµ +
X
2∈µ−
(z + c(2))(z′ + c(2))Sµ−2,
m = |µ|. This implies that the second expression is equal to −mfµ + r
m
X
2∈µ−
(z + c(2))(z′ + c(2))fµ−2. (8.21) (8.21) 3. The only relevant part of our differential operator D = D(z,z′) that contributes to
the third expression in (8.19) is 3. The only relevant part of our differential operator D = D(z,z′) that contributes to
the third expression in (8.19) is 3. The only relevant part of our differential operator D = D(z,z′) that contributes to
the third expression in (8.19) is e1
∂2
∂e2
1
+ 2
X
n′>1
n′en′
∂2
∂en′∂e1
, e1
∂2
∂e2
1
+ 2
X
n′>1
n′en′
∂2
∂en′∂e1
, because the remaining terms in D(z,z′) are either of the first order or do not contain the
partial derivative in variable e1 while our function G depends on e1 only. It follows that
the third expression has the form 2rm
m! d
de1
e−re1
e1
∂
∂e1
Sµ + 2rm
m! d
de1
e−re1
X
n′>1
n′en′
∂
∂en′ Sµ
= −2rrm
m! e−re1 X
n≥1
nen
∂
∂en
Sµ. Observe that the operator Observe that the operator X
n≥1
nen
∂
∂en is the “Euler operator”; its action on the homogeneous function Sµ amounts to mul-
tiplication by its degree m. Using this fact we see that the third expression is equal
to is the “Euler operator”; its action on the homogeneous function Sµ amounts to mul-
tiplication by its degree m. EJP 18 (2013), paper 75. 8.5
Approximation Recall that in Section 7.4 we introduced an embedding λ 7→ωλ of the set Y into the
Thoma cone eΩ. Now let us introduce a family of embeddings ϕr : Y ,→eΩdepending on
parameter r > 0: ϕr(λ) = r−1ωλ,
λ ∈Y, where multiplication by constant factor r−1 in the right-hand side means that all co-
ordinates of ωλ are multiplied by that constant — a natural homothety on the cone. Obviously, ϕ1 is the map λ 7→ωλ. where multiplication by constant factor r−1 in the right-hand side means that all co-
ordinates of ωλ are multiplied by that constant — a natural homothety on the cone. Obviously, ϕ1 is the map λ 7→ωλ. The latter map should be viewed as a counterpart of the inclusion map Z+ ,→R+,
while ϕr is a counterpart of the scaled embedding Z+ ∋l 7→r−1l ∈R+. e Note that ϕr(Y) is a discrete, locally finite subset of eΩ. Therefore, we may define
the projection πr : C0(eΩ) →C0(Y) as in Section 5.2: (πrf)(λ) = f(ϕr(λ)),
λ ∈Y. It is used in the proposition below to define the approximation procedure. )(t) Recall that in Corollary 8.7 and Proposition 8.8 we defined Feller semigroups T (z,z′)
r
(t)
and T (z,z′)(t) acting on the Banach spaces C0(Y) and C0(eΩ), respectively. Proposition 8.13 (cf. Proposition 6.11). Let (z, z′) be fixed. As r →+∞, the semi-
groups T (z,z′)
r
(t) approximate the semigroup T (z,z′)(t) in the sense of Definition 3.2. Proposition 8.13 (cf. Proposition 6.11). Let (z, z′) be fixed. As r →+∞, the semi-
groups T (z,z′)
r
(t) approximate the semigroup T (z,z′)(t) in the sense of Definition 3.2. Proof. As in the proof of Proposition 6.11, we only need to check all the hypotheses of
Proposition 5.5. Again, the assumptions stated in Section 5.1 are satisfied: we know that YB is a
Feller system, the semigroups T (z,z′)
r
(t) with varying parameter r > 0 are consistent
with the links of YB, they are Feller links, and, by the very definition, the semigroup
T (z,z′)(t) is the boundary semigroup determined by the pre-limit semigroups T (z,z′)
r
(t). Next, we have to check Conditions 4.1 and 5.4. The second condition consists in the requirement that Cc(Y) is a core for generator
A(z,z′)
r
and, moreover, is invariant under its action. Markov dynamics on the Thoma cone Markov dynamics on the Thoma cone It follows that the first expression in question is equal to Using this fact we see that the third expression is equal
to (8.22) −2rmfµ. (8.22) (8.22) Finally, summing up (8.20), (8.21), and (8.22) we get the desired formula (8.18) The Laguerre symmetric functions, introduced in Olshanski [32], are elements of
Sym depending on parameters z and z′, and indexed by Young diagrams ν ∈Y: L(z,z′)
ν
=
X
µ: µ⊆ν
(−1)|ν|−|µ| dim ν/µ
(|ν| −|µ|)! (z)ν/µ(z′)ν/µSµ. (8.23) As shown in [32], they form a basis in Sym diagonalizing operator D(z,z′): D(z,z′)L(z,z′)
ν
= −|ν|L(z,z′)
ν
,
ν ∈Y. (8.24) (8.24) The above formula is similar to (6.16), and the next formula is an analog of (6.17): YBΛ∞
r M(z,z′,r)
ν
= r|ν|L(z,z′)
ν
,
r > 0,
ν ∈Y. (8.25) (8.25) The proof of (8.25) is easy and analogous to that of (6.17). Namely, we compare the
expansions of the Meixner and Laguerre symmetric functions in the bases {FSµ} and
{Sµ}, respectively (see (8.13) and (8.23)), and then apply (8.8), which says that YBΛ∞
r
takes FSµ to r|µ|Sµ. EJP 18 (2013), paper 75. Page 33/43
ejp.ejpecp.org EJP 18 (2013), paper 75. Page 33/43
ejp.ejpecp.org 8.5
Approximation The fact that Cc(Y) is a core follows
from Corollary 8.7, item (ii). Its invariance follows from item (i), because Cc(Y) is
obviously invariant under the action of Q(z,z′)
r
. y
Q
Finally, the first condition means that that for fixed s > 0 and µ ∈Y ondition means that that for fixed s > 0 and µ ∈Y
lim
r→∞sup
λ∈Y
YBΛr
s(λ, µ) −YBΛ∞
s (ϕr(λ), µ)
= 0,
(8.26) lim
r→∞sup
λ∈Y
YBΛr
s(λ, µ) −YBΛ∞
s (ϕr(λ), µ)
= 0,
(8.26) (8.26) and this was established in the proof of [14, Theorem 3.4.7] (note only a slight diver-
gence of notation: in [14], we wrote r′ and r instead of r and s, respectively). EJP 18 (2013), paper 75. Markov dynamics on the Thoma cone Markov dynamics on the Thoma cone Proposition 8.14. M (z,z′)
r
serves as a unique stationary distribution for the Markov
process X(z,z′)
r
determined by the Feller semigroup T (z,z′)
r
(t). Proof. The fact that M (z,z′)
r
is a stationary measure is a particular case of [11, Proposi-
tion 2.12]. (
′)
(
′) Next, from the structure of matrix Q(z,z′)
r
and the construction of X(z,z′)
r
it follows
that X(z,z′)
r
is an irreducible Markov chain: all states λ ∈Y are communicating. Ac-
cording to a general theorem (see Anderson [1, Chapter 5, Theorem 1.6]) this implies
the uniqueness claim. As shown in [14, Proposition 3.5.3], the measures M (z,z′)
r
with varying parameter
r are compatible with the links YBΛr′
r , that is, they form a coherent family. Therefore,
they give rise to a boundary measure on eΩ, which we denote by M (z,z′) and call the
z-measure on the Thoma cone. Proposition 8.15. M (z,z′) serves as a unique stationary distribution for the Markov
process X(z,z′) determined by the Feller semigroup T (z,z′)(t). Proof. We have to prove that M (z,z′) satisfies the relation M (z,z′)T (z,z′)(t) = M (z,z′) and
is a unique probability measure on eΩwith this property. By Proposition 8.14, a similar
claim holds for measures M (z,z′)
r
. Because {M (z,z′)
r
: r > 0} is a coherent family, this
immediately implies the desired claim: an easy formal argument can be found in [13,
Section 2.8]. Proposition 8.16. M (z,z′) is the weak limit of measures ϕr(M (z,z′)
r
) as r →+∞. Proposition 8.16. M (z,z′) is the weak limit of measures ϕr(M (z,z′)
r
) as r →+∞. Proof. Indeed, as mentioned above (see the proof of Proposition 8.13), in our situation
Condition 4.1 is satisfied. Therefore, we may apply Proposition 4.2 which gives the
desired result. Remark 8.17. In Olshanski [32], the z-measures on the Thoma cone were defined in a
different way, see [32, Theorem 5.18]. However, the two definitions are equivalent, as
can be seen from the comparison of Proposition 8.16 with [32, Theorem 5.28]. 8.6
The stationary distribution The so-called mixed z-measure on Y with parameters (z, z′) and r is defined by he so-called mixed z-measure on Y with parameters (z, z′) and r is defined by M (z,z′)
r
(λ) = (r + 1)−zz′
r
r + 1
|λ|
·
Y
2∈λ
(z + c(2))(z′ + c(2)) ·
dim λ
|λ|! 2
,
(8.27) (8.27) where λ ranges over Y. As before, we assume that r > 0 and (z, z′) satisfies Condition
1.1. Then the weights M (z,z′)
r
(λ) are strictly positive and sum to 1, so that M (z,z′)
r
is a
probability measure on Y whose support is the whole set Y. Measures M (z,z′)
r
first ap-
peared in Borodin–Olshanski [7]; additional information can be found in Okounkov [29],
Borodin–Olshanski [9], and Olshanski [32]. These measures are a particular case of
Okounkov’s Schur measures introduced in [28]. (As mentioned above, in those papers,
the third parameter, denoted by ξ, is related to our parameter r by ξ = r(1 + r)−1.) Page 34/43
ejp.ejpecp.org EJP 18 (2013), paper 75. ejp.ejpecp.org ejp.ejpecp.org Page 34/43 Page 34/43 Markov dynamics on the Thoma cone Markov dynamics on the Thoma cone Let M be a probability Borel measure on Conf(X). Then the functions NB become
random variables. We will assume that every such function has finite moments of any
order, EM((NB)k) < +∞,
∀k = 1, 2, . . . ,
∀B, where EM means expectation relative to M. Under this assumption one assigns to M
an infinite collection {ρk : k = 1, 2, . . . } of measures, where ρk is a (usually infinite)
measure on the k-fold product space Xk, defined as follows. First, given ω ∈Conf(X), we form a purely atomic measure ∆k(ω) on Xk by setting First, given ω ∈Conf(X), we form a purely atomic measure ∆k(ω) on Xk ∆k(ω) :=
X
x1,...,xk
∆x1 ⊗· · · ⊗∆xk, where the sum is taken on arbitrary ordered k-tuples of distinct points extracted from
ω. where the sum is taken on arbitrary ordered k-tuples of distinct points extracted from
ω. Second, we interpret ∆k(ω) as a random measure driven by the probability distribu-
tion M and average over M, Second, we interpret ∆k(ω) as a random measure driven by the probability distribu-
tion M and average over M, ρk = ρM
k := EM(∆k( · )). The measure ρM
k
is called the kth correlation measure of M, and the first corre-
lation measure ρM
1
is also called the density measure. Under mild hypotheses on the
correlation measures, they determine the initial measure M uniquely, see Lenard [26]. M is said to be a determinantal measure if the following condition holds. Choose
a “reference” measure σ on X, equivalent to the density measure (the condition stated
below does not depend on the choice of σ). There should exist a function K(x, y) on
X×X such that, for every k ≥1, the kth correlation measure ρM
k is absolutely continuous
with respect to σ⊗k, and the corresponding Radon-Nikodým density is given by a k × k
principal minor extracted from kernel K: ρM
k
σ⊗k (x1, . . . , xk) = det[K(xi, xj)]. The quantity in the left-hand side is called the kth correlation function, and K(x, y) is
called the correlation kernel of M. In contrast to correlation functions, the correlation
kernel, if it exists, is not a canonical object: there are ways to modify it without affecting
the correlation functions. 9.1
Generalities on correlation functions Let X be a locally compact metrizable separable space (we will actually take for
X the punctured real line R∗:= R \ {0} or the one-dimensional lattice). A finite or
countably infinite collection of points in X without accumulation points is called a con-
figuration. We say “collection” and not “subset” because, in principle, multiple points
are permitted; one could also use the term “multiset”. To a configuration ω we assign
the Radon measure ∆(ω) :=
X
x∈ω
∆x, where ∆x denotes the delta-measure at x. This assignment establishes a one-to-one
correspondence between all possible configurations in X and all sigma-finite Radon
measures on X with the property that the mass of any compact subset is a nonnegative
integer. The space of configurations will be denoted by Conf(X). We equip it with
the topology inherited from the vague topology on the space of Radon measures. In
particular, Conf(X) has a natural Borel structure. This structure is generated by the
integer-valued functions NB, where B ⊂X is an arbitrary relatively compact Borel
subset and where ∆x denotes the delta-measure at x. This assignment establishes a one-to-one
correspondence between all possible configurations in X and all sigma-finite Radon
measures on X with the property that the mass of any compact subset is a nonnegative
integer. The space of configurations will be denoted by Conf(X). We equip it with
the topology inherited from the vague topology on the space of Radon measures. In
particular, Conf(X) has a natural Borel structure. This structure is generated by the
integer-valued functions NB, where B ⊂X is an arbitrary relatively compact Borel
subset and subset and NB(ω) := |ω ∩B|,
ω ∈Conf(X). Page 35/43
ejp.ejpecp.org EJP 18 (2013), paper 75. ejp.ejpecp.org Page 35/43 EJP 18 (2013), paper 75. Markov dynamics on the Thoma cone On the other hand, any determinantal measure is uniquely
determined by its correlation functions and hence by the correlation kernel. “Determinantal measure” is another name for “determinantal point process” (more
precisely, for the law of such a point process). A standard reference is Soshnikov’s
expository paper [37]. See also the more recent survey Borodin [4] and references
therein. Theorem 9.1.
¯
M (z,z′) is a determinantal measure whose correlation kernel is the Whit-
taker kernel K(z,z′)(x, y). This result was first proved in [3]. Below we give in detail a different derivation,
because it is well suited for the extension to the case of finite-dimensional distributions
of processes X(z,z′). Note that a similar argument is contained in [8, Proposition 4.2]. Proof. Step 1. Let M be a probability measure on eΩand
¯
M be the corresponding
measure on Conf(R∗). We will establish a simple estimate which, in particular, provides
a convenient sufficient condition for the existence of the correlation measures. For ε > 0, set Bε := R \ (−ε, ε) ⊂R∗. Bε := R \ (−ε, ε) ⊂R∗. Recall the notation |ω| = |(α, β, δ)| = δ. The basic constraint P(αi + βi) ≤|ω| implies
the inequality
1 Recall the notation |ω| = |(α, β, δ)| = δ. The basic constraint P(αi + βi) ≤|ω| implies
the inequality |¯ω ∩Bε| ≤ε−1|ω|,
(9.1) (9.1) which in turn implies that E ¯
M((NBε)k) ≤ε−k
Z
eΩ
|ω|kM(dω),
k = 1, 2, . . . . Denote by |M| the measure on R+ that is the pushfoward of M under the projection
ω 7→|ω|. The above inequality can be rewritten as Denote by |M| the measure on R+ that is the pushfoward of M under the projection
ω 7→|ω|. The above inequality can be rewritten as E ¯
M((NBε)k) ≤ε−k
Z
R+
sk|M|(ds)
k = 1, 2, . . . . This shows that if |M| has finite moments of all orders, then the left-hand side is finite
for all k and hence the correlation measures of ¯
M are well defined. (Here we tacitly
used the evident fact that any compact subset of R∗is contained in subset Bε with ε
small enough.) This shows that if |M| has finite moments of all orders, then the left-hand side is finite
for all k and hence the correlation measures of ¯
M are well defined. (Here we tacitly
used the evident fact that any compact subset of R∗is contained in subset Bε with ε
small enough.) Step 2. For r > 0, set Mr := MΛ∞
r . It is initially defined as a probability distribution
on Y, but it is convenient to transfer it to eΩusing the embedding ϕr : Y →eΩ. So, we
will regard each Mr as a probability distribution on eΩ. EJP 18 (2013), paper 75. Theorem 9.1.
¯
M (z,z′) is a determinantal measure whose correlation kernel is the Whit-
taker kernel K(z,z′)(x, y). By Proposition 4.2, Mr converges to M in the weak topology as r →+∞, meaning
that lim
r→+∞⟨Ψ, Mr⟩= ⟨Ψ, M⟩
(9.2) (9.2) for any continuous bounded function Ψ on eΩ. 9.2
Determinantal structure of the stationary distributions Set X = R∗and define a map eΩ→Conf(R∗) as follows: eΩ∋ω 7→¯ω := {αi : αi ̸= 0} ∪{−βi : βi ̸= 0} ∈Conf(R∗). eΩ∋ω 7→¯ω := {αi : αi ̸= 0} ∪{−βi : βi ̸= 0} ∈ Because of the constraint P αi + P βi ≤δ < +∞, ¯ω is indeed a configuration on R∗. Clearly, the map is continuous and hence Borel. So it converts every probability Borel
measure M on eΩto a probability Borel measure ¯
M on Conf(R∗). This makes it possible
to speak about the correlation functions of M, referring to those of ¯
M. We fix a pair of parameters (z, z′) satisfying Condition 1.1 and denote by
¯
M (z,z′)
the measure on Conf(R∗) coming from the z-measure M (z,z′). In the next theorem,
K(z,z′)(x, y) denotes the Whittaker kernel on R∗×R∗studied in Borodin [3] and Borodin–
Olshanski [7], [11]. We will not use its exact form here. EJP 18 (2013), paper 75. ejp.ejpecp.org ejp.ejpecp.org Page 36/43 Page 36/43 Markov dynamics on the Thoma cone Theorem 9.1. ¯
M (z,z′) is a determinantal measure whose correlation kernel is the Whit-
taker kernel K(z,z′)(x, y). Theorem 9.1. ¯
M (z,z′) is a determinantal measure whose correlation kernel is the Whit-
taker kernel K(z,z′)(x, y). Markov dynamics on the Thoma cone Markov dynamics on the Thoma cone Fix k = 1, 2, . . . . By definition, the vague convergence of the kth correlation mea-
sures, ρMr
k
→ρM
k , means that lim
r→+∞⟨F, ρMr
k ⟩= ⟨F, ρM
k ⟩ for any continuous, compactly supported function F on (R∗)k. By the very definition of
the correlation measures, the latter relation is equivalent to fulfillment of relation (9.2),
where Ψ = ΨF has the following form for any continuous, compactly supported function F on (R∗)k. By the very definition of
the correlation measures, the latter relation is equivalent to fulfillment of relation (9.2),
where Ψ = ΨF has the following form ΨF (ω) = ⟨F, ∆k(¯ω)⟩=
X
x1,...,xk
F(x1, . . . , xk),
(9.4) (9.4) where the sum is taken over ordered k-tuples of distinct points extracted from configu-
ration ¯ω. Now, by virtue of step 2, it suffices to check that ΨF is continuous and has moderate
growth at infinity. k Choose ε so small that the support of F is contained in Bk
ε . By virtue of bound (9.1), |ΨF (ω)| ≤ε−k∥F∥|ω|k. Therefore, ΨF has moderate growth at infinity. Therefore, ΨF has moderate growth at infinity. Therefore, ΨF has moderate growth at infinity. Therefore, ΨF has moderate growth at infinity. To see that ΨF is continuous look at the right-hand side of (9.4) and observe that
F(x1, . . . , xk) vanishes unless all quantities |x1|, . . . , |xk| are bounded from below by ε,
which in turn entails that the k-tuple {x1, . . . , xk} is contained in the subset {α1, . . . , αm, −β1, . . . , −βm},
m := [ε−1|ω|]. {α1, . . . , αm, −β1, . . . , −βm},
m := [ε−1|ω|]. That is, only coordinates of ω with a few first indices really contribute, and this finite
set of possible indices depends only on |ω|. Together with the continuity of F this gives
the desired claim. That is, only coordinates of ω with a few first indices really contribute, and this finite
set of possible indices depends only on |ω|. Together with the continuity of F this gives
the desired claim. Step 4. Now we apply the above general arguments to M := M (z,z′) and the corre-
sponding pre-limit measures Mr := M (z,z′)
r
. for any continuous bounded function Ψ on eΩ. for any continuous bounded function Ψ on eΩ. Assume now that we dispose of the following uniform bound on the tails of measures
|Mr|: |Mr|: For every k = 1, 2, . . . , one has
Z
R+
sk|Mr|(ds) ≤Ck
(9.3) (9.3) with a constant Ck independent on r. Then, evidently, (9.2) holds under weaker assumptions on Ψ: it suffices to require that Ψ
is continuous and has moderate growth at infinity, meaning that |Ψ(ω)| ≤const(1+|ω|)k
for some k. Then, evidently, (9.2) holds under weaker assumptions on Ψ: it suffices to require that Ψ
is continuous and has moderate growth at infinity, meaning that |Ψ(ω)| ≤const(1+|ω|)k
for some k. Step 3. Assume that condition (9.3) is satisfied. We claim that then the correlation
measures of Mr vaguely converge to the respective correlation measures of M. Indeed, first of all, by virtue of step 1, our assumption guarantees the very exis-
tence of the correlation measures for measures Mr. Moreover, the inequalities (9.3)
are inherited by the limit measure M, so that its correlation measures exist, too. ejp.ejpecp.org Page 37/43 Markov dynamics on the Thoma cone Markov dynamics on the Thoma cone Recall that, according to our convention,
M (z,z′)
r
lives on ϕr(Yr) ⊂eΩ. Then we know exactly what is |M (z,z′)
r
|: it is a scaled
negative binomial distribution living on the subset r−1Z+ ⊂R+: |M (z,z′)
r
|(r−1l) = (r + 1)−zz′ (zz′)↓l
l!
r
r + 1
l
,
l ∈Z+. Condition (9.3) on the tails is readily checked (note that the limiting measure |M (z,z′)|
is the Γ-distribution with parameter zz′). Therefore, all correlation functions exist, and
we have the limit relation lim
r→+∞⟨F, ρMr
k ⟩= ⟨F, ρM
k ⟩,
Mr := M (z,z′)
r
,
M := M (z,z′) for any continuous compactly supported function F on (R∗)k. for any continuous compactly supported function F on (R∗)k. Step 5. Finally, we apply the results of our papers [7] and [11]. As shown in those
papers, the pre-limit measures Mr = M (z,z′)
r
are determinantal, with some correlation
kernels K(z,z′)
r
(x, y), called discrete hypergeometric kernels, for which an explicit ex-
pression is known. (
′) In accordance with our definition of measure M (z,z′)
r
, it lives on the lattice r−1Z′ ⊂
R∗, where Z′ := Z + 1
2. As the reference measure σ, we take the counting measure on
the lattice. Then one can write ⟨F, ρMr
k ⟩=
X
(x1,...,xk)∈(r−1Z′)k
F(x1, . . . , xk) det[K(z,z′)
r
(xi, xj)]. F(x1, . . . , xk) det[K(z,z′)
r
(xi, xj)]. Page 38/43
ejp.ejpecp.org EJP 18 (2013), paper 75. ejp.ejpecp.org ejp.ejpecp.org Page 38/43 Page 38/43 (Note that eΩ0 is a dense Borel subset of type Gδ.)
(
′) (Note that eΩ0 is a dense Borel subset of type Gδ.) (Note that eΩ0 is a dense Borel subset of type Gδ.)
′ This is just the case for M = M (z,z′), as can be proved using Olshanski [30, Theorem
6.1]. Therefore, M (z,z′) is completely specified by the correlation kernel K(z,z′)(x, y) of
the measure ¯
M (z,z′). 9.3
Determinantal structure of equilibrium finite-dimensional distributions Starting Markov process X(z,z′) at time t = 0 from the stationary distribution we
get a stationary in time stochastic process e
X(z,z′). Given time moments 0 ≤t1 < · · · <
tn, let M (z,z′)(t1, . . . , tn) stand for the corresponding finite-dimensional distribution of
e
X(z,z′). The distributions M (z,z′)(t1, . . . , tn) are invariant under simultaneous shift of
all time moments by a constant; they can be called the equilibrium finite-dimensional
distributions. For n = 1, we have M (z,z′)(t) ≡M (z,z′). Initially M (z,z′)(t1, . . . , tn) is defined as a probability measure on the n-fold prod-
uct space eΩn, but then we convert it to a probability measure
¯
M (z,z′)(t1, . . . , tn) on
(Conf(R∗))n, just as we did above for the case n = 1. Observe that (Conf(R∗))n can
be identified, in a natural way, with Conf( R∗⊔· · · ⊔R∗
|
{z
}
n
). This shows that we can in- terpret ¯
M (z,z′)(t1, . . . , tn) as a probability distribution on configurations, and the next
theorem says that it is again in the determinantal class. This means that the correlation
functions of ¯
M (z,z′)(t1, . . . , tn) are described by a “dynamical” (or “space-time”) kernel
K(z,z′)(x, s; y, t) on (R∗× R) × (R∗× R) whose two arguments, couples (x, s) and (y, t),
should be viewed as space-time variables ranging over space-time R∗× R. Given an
arbitrary finite collection (x1, t1), . . . , (xk, tk), the k × k determinant det
h
K(z,z′)(xi, ti; xj, tj)
i det
h
K(z,z′)(xi, ti; xj, tj)
i multiplied by dx1 . . . dxk gives the probability of the event that at each prescribed
moment ti (where i = 1, . . . , k), the configuration ¯ω ∈Conf(R∗) corresponding to
ω := X(z,z′)(ti) contains a point in the infinitesimal neighborhood dxi about position
xi, for every i = 1, . . . , k. ′ The kernel K(z,z′)(x, s; y, t) in question is the extended Whittaker kernel; we refer to
Borodin–Olshanski [11] for its description. Theorem 9.3. The pushforwards ¯
M (z,z′)(t1, . . . , tn) of the equilibrium finite-dimensional
distributions M (z,z′)(t1, . . . , tn) are determinantal measures described by the extended
Whittaker kernel K(z,z′)(x, s; y, t). where K(z,z′)(x, y) is the Whittaker kernel. This completes the proof. Remark 9.2. The map M 7→
¯
M converting a measure on eΩto that on Conf(R∗) is
not injective, because the map ω 7→¯ω ignores parameter δ. However, M is uniquely
determined by its pushforward ¯
M if it is known a priori that M is supported by the
subset eΩ0 := {ω :
X
αi +
X
βi = δ} ⊂eΩ. Markov dynamics on the Thoma cone Markov dynamics on the Thoma cone On the other hand, the limiting behavior of kernels K(z,z′)
r
(x, y) was studied in [7,
Theorem 5.4]. It follows that, as r →+∞, the right-hand side of the above relation
converges to Z
(x1,...,xk)∈(R∗)k F(x1, . . . , xk) det[K(z,z′)(xi, xj)]dx1 . . . dxk, where K(z,z′)(x, y) is the Whittaker kernel. This completes the proof. Markov dynamics on the Thoma cone This is a generalization of Theorem 9.1, which is a particular case of Theorem 9.3
for n = 1, because M (z,z′)(t) ≡M (z,z′), and K(z,z′)(x, s; y, t) reduces to the Whittaker
kernel K(z,z′)(x, y) for s = t. Remark 9.4 (cf. Remark 9.2). Note that measure M (z,z′)(t1, . . . , tn) is supported by
the subset eΩn
0 , because every its one-dimensional marginal coincides with M (z,z′) and
the latter measure is supported by eΩ0. As in the case n = 1, this implies that the
equilibrium finite-dimensional distributions are uniquely determined by the extended
Whittaker kernel. Proof of Theorem 9.3. The argument for Theorem 9.1 extends smoothly, with a few mi-
nor evident modifications only. Let M (z,z′)
r
(t1, . . . , tn) stand for the pre-limit equilibrium
finite-dimensional distributions. Corollary 3.6 tells us that they approximate the distri-
butions M (z,z′)(t1, . . . , tn). To bound the tails we use the fact, mentioned above, that
the one-dimensional marginals coincide with the stationary distribution. The correla-
tion functions of the pre-limit distributions are described by the extended version of the
discrete hypergeometric kernel, which converges to the extended Whittaker kernel as
r →+∞: this is established in [11]. 9.3
Determinantal structure of equilibrium finite-dimensional distributions Page 39/43
ejp.ejpecp.org EJP 18 (2013), paper 75. ejp.ejpecp.org ejp.ejpecp.org Page 39/43 Page 39/43 Markov dynamics on the Thoma cone EJP 18 (2013), paper 75. Markov dynamics on the Thoma cone Markov dynamics on the Thoma cone The Markov chains Xθ were studied in our paper [10]. As shown in that paper, Xθ
admits a nice description in terms of the Poisson process in the quarter-plane and the
Robinson–Schensted algorithm. The formalism of the present paper says that the family {Xθ : θ > 0} gives rise to a
Feller Markov process X on the boundary eΩ, and X has a unique stationary distribution
M := lim
←−Mθ, the boundary measure corresponding to the family of the Poissonized
Plancherel measures. On the other hand, it is readily seen that this boundary measure
is simply the Dirac measure at the point ω1 := (α = 0, β = 0, δ = 1) ∈eΩ, where 0 := (0, 0, . . . ) is the null sequence. At first glance, this looks strange, but the key is that X is not a genuine Markov
process, but a deterministic process. Its transition function P(t) degenerates to a semi-
group of continuous maps eΩ→eΩwhich have the following form: P(t) : (α, β, δ) 7→(e−tα, e−tβ, e−tδ + (1 −e−t)),
t ≥0. From this formula it is seen that, as t →+∞, P(t) contracts the whole space eΩto the
point ω1. There is no contradiction, because such a deterministic process is formally a
Markov process. On the algebraic level, this phenomenon is clearly seen when we compute the gen-
erator of X as an operator in the algebra of symmetric functions: In contrast to the
Laguerre operator (8.16) we get a first order differential operator. This operator is best
written in terms of the generators p1, p2, . . . (the power-sum symmetric functions, see
Section 7.4), it has the form (1 −p1) ∂
∂p1
+
X
n≥2
npn
∂
∂pn
. The above discussion shows that our abstract formalism of constructing boundary
Markov processes via Markov intertwiners conceals a potential danger, as it may hap-
pen that the boundary process degenerates to a deterministic process. Therefore, if one
is interested in constructing interesting infinite-dimensional Markov processes (as we
do), one needs additional arguments guaranteeing that such a degeneration does not
occur. We were fortunate that we were able to explicitly compute the generator of our
process X(z,z′): from the fact that the generator is a second order operator it is easy to
conclude that X(z,z′) cannot be a deterministic process. 10
Remarks on the Plancherel limit Let us return to the context of Section 8.2. So far the basic parameters z and z′ were
fixed, but here we take a limit transition in formulas (8.11) assuming that z and z′ go to
infinity while the third parameter r goes to 0 in such a way that the product rzz′ tends
to a fixed real number θ > 0. One may simply assume that r is related to the couple
(z, z′) by r = θ(zz′)−1; recall that because of Condition 1.1, zz′ is strictly positive, so
that the above relation is compatible with the fact that r should be a positive number. The quantity θ becomes our new parameter. It is not difficult to verify that in this limit transition, all results of Section 8.2 survive. Namely, the Q-matrix Q(z,z′)
r
turns into the following matrix: Qθ(λ, λ + □) = θ dim(λ + □)
(|λ| + 1) dim λ,
□∈λ+,
Qθ(λ, λ −□) = |λ| dim(λ −□)
dim λ
,
□∈λ−,
−Qθ(λ, λ) = |λ| + θ. (10.1) (10.1) An analog of Proposition 8.4 holds, with the Meixner symmetric functions being re-
placed by the so-called Charlier symmetric functions, introduced in [32] (these are
obtained from the Meixner functions via the same limit transition). A key observation
is that the links YBΛr′
r
depend on parameters r and r′ through their ratio r/r′, which
remains intact under the limit (it translates into the ratio θ/θ′). Because of this fact,
all other results of Section 8.2 are smoothly extended, too. We only have to change the
notation r →θ. Finally, we get a family {Xθ : θ > 0} of continuous time Feller Markov
chains on Y. Further, one can prove that Xθ has a unique stationary distribution, which is nothing
else than the the well-known Poissonized Plancherel measure, first introduced in Baik–
Deift–Johansson [2]: Mθ(λ) = e−θθ|λ|
dim λ
|λ|! 2
. Mθ(λ) = e−θθ|λ|
dim λ
|λ|! 2 It is a degeneration of the mixed z-measure (8.27), which played an important role in
Borodin–Okounkov–Olshanski [6]. It is a degeneration of the mixed z-measure (8.27), which played an important role in
Borodin–Okounkov–Olshanski [6]. EJP 18 (2013), paper 75. Page 40/43
ejp.ejpecp.org Page 40/43
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2IMS: Institute of Mathematical Statistics http://www.imstat.org/
3BS: Bernoulli Society http://www.bernoulli-society.org/
4PK: Public Knowledge Project http://pkp.sfu.ca/
5LOCKSS: Lots of Copies Keep StuffSafe http://www.lockss.org/
6IMS Open Access Fund: http://www.imstat.org/publications/open.htm Markov dynamics on the Thoma cone was partially supported by a grant from Simons Foundation (Simons–IUM Fellowship),
the RFBR-CNRS grant 10-01-93114, and the project SFB 701 of Bielefeld University. Acknowledgments. A. B. was partially supported by NSF-grant DMS-1056390. G. O. was partially supported by a grant from Simons Foundation (Simons–IUM Fellowship),
the RFBR-CNRS grant 10-01-93114, and the project SFB 701 of Bielefeld University. EJP 18 (2013), paper 75. ejp.ejpecp.org Page 43/43 Page 43/43 Electronic Journal of Probability
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La observación participante y la deriva: dos técnicas móviles para el análisis de la ciudad contemporánea. El caso de Barcelona
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119 VOL 39 | N
O 116 | ENERO 2013 | pp. 119-139 | ARTÍCULOS | ©EURE La observación participante y la deriva:
dos técnicas móviles para el análisis de la
ciudad contemporánea. El caso de Barcelona Isabel Pellicer. Universidad Autónoma de Barcelona, Barcelona, España. Pep Vivas-Elias. Universidad Oberta de Catalunya, Barcelona, España. Jesús Rojas. Universidad Autónoma de Barcelona, Barcelona, España. resumen | Somos territoriantes, radicantes, transumers, viajeros en la ciudad global. Con
estas fguras damos forma y signifcado al espacio urbano contemporáneo. Dicho espacio y las
prácticas que le dan lugar se relacionan con los constantes movimientos, fujos e interconexiones
de personas, objetos, datos, ideas y mercancías, vinculándose directamente con el paradigma
de la movilidad y con la lógica radicante. En este contexto es necesario el uso de la metodología
móvil, ya que es la que mejor se adapta al movimiento de las ciudades contemporáneas y de sus
habitantes. Este artículo trata de esta cuestión. Se defne la metodología móvil, y se muestra,
mediante dos técnicas móviles concretas: la observación participante y la deriva, cómo esta
metodología es especialmente útil para estudiar el contexto urbano actual y las prácticas que
en él se dan, ya que comparte la lógica constitutiva de los fenómenos estudiados. palabras clave | ciudad global, movilidad, sociología urbana. E-mail: Isabel Pellicer, pellicer.isabel@gmail.com | Pep Vivas-Elias, pvivasi@uoc.edu | Jesús Rojas, jrojasar@uoc.edu issn impreso 0250-7161 | issn digital 0717-6236 Recibido el 15 de octubre de 2010, aprobado el 25 de julio de 2012 Recibido el 15 de octubre de 2010, aprobado el 25 de julio de 2012
E-mail: Isabel Pellicer, pellicer.isabel@gmail.com | Pep Vivas-Elias, pvivasi@uoc.edu | Jesús Rojas, jrojasar@uoc.edu ©EURE | VOL 39 | N
O 116 | ENERO 2013 | pp. 119-139 ©EURE | VOL 39 | N
O 116 | ENERO 2013 | pp. 119-139 120 Ryan Bingham (caracterizado por George Clooney en Up in the air, 2010) reco-
rre toda Norteamérica transitando por aeropuertos, hoteles y coches de alquiler
llevando todo lo que necesita en una simple maleta de ruedas. Este personaje se ha
convertido en un territoriante, un habitante consumidor de la metrópolis global
a tiempo parcial (Muñoz, 2008); una persona que no se ancla a un lugar concreto
y que se “acomoda” en el “estar en tránsito continuo y permanente”; un habitante
de la ciudad global que, a la vez que se desplaza, usa diferentes dispositivos móviles
para comunicarse, para interactuar y para moverse más rápidamente. Ryan no sólo
ejemplifca perfectamente a aquellas personas que se dedican a viajar por motivos
de trabajo en la época actual. También es símbolo, mediante las prácticas sociales
que desarrolla en la película, de la colectividad social actual y del papel que desem-
peña la movilidad en la construcción de las identidades personales y colectivas. Este
vivir y “apropiarse” de lo móvil es lo que caracteriza las dinámicas urbanas y sociales
de las ciudades contemporáneas. Con este artículo pretendemos alcanzar diferentes objetivos. El primero, deli-
near algunas de las prácticas características de la ciudad contemporánea y la forma
en que, al ponerlas en funcionamiento, por un lado, las personas ejercen el rol de
territoriantes, radicantes, transumers, viajeros, etcétera; y, por otro, dan forma y
construyen colectivamente el espacio. Así, pues, tanto dicho espacio como dichas
prácticas están imbricados con los constantes movimientos, fujos e interconexio-
nes de personas, cosas, datos, ideas, mercancías, etcétera, que se dan en la urbe ac-
tual; y, también, están estrechamente relacionados con el paradigma de la movili-
dad (Urry, 2007; Sheller & Urry, 2006). El segundo objetivo, y como efecto del
primero, es destacar el uso de la metodología móvil en las ciencias sociales y su
importancia para el estudio de la ciudad global, una ciudad en la que la movilidad
y las transformaciones urbanas adquieren especial relevancia. El tercero, presentar
y profundizar en dos técnicas de investigación móviles concretas: la observación
participante y la deriva. Ambas herramientas de recogida de datos están en sinto-
nía con el movimiento y son sensibles a las necesidades que plantean los estudios
sociales y urbanos actuales. ©EURE | VOL 39 | N
O 116 | ENERO 2013 | pp. 119-139 Debido a que refexionamos ampliamente en el texto,
el segundo y el tercer objetivo se convierten en los dos ejes centrales que articulan
este trabajo. El cuarto, ejemplifcar, mediante dos casos concretos de estudio (el
aeropuerto y el metro de Barcelona), cómo se usan estas dos técnicas de investi-
gación en el contexto urbano actual; junto con esto, se presentan algunos datos
sobre dinámicas y prácticas urbanas y sociales que se producen en la urbe, donde la
movilidad y el intercambio (de datos, personas y mercancías), tanto interurbanos
como intraurbanos, articulan el tejido urbano y social. La sociedad “en tránsito”: paisajes móviles, performativos e interconectados palabras clave | ciudad global, movilidad, sociología urbana. abstract | We are territoriants, radicants, transumers, travelers in the global city. With these
fgures we give shape and meaning to the contemporary urban space. Such space and the practices
that give rise to it are related to the constant movements, fows and interconnections of people,
things, data, ideas and goods presently under way, thus being directly linked to the paradigm of
mobility and the radicant logic. In this context, it is necessary to use mobile methodology, the
best suited to the contemporary cities and their inhabitants. Tis paper deals with this issue. Mobile methodology is defned and its practices are shown through two specifc mobile techniques:
participant observation and drif. Te paper also highlights how this methodology is especially
useful for studying the current urban context and the practices that take place there, as it shares the
constitutive logic of the phenomena studied. key words | global city, mobility, urban sociology. Recibido el 15 de octubre de 2010, aprobado el 25 de julio de 2012 E-mail: Isabel Pellicer, pellicer.isabel@gmail.com | Pep Vivas-Elias, pvivasi@uoc.edu | Jesús Rojas, jrojasar@uoc.edu issn impreso 0250-7161 | issn digital 0717-6236 La sociedad “en tránsito”: paisajes móviles, performativos e interconectados El mundo social, a lo largo de su historia, se ha construido gracias al movimiento,
y ello pese a que “el concepto de sociedad presenta un grave defecto: reifca y cris-
taliza los fenómenos sociales [y] su verdadero signifcado no reside en su solidez 121 121 Pellicer et al. | La observación participante y la deriva… | ©EURE sino precisamente en su fuidez, su carácter maleable” (Wallerstein, 1996, pp. 82–
83). De alguna manera, “la relación que establecemos entre nosotros, el espacio, el
tiempo y el lugar, está mediatizada por nuestro movimiento en el mundo social y
material” (Fincham, McGuinness & Murray, 2010, p. 1). Así pues, habitamos en
un mundo caracterizado y mediatizado por las corrientes de fujos, de personas,
ideas, bienes, imágenes, información, y un largo etcétera. No es difícil encontrar
multitud de ejemplos cotidianos de desplazamientos físicos o virtuales: sólo hace
falta refexionar un segundo para pensar o imaginar múltiples prácticas cotidianas
que son posibles gracias a las distintas formas de interconexión que las personas
tienen a su alcance. En consecuencia, la naturaleza de lo móvil está estrechamente imbricada con las
interacciones, prácticas, formas y conexiones sociales. Como apunta Careri (2002),
“el término ‘recorrido’ se refere al mismo tiempo al acto de atravesar (el recorrido
como acción de andar), la línea que atraviesa el espacio (el recorrido como obje-
to arquitectónico) y el relato del espacio atravesado (el recorrido como estructura
narrativa)” (p. 25). Por tanto, son muchos, socialmente, los andares que se reali-
zan por la ciudad y, por medio de ellos se trazan muchas trayectorias, se recopilan
muchas historias sobre la cotidianidad de la urbe y, a la vez, mediante los desplaza-
mientos, las personas escriben e inscriben acerca de la ciudad y sobre ella. Los andares y la marcha dan, así, forma al modo cómo los lugares son habitados
y utilizados. Para Certeau (1999), mientras que un lugar, como una calle, por
ejemplo, es estable y ordenado, un espacio existe sólo gracias a los movimientos,
gracias a las velocidades. Se activa por el conjunto de los movimientos que se
producen allí. El espacio, como tal, y el espacio urbano, en particular, son, pues, los
lugares ‘performativos’ por excelencia (Morris, 1988, pp. 36–37, citado en Urry,
2000, p. 65). Por tanto, la característica fundamental de la ciudad actual, y a su vez de la so-
ciedad, es su constante e interminable transformación. La sociedad “en tránsito”: paisajes móviles, performativos e interconectados Se desmorona, tan pronto, que las razones aleatorias de estar ensamblada
desaparecen (p. 38). en el avión, el barco, el tren, el coche, etc., se comparte un espacio común: el tiempo
de pasaje de un punto a otro. La cabina del vuelo, el pontón, el vagón, la banqueta,
la cabina ofrecen ocasiones de proximidad, incluso de promiscuidad, que fuerzan
la relación o constriñen la conversación. En este microcosmos comunitario se juega
una intersubjetividad limitada en el tiempo. Desde la llegada del aeropuerto, del
puerto, de la estación, del aparcamiento, esta sociedad se deshace la mayoría de las
veces. Se desmorona, tan pronto, que las razones aleatorias de estar ensamblada
desaparecen (p. 38). Pero el viaje, como se ha dicho, va mucho más allá: está en las experiencias coti-
dianas de movilidad que posibilitan relaciones, desencuentros, apropiaciones y des-
apropiaciones de los espacios “inter” e “intra” urbanos. Asimismo, la sociedad “en
tránsito” está relacionada, íntimamente, con el paradigma de la movilidad (Urry,
2007; Sheller & Urry, 2006), que también enfatiza las complejas interdependencias
entre esas diferentes movilidades, y los muchos, voluntarios o forzados, temporales
o a largo plazo, agradables o problemáticos momentos de inmovilidad que supo-
nen, que pueden construir y contingentemente mantener conexiones sociales por
múltiples y variadas distancias (Urry, 2007). Además, ello hace que los “movimien-
tos” que hacen esas (in)movilidades constitutivas de relaciones económicas, socia-
les y políticas sean interesantes para el estudio, destacando cómo los discursos que
pueden priorizar una u otra de dichas movilidades (como, por ejemplo, la creencia
de que el negocio tiene que ser hecho ‘cara a cara’) simplifcan —más que explicar—
dichas relaciones (Büscher & Urry, 2009, p. 102). Las relaciones, las interacciones,
las prácticas sociales incorporan la lógica del cambio constante y del movimiento y,
por tanto, los procesos sociales y urbanos también deben tener en cuenta la caracte-
rística fundamental de lo móvil para analizar cómo se construyen dichos procesos. Así, esta sociedad “en tránsito” encuentra nuevas maneras de relacionarse con
la ciudad, teñidas por la naturaleza móvil de la realidad social, determinada por la
era de los fujos migratorios, de la interconexión y del desplazamiento propio o de
familiares y amigos, que directa o indirectamente también inciden en la vida de
las personas, a nivel tanto global como local. La sociedad “en tránsito”: paisajes móviles, performativos e interconectados Asimismo, la sociedad “en tránsito” se debe considerar como una realidad carpe
diem, como una maraña de instantes y momentos inciertos, como una red fuida y
fugaz, anclada en un presente que está en (re)construcción permanente. La exis-
tencia y la experiencia social urbana de cada persona y de las colectividades pueden
considerarse un viaje que se convierte en algo indesligable de la propia subsistencia
humana. Así pues, la trayectoria, el desplazamiento, el movimiento, el viaje, el re-
corrido, etcétera, no sólo constituyen una característica de lo “individual”, sino que
también inciden en nuestra forma de ser seres sociales y colectivos. Algunas de las particularidades de esta sociedad “en tránsito” son la prolife-
ración de nuevas formas, procesos y relaciones sociales, económicas, culturales y
políticas que posibilitan no solamente que algunas personas habiten en más de un
hogar, en un tiempo muy reducido; sino también la apropiación/desapropiación
simultánea de multiplicidad de lugares a partir del trasladar con ellas algunas perte-
nencias. Este fenómeno es defnido como ‘ubicuidad social’ (Muñoz, 2010). Según
sus parámetros, las formas de relación social se dibujan desde los espacios que posi- ©EURE | VOL 39 | N
O 116 | ENERO 2013 | pp. 119-139 122 bilitan nuestras trayectorias cotidianas: se producen en el instante en que se usa un
lugar de forma fugaz e instantánea y mediante la proliferación de nodos y espacios
que, en las ciudades contemporáneas, permiten la interconexión, posibilitando así
la forma de vida actual. Entre tales nodos y espacios, que han aparecido o ganado
protagonismo en la globalización, están, por ejemplo, los aeropuertos, los metros,
los locutorios, etc. En consecuencia, se postula que la “teoría del viaje” está más vigente que nunca,
porque aunque la persona no se “desplace físicamente”, el contexto social, en el que
se encuentra, está en permanente movimiento. Como explica Onfray (2007), en el avión, el barco, el tren, el coche, etc., se comparte un espacio común: el tiempo
de pasaje de un punto a otro. La cabina del vuelo, el pontón, el vagón, la banqueta,
la cabina ofrecen ocasiones de proximidad, incluso de promiscuidad, que fuerzan
la relación o constriñen la conversación. En este microcosmos comunitario se juega
una intersubjetividad limitada en el tiempo. Desde la llegada del aeropuerto, del
puerto, de la estación, del aparcamiento, esta sociedad se deshace la mayoría de las
veces. La sociedad “en tránsito”: paisajes móviles, performativos e interconectados Como Bégout (2008) enuncia: “El
sistema liberal en su desarrollo reclama con insistencia seres literalmente a la deriva,
sin lazo ni vínculo, que puedan en cualquier momento, al cabo de una sola llamada
telefónica, ser enviados al otro lado del mundo” (p. 74) o del país. A ello agrega
que “todo el mundo está llamado a convertirse en un ser migratorio e itinerante,
lanzado a las carreteras y al tránsito, en función del trabajo y sus oportunidades, 123 Pellicer et al. | La observación participante y la deriva… | ©EURE siguiendo el fujo de los capitales como los hobos seguían, a comienzos del siglo XX,
las obras móviles a través de la inmensidad del territorio americano” (p. 75). p
Es así como la sociedad contemporánea recupera viejas fguras literarias y socia-
les de la ciudad moderna: el fâneur de Poe (“El hombre de la multitud”), de Hof-
man (La atalaya del primo), de Baudelaire (El pintor de la vida moderna) y de Ben-
jamin (París, capital del siglo XIX); el viajante de Cortázar (“Manuscrito hallado en
un bolsillo”) y de Saramago (Viagem a Portugal); o también, el nómada de Genet
(Diario de un ladrón). Figuras que emergían de las ciudades de fnales del siglo XIX
y principios del XX y del movimiento que les dio forma. Figuras que se convertían
en metáforas de las ciudades de tiempos pasados y que, a la vez, se usaban para des-
cribir los problemas y las carencias de las urbes del momento. En la ciudad actual,
el desplazamiento, la metamorfosis y la movilidad constante han provocado que los
habitantes de las ciudades se hayan transformado en ciudadanos a tiempo parcial
de múltiples emplazamientos urbanos. Las personas se han convertido en territo-
riantes. “El territoriante no es sólo el habitante o residente de un lugar; también es
usuario de otros lugares, visitante —intensivo o extensivo— de otros lugares; esta-
blece su relación con el espacio metropolitano a partir de un criterio de movilidad
(...); es habitante de geografías variables en ciudades de geometría variable; habita
entre lugares más que habitante de un lugar” (Muñoz, 2008, p. 28). Y, también, los
ciudadanos han adoptado las características de los radicantes. El radicante puede sin daño separarse de sus raíces primeras, volver a aclimatarse: no
existe un único origen sino arraigamientos sucesivos, simultáneos o cruzados. 1
La lógica radicante, que subyace a la fgura del radicante de Bourriaud (2009), es aquella que tiene en cuenta los tra-
yectos, las inestabilidades, la precariedad y las formas errantes propias de la época global. Con esta denominación se
quiere resaltar el dinamismo y la manera de vivir y entender el mundo, enfatizando las trayectorias, la interconexión y
el desplazamiento, resaltando la creación del cambio, la importancia del tener lugar como constructor del presente. En
resumen, esta lógica pretende dar respuesta a la naturaleza móvil y dinámica de los fenómenos sociales actuales. La sociedad “en tránsito”: paisajes móviles, performativos e interconectados En este sentido, la sociedad “en tránsito” incorpora no
sólo el movimiento formal o físico sino también el virtual, que, en cierta forma,
determina al real y nos transforma en usuarios y consumidores de múltiples empla-
zamientos de manera simultánea. Estas nuevas prácticas de la sociedad actual han convertido en obsoleta la anti-
gua lógica que regía las tradicionales fronteras espacio y tiempo; se ha modifcado,
ha cambiando la forma de entender y relacionarnos con los espacios. En el imagi-
nario colectivo sobreviven algunas “supuestas” estabilidades, como elementos que
dan una cierta coherencia e inmovilidad a las realidades sociales y urbanas. Estas
estabilidades tienen tendencia a la desaparición. “Certezas”, como vivir siempre en
el mismo sitio, tener la misma pareja toda la vida, jubilarse en la empresa en la que
se empezó a trabajar (Sennett, 1999), y un largo etcétera, han dejado de serlo. El
contexto actual se corresponde con un mundo cambiante, donde pocas cosas per-
manecen estables, donde los cambios se suceden de una manera acelerada y donde
todo es efímero. Las estabilidades, o elementos sociales que se mantenían más o
menos invariables en el tiempo están desapareciendo, al ponerse en revisión cons-
tantemente a causa de ciertos efectos colaterales de los procesos mundiales (como
las políticas económicas y sociales, las nuevas estrategias de producción, la crisis y
los desastres globales… que modifcan el panorama mundial y global en un tiempo
muy reducido). Bauman (2006) nos habla de una sensación de ansiedad generaliza-
da, ansiedad causada por lo que puede ocurrir en cualquier parte de manera inespe-
rada. Si a esta ansiedad, este miedo líquido, le sumamos los múltiples cambios que
a lo largo de nuestra vida experimentamos, tenemos algunos de los elementos que
sustentan la forma de vida actual. En consonancia, hay que substituir la lógica de las estabilidades por la lógica
radicante1: una lógica que se basa en los trayectos, en el proceso, en el camino, en
el viaje, en las etapas, en cómo se produce y reproduce la cotidianidad y, por ende,
lo social y la ciudad, desde lo movedizo y desde lo que ocurre en la metamorfosis
permanente; una lógica que tenga en consideración el movimiento constante y que
sea la alternativa a la estabilidad, a la reifcación y a la cristalización de lo social. Esa
es justamente su condición de posibilidad. La sociedad “en tránsito”: paisajes móviles, performativos e interconectados (...) El
radicante se pone en camino sin disponer de ningún espacio donde volver: no existe
en su universo ni origen ni fn, excepto los que decida fjarse para sí mismo. Se puede
llevar consigo fragmentos de identidad, a condición de que se los trasplante en otros
suelos y que acepte su permanente metamorfosis (Bourriaud, 2009, pp. 57–58). El radicante puede sin daño separarse de sus raíces primeras, volver a aclimatarse: no
existe un único origen sino arraigamientos sucesivos, simultáneos o cruzados. (...) El
radicante se pone en camino sin disponer de ningún espacio donde volver: no existe
en su universo ni origen ni fn, excepto los que decida fjarse para sí mismo. Se puede
llevar consigo fragmentos de identidad, a condición de que se los trasplante en otros
suelos y que acepte su permanente metamorfosis (Bourriaud, 2009, pp. 57–58). Las personas se han convertido en transumers; esto es, Las personas se han convertido en transumers; esto es,
consumidores guiados por la adquisición de más experiencias en un universo
no fjo, para la búsqueda de aquel entretenimiento o descubrimiento que anhele
la sensación de aburrimiento. Consumidores con un estilo de vida progresivo y
voluntariamente transitorio, en el que la ansiedad por la propiedad de objetos y
posesiones no tiene lugar. El universo de lo fjo es remplazado, en cambio, por una
nueva obsesión (...) donde el objetivo es más la acumulación de tantas experiencias
y historias como sea posible (Muñoz, 2010, p. 86). Estas fguras, y otras muy parecidas (el inmigrante, el exiliado, el turista, el
errante urbano), dominan la cultura urbana contemporánea (Bourriaud, 2009): se
trata de fguras cuya característica común es la capacidad de convertir los desplaza-
mientos en un estilo de vida, que se adapta a los mismos, integrándolos en la lógica
de una trayectoria adaptativa. y
p
Las prácticas sociales de los ciudadanos no sólo han cambiado con relación a la
movilidad física; también han sido modifcadas por las posibilidades que la tecno-
logía ofrece. Ello ha modelado y propiciado nuevas formas de relaciones sociales,
de consumo, de trabajo, posibilitando a la vez los desplazamientos, los trayectos y ©EURE | VOL 39 | N
O 116 | ENERO 2013 | pp. 119-139 124 los movimientos virtuales. La sociedad “en tránsito”: paisajes móviles, performativos e interconectados Es desde el interior de la lógica radicante que se debe observar y comprender
cómo se construye y se vive la ciudad actual. La investigación social no debe per-
manecer ajena a esta lógica, debe ser sensible a los fenómenos que estudia y a sus
procesos de naturaleza maleable y efímera. La investigación social tiene que, en
consecuencia, incorporar el movimiento como característica principal de sus he-
rramientas metodológicas, adaptándose a estas nuevas formas de relación. Es ne-
cesario el uso de metodologías y técnicas de investigación que permitan vencer las 125 Pellicer et al. | La observación participante y la deriva… | ©EURE difcultades que presenta la movilidad. Como Urry (2007) apunta, para las ciencias
sociales, acostumbradas a trabajar con “sociedades” y otras formas de arraigo per-
manente o semipermanente, es complejo pasar a pensar procesos (y metodologías)
que tienen que ver con el movimiento y el fujo constante de información. Esta
necesidad también queda planteada en Fincham, McGuinness y Murray (2010):
“No es apropiado usar métodos que, por su propia naturaleza, se empeñan en aco-
modar el reto contextual que supone un mundo compuesto de prácticas móviles”
(p. 7), sino que deben usarse métodos y técnicas que compartan la misma lógica, la
misma forma de ver y entender la sociedad contemporánea que la produce (Sheller
& Urry, 2006; Büscher & Urry, 2009, 2010; Urry, 2007; Delgado, 2002; Fincham,
McGuinness & Murray, 2010). En defnitiva, en el contexto actual hay que optar
por el uso de técnicas móviles que permitan experimentar y vivenciar la ciudad,
formar parte de lo que ocurre en ella. De esta manera, el investigador no “verá”
pasar las escenas, sino que se convertirá en un integrante más de ellas y las vivirá
como tales (como ilustran las Figuras 1 y 2). Esta experiencia será esencial para el
desarrollo de cualquier proyecto de investigación que pretenda acercarse a la me-
tropolis actual. Figura 1
Formando parte del movimiento (Viviéndolo desde dentro) Figura 1
Formando parte del movimiento (Viviéndolo desde dentro) 126 ©EURE | VOL 39 | N
O 116 | ENERO 2013 | pp. 119-139 fuente elaboración propia. Figura 2
Estando estáticos, y hasta cierto punto obstruyendo el fujo (Viviéndo-
lo desde fuera) fuente elaboración propia. Defniendo la metodología móvil fuente elaboración propia. Defniendo la metodología móvil Defniendo la metodología móvil Como ya se ha especifcado, las personas son habitantes y practicantes de una so-
ciedad “en tránsito”, regida por la lógica radicante. En la realidad urbana, meta-
morfoseada, transformada, transmutada hasta la saciedad, sobresalen las fguras
citadas. De la modernidad rescatamos la fgura del fâneur, y nos convertimos en
viajeros que, con placer, buscamos observar minuciosamente la ciudad para dis-
frutar —mientras investigamos— de las inacabables trayectorias cotidianas. De la
posmodernidad destacamos que las personas se han convertido en territoriantes,
radicantes y transumers. Las fguras y la lógica de lo móvil se relacionan directamen- 127 Pellicer et al. | La observación participante y la deriva… | ©EURE te con una metodología que tenga en cuenta el movimiento, es decir, con métodos
de investigación que también necesitan estar en movimiento (Urry, 2007; Büscher
& Urry, 2009; Fincham, Mcguinness & Murray, 2010; Büscher, Urry & Witchger,
2010). Se requieren métodos que permitan al investigador convivir con lo móvil,
formar parte del fujo y de la lógica que los rige; observar el proceso desde su inte-
rior y en el momento en que se produce para entenderlo y analizarlo. En defnitiva,
se trata de acercarse al estudio de la vida urbana, a cómo se vive y cómo se construye
la ciudad actual, teniendo presente la necesidad de usar técnicas de investigación
que tengan en consideración, por un lado, la transformación física y social de los
espacios; y por otro, la velocidad y la aceleración propia de la sociedad actual. Büscher y Urry (2009, 2010), Bruner (2005), y Hein, Evans y Jones (2008)
subrayan la necesidad de potenciar la metodología móvil en las ciencias sociales. Proponen diferentes técnicas de investigación móvil, como, por ejemplo, “el segui-
miento a las personas”, “el caminar con”, la etnografía móvil, diarios de tiempo y de
espacio, imaginería de los espacios o los lugares, la descripción de lugares, la memo-
ria de los lugares, “el seguimiento de los objetos”, etcétera. En este sentido, sostene-
mos que hay aspectos importantes sobre la metodología móvil que hay que tener en
cuenta y que vale la pena clarifcar: a) No hay que descuidar la tradición móvil de las técnicas de investigación social
tradicionales. 2
Antes de empezar, un breve apunte sobre el método en el que se encuentran inscritas ambas técnicas de recogida de
datos. Se trata de investigación etnográfca. Las etnografías “muestran las vidas de los actores sociales construyendo
diferentes espacios y temporalidades, los diversos signos que no solamente organizan la percepción sino que contri-
buyen, con diferenciado poder, a construir el mundo que nos rodea y establecen una especial relación con el exterior,
caracterizando los lugares, a veces instituyéndolos” (Vergara, 2001, p. 8). Por la especifcidad del contexto en el que se
realiza el contexto urbano, se trata de una etnografía urbana (Delgado, 2002). Defniendo la metodología móvil Cuadro 1 Técnicas móviles en las ciencias sociales entes Büscher y Urry (2009); Büscher, Urry y Witchger (2010). A continuación se muestran dos ejemplos de técnicas de investigación móviles,
que permiten a los investigadores sociales y urbanos observar e interpretar la socie-
dad contemporánea. Defniendo la metodología móvil A las técnicas móviles que están relacionadas directamente con
la geografía, la sociología y la antropología, hay que añadir la recuperación o
el uso de algunas técnicas móviles “clásicas” en las ciencias sociales, como, por
ejemplo, la observación participante y la deriva, entre otras. b) Se debe incorporar el carácter intrínsecamente cualitativo de la metodología mó-
vil: la característica que defne la realidad social es, justamente, su movilidad. Los
investigadores de la ciudad y de lo social no pueden escapar a dicha característica,
debido a que forman parte de lo móvil; por ende, tanto la metodología como las
técnicas que usan incorporan, de forma intrínseca, esta cualidad. c) Hay que ofrecer una defnición clara y precisa de lo que entendemos por metodo-
logía móvil. Autores como Büscher y Urry (2009, 2010), Fincham, McGuinness
y Murray (2010) refexionan sobre la metodología móvil de una manera amplia y
enumeran algunas técnicas concretas y algunos ejemplos interesantes. En el marco de las anteriores consideraciones, se propone que la metodolo-
gía móvil es un tipo de aproximación cualitativa que capta la transformación de
la sociedad y de lo urbano desde su interior, que indaga sobre el movimiento y la
transformación de lo social. Y, también, que es aquella metodología cualitativa que
capta la transformación de la ciudad en su proceso, que indaga sobre el movimiento
cuando tanto la técnica como el investigador están en movimiento. En defnitiva, la
metodología móvil es un tipo de metodología cualitativa que permite observar los
diferentes fenómenos sociales y urbanos mientras se están produciendo, al mismo
tiempo que se forma parte de ellos. ©EURE | VOL 39 | N
O 116 | ENERO 2013 | pp. 119-139 128 Cuadro 1 Técnicas móviles en las ciencias sociales
Técnicas que tienen por objeto el
análisis del movimiento
Técnicas en las cuales el investigador
está en movimiento
La entrevista semiestructurada, el grupo
de discusión, la historia de vida, las fuentes
documentales, la observación participante, los
diarios de tiempo y de espacio, la imaginería de los
espacios o los lugares, la descripción de lugares, la
memoria de los lugares, la simulación, etcétera. La deriva, la observación participante, “el
seguimiento a las personas”, “el caminar con”, la
etnografía móvil, “el seguimiento de los objetos”,
la entrevista en movimiento, la simulación en
movimiento, la realidad aumentada, etcétera. fuentes Büscher y Urry (2009); Büscher, Urry y Witchger (2010). La observación participante y la deriva: dos ejemplos de técnicas móviles2 En este apartado se refexiona sobre dos técnicas para el estudio de la ciudad: la
observación participante y la deriva. Nuestra intención es refexionar sobre ellas,
mostrar aportes y debilidades de cada una, comparándolas y haciendo emerger los
puntos en común y sus principales diferencias. Se profundiza en la deriva, debido
a que su origen es crítico, lúdico y festivo, y en este artículo se presenta como una
técnica móvil de investigación social. La observación participante implica, en el caso de los estudios urbanos, la in-
mersión activa del investigador en la ciudad, con el objetivo de obtener el mayor
número de datos sobre ella. La función principal de esta técnica es garantizar su ac-
ceso privilegiado a los signifcados que los actores construyen y asignan a su mundo,
por medio de un acercamiento a las prácticas que allí se realizan. En la observación
participante se observa in situ y se busca compartir experiencias en el ambiente que
se estudia (Platt, 1982). Esta técnica, en el contexto urbano actual, permite al in-
vestigador formar parte y estar en contacto con los diversos procesos y los trayectos
que se producen en ese ámbito. El investigador que adopta esta técnica requiere de una doble perspectiva. Por
un lado, debe mirar y actuar como participante; y por otro, como observador. Para
lograr esa doble experiencia, el observador participante de la ciudad debe intervenir
simultáneamente como miembro de ella y como “extraño” a ella. De esta forma, el 129 Pellicer et al. | La observación participante y la deriva… | ©EURE investigador no se limita a observar el espacio, sino que también se propone formar
parte de lo que ocurre en él: se genera así una participación interna o activa, en per-
manente proceso lanzadera, que funciona como observación sistematizada natural
de grupos reales o comunidades en su vida cotidiana, y que emplea la estrategia
empírica y las técnicas de registro cualitativas. Como señalan Velasco y Díaz de
Rada (1997, p. 103), “el investigador nunca trabaja sólo como investigador; trabaja
también como vecino, como amigo, como desconocido, como hombre o mujer, (...)
y con otros papeles que él se haya forjado o que le haya conferido el grupo que anali-
za y con el que convive” o en el espacio por el cual se desplaza. La observación participante y la deriva: dos ejemplos de técnicas móviles2 Mediante esta técnica
se pueden observar las actividades comunes y corrientes de las personas; esto es,
facilita que la observación se produzca en los contextos urbanos cotidianos, con
interacciones, prácticas sociales y comportamientos igualmente naturales, justo tal
y como ocurren. Al respecto, y según precisa Delgado (1995), “el [investigador]
debe estar consciente de que la sociedad tiende a aprender reglas culturales que se
convierten en hábitos” (p. 149). Esta técnica de recogida de datos supone un acercamiento al objeto de estudio
y, a la vez, un proceso de socialización por medio de la técnica. Cuando se usa, el in-
vestigador se convierte en un intérprete y un conocedor de aquello que analiza, por
lo que es capaz de interiorizar y compartir la lógica radicante. Es entonces cuando
se genera conocimiento: ocurre cuando se produce la transformación del investi-
gador en un miembro competente del espacio que analiza, al participar y vivir, de
una manera íntima, con él. En la sociedad “en tránsito”, la observación participante
ofrece la oportunidad de formar parte de los desplazamientos diarios que están
relacionados con los procesos y los fenómenos urbanos y sociales que son objeto de
investigación. De esta manera, se le abre al investigador la posibilidad de compren-
der los distintos recorridos y trayectos que realizan las personas y cómo mediante
ellos se construyen los signifcados sociales de la ciudad, a la vez que se ve envuelto
en las prácticas cotidianas relacionadas con su tema de estudio. La deriva se presenta en este artículo como una técnica de recogida de datos es-
pecífca para el estudio de la ciudad. Su origen se asocia con la Internacional Situa-
cionista (Debord, 1958). Esta técnica es un tipo de observación participante que
permite captar el movimiento desde el movimiento. La deriva supone también una
refexión sobre las formas de ver y de experimentar la vida urbana. Así, mediante la
deriva, el investigador se escapa de la prisión de la rutina cotidiana y se deja llevar
por las ciudades, siguiendo caminos y trayectos inciertos. Mediante la deriva, las
situaciones urbanas se miran de una forma nueva y radical, por el paseo. Certeau
(1999) consideraba que “el acto de caminar es al sistema urbano lo que el habla es
al lenguaje”. Y lo que la deriva pretende es recoger la multiplicidad de los “actos de
habla” (Searle, 1980) de la ciudad para su posterior análisis. 3
El recurso a la deriva, cuando se la realiza con rigor y sistematización, no implica, en ningún caso, que esta observación
de lo urbano deba quedar en una mera descripción o deleite estético. Según Perinola (1972), “no se parece al deambular
de los surrealistas, una experiencia meramente urbana” (p. 25). A partir de ella se obtiene información valiosa del espa-
cio, siendo una técnica de estudio que no altera el espacio ni los fujos que en él se dan, ya que el investigador que la usa
los sigue, se involucra y forma parte de ellos. La observación participante y la deriva: dos ejemplos de técnicas móviles2 La característica principal de la deriva es que no se acota el campo de observa-
ción. Sólo se escoge el entorno urbano objeto de estudio, por el cual se va a derivar. Durante la caminada se recogen los datos, a modo de texto/discurso. La trayecto-
ria/relato permite al investigador reconocer e interpretar los aspectos urbanos y ©EURE | VOL 39 | N
O 116 | ENERO 2013 | pp. 119-139 130 sociales. Así pues, mediante la deriva y gracias al movimiento, al deambular, al tras-
lado, se recopila información sobre la ciudad, que posteriormente será analizada. El
investigador que usa esta técnica adopta el modo de actuar del fâneur (Baudelaire,
1994; Benjamín, 1927), transformándose de paseante en “observador más directo
e investigador de los signifcantes de la ciudad” (Frisby, 2007, p. 49). Frisby resalta
el carácter productor de esta fgura: “como observador urbano, el fâneur ‘va a hacer
botánica al asfalto’, a recoger y registrar imágenes urbanas, interacciones y tipifca-
ciones sociales” (p. 51). En la deriva, el investigador renuncia durante un tiempo más o menos largo a
desplazarse o actuar por los motivos habituales vinculados a los quehaceres diarios
o de ocio, con el objetivo de dejarse llevar por las solicitaciones de los espacios y los
encuentros que a ellos corresponden (Debord, 1958). De alguna manera, el inves-
tigador busca alienarse para poder observar con una mirada crítica. Mediante esta
técnica se pretende captar la información que el espacio desprende, información
que en una observación más focalizada podría pasar inadvertida. Lo fundamental es, como proponía Debord (1958), que mediante la deriva
puedan observarse las situaciones urbanas de una forma nueva, radical, realizán-
dose una lectura de la ciudad acorde con esa observación. La deriva, según Vivas,
Pellicer y López (2008, pp. 132–133), “como técnica y en lo que implica a nivel
epistemológico, [supone] la renuncia a una mirada totalizadora y genérica sobre el
espacio urbano, para detenerse en la importancia que las prácticas sociales efímeras,
invisibles e insignifcantes puedan tener para la comprensión [de este espacio]”. Esta técnica ha sido tildada como una práctica lúdico-festiva de escaso aporte
científco, fruto de que en algunas ocasiones se ha perdido de vista su objetivo: la re-
colección de datos para leer y acercarse con una mirada interrogadora y de carácter
crítico a lo urbano3. La observación participante y la deriva: dos ejemplos de técnicas móviles2 Es decir, se ha dejado de lado su carácter consciente, lo que se
pretende con ella, que es la recopilación de datos para luego analizarlos y responder
a la pregunta o preguntas derivadas del objetivo de la investigación realizada. La
técnica de la deriva es sustancialmente distinta a la fâneurie de Baudelaire, tanto
en la forma como en su objetivo y en la actitud y propósito del ‘investigador’, aun-
que comparte con ella el interés por lo urbano (el enigma que hay que descifrar),
la producción de lecturas de la ciudad, y el dejarse abstraer por las solicitudes del
territorio. La deriva va más allá del paseo, del deambular, diferenciándose cualitati-
vamente de ellos porque apunta al reconocimiento de ciertos efectos del contexto
urbano (Perinola, 1972). En resumen, con el uso de la observación participante se trata de ir buscando
el movimiento y la transformación social. La técnica de la deriva nos propone ir
encontrando el movimiento y la transformación social, fruto de observar con una
mirada interrogadora, crítica y atenta a los detalles, lo que ocurre en dichos pro- 131 Pellicer et al. | La observación participante y la deriva… | ©EURE cesos. En defnitiva, se propone, con ambas técnicas, mirar de nuevo, o mirar de
manera diferente, la ciudad y los espacios urbanos: transitarlos y reinterpretarlos,
cuestionando los discursos que de ella y ellos aforan. Ambas técnicas generan datos
descriptivos, y pueden resultar complementarias para el estudio de lo urbano. Con
la deriva se capta lo que ocurre en los espacios urbanos por los que se deambula,
capturando el movimiento estando en movimiento; y con la observación partici-
pante se busca la comprensión de los signifcados y de las prácticas. Por lo que cada
una aporta, es útil que, para el estudio de los espacios urbanos contemporáneos, se
utilicen ambas técnicas de manera complementaria. Cuadro 2 Aspectos claves de la observación participante y de la deriva Cuadro 2 Aspectos claves de la observación participante y de la deriva
Observación participante
Deriva
Elegir el “campo urbano” por observar. Elegir el punto de inicio. Fijar días y horarios de la estancia en el campo. Fijar el tiempo de “perdida” por la ciudad. Participar e interactuar con la situación y los
protagonistas. Disfrazarse de fâneur y dejarse llevar por las
oscilaciones de la ciudad. La observación participante y la deriva: dos ejemplos de técnicas móviles2 Usar herramientas de recogida de datos que
permitan una observación efcaz (notas de campo,
grabadora, cámara digital, etcétera). Usar herramientas de recogida de datos que
provoquen una deriva efectiva (grabadora, cámara
de video, etcétera). Intentar observar con detalle y con mirada
interrogadora todo lo que acontece. Intentar observar en detalle y con mirada
interrogadora todo lo que acontece. Traducir y “pasar a limpio” la información
recopilada durante la jornada de observación. Traducir y “pasar a limpio” la información
recopilada durante la deriva. fuente elaboración propia. Aplicando las técnicas móviles a la ciudad actual La urbe y, por ende, la sociedad, sufren una metamorfosis diaria ilimitada. Este
aspecto condiciona que, en la actualidad, las instituciones y los conceptos socia-
les no sean “fjos”. Las estructuras y las concepciones de lo social, y de la ciudad,
son móviles, maleables y en proceso de constante transformación. Debido a que
las ciudades, y las sociedades, se transforman permanentemente, se impone el uso
de una metodología y, por ende, unas técnicas de investigación que nos permitan
recoger “datos sociales” que a la vez que se desplazan, se mueven, se deslizan, se
están transformando, transmutando, metamorfoseando. Así pues, en este apartado
queremos ejemplifcar el uso de estas técnicas en una ciudad/sociedad móvil y que
se transforma cotidianamente. A lo largo del trabajo se subraya que la observación ©EURE | VOL 39 | N
O 116 | ENERO 2013 | pp. 119-139 132 participante y la deriva, dos técnicas móviles para el estudio de la ciudad actual,
son sumamente aconsejables si se quiere investigar lo urbano, ya que ellas permiten
que el investigador estudie los procesos urbanos formando parte del movimiento,
dejándose llevar por los fujos que se producen y traspasan la ciudad. En el estudio
que aquí se presenta, la puesta en práctica de estas dos técnicas se concretará en una
ciudad (Barcelona) y en dos infraestructuras de la misma (el metro y el aeropuerto). Los criterios de elección de esta urbe y de estas dos infraestructuras están rela-
cionados con su carácter transformador y móvil. Barcelona, a lo largo de las últimas
décadas, ha experimentado un proceso urbanístico, social y económico muy im-
portante, que la ha llevado a erigirse como una de las capitales de Europa. Según
el informe del consistorio municipal, algunas cifras actuales (2009) ponen de ma-
nifesto este carácter global de la urbe. Aplicando las técnicas móviles a la ciudad actual El área de Barcelona es la sede de 467.000
empresas; la ciudad localiza más de un millón de puestos de trabajo y su área de
infuencia concentra cerca de 2,5 millones de trabajadores; el área de Barcelona
concentra 113 centros tecnológicos y de investigación, 33 infraestructuras para la
innovación y 9 instalaciones científcas y técnicas de referencia internacional; la
ciudad recibe 6,7 millones de visitantes (2008), distribuidos en partes iguales entre
el turismo vacacional y el de negocios; es la primera destinación de cruceros de los
puertos del Mediterráneo, con más de dos millones de pasajeros; Barcelona ocupa
la tercera posición en la escala mundial de organización de ferias y congresos, con
un total de 280.000 metros cuadrados de superfcie destinada a exposiciones y cerca
de 700.000 asistentes a congresos. Para poder sustentar estas cifras, este fujo de
personas, de mercancías y bienes económicos, de ideas sociales, se están ampliando
diferentes infraestructuras: aeropuerto, metro, redes de trenes de cercanía y de alta
velocidad, puerto, entre otras. En este contexto, para aplicar ambas técnicas, hemos elegido: a) El aeropuerto de Barcelona, por la ampliación de sus instalaciones cuando en-
tró en funcionamiento la nueva terminal, en junio de 2009; y porque es una
infraestructura que, durante ese mismo año, registró un tráfco de 27.421.682
pasajeros, 278.981 operaciones y 89.815 toneladas de carga. b) La red del metro de Barcelona, por la constante ampliación de su red. Por
ejemplo, durante 2009 entraron en funcionamiento las líneas 9 y 10 —que
estarán entre las mayores de Europa— y en 2010 se fnalizó la ampliación de
dos líneas (L2 y L5). También se la eligió porque registró un total de 361,65
millones de viajeros en 2009, y representa un emplazamiento vital que sostiene
el entramado urbano y social del área metropolitana. Las cifras señaladas muestran cómo el aeropuerto y el metro se han convertido en
dos de las principales infraestructuras estratégicas que soportan una parte muy impor-
tante de Barcelona como ciudad global. Por tanto, ambas son espacios icónicos en el
sentido apuntado por Gottdiener (2001), Adey y Bevan (2006) y Sheller y Urry (2006). En el caso del aeropuerto de Barcelona, se decidió que la técnica más adecuada 133 Pellicer et al. | La observación participante y la deriva… | ©EURE para observarla, con las terminales elegidas (T1 y T2), era la observación partici-
pante. Aplicando las técnicas móviles a la ciudad actual Los criterios de selección de esta técnica estaban relacionados con el objetivo
de observar las prácticas y uso del espacio por parte de los usuarios de dicha infraes-
tructura. Lo que la observación participante permite, en este caso, es el acceso y
acercamiento a los signifcados que los actores construyen y asignan a su mundo,
permitiendo al investigador formar parte de lo que en el aeropuerto sucede y estar
en contacto con ello. Para analizar la red del metro de Barcelona (L1, L2, L3, L4, L5) se consideró
que la técnica apropiada era la deriva. Los motivos de selección de esta técnica es-
taban relacionados con la voluntad de analizar qué ocurre y cómo se construye este
emplazamiento urbano vital en la articulación de la red urbana y social actual, es
decir, de este espacio de tránsito (Pellicer, Rojas y Vivas, 2010). La deriva permitió
recopilar discursos y prácticas que tenían lugar en él. Observando la nueva terminal 1 y la antigua terminal 2 del aeropuerto de
Barcelona Observando la nueva terminal 1 y la antigua terminal 2 del aeropuerto de
Barcelona La construcción de la nueva terminal del aeropuerto (T1), y su reciente entrada
en funcionamiento, signifcaron una excelente oportunidad para iniciar una ob-
servación participante de un nuevo espacio urbano, y ello por diferentes motivos. En primer lugar, porque permitiría analizar el tipo de prácticas y movilidades que
se llevan a término en un espacio que se acaba de inaugurar. Es decir, cómo se usa y
se practica un espacio de nueva construcción con unas determinadas características
arquitectónicas y unas específcas intenciones económicas y sociales; por ejemplo,
convertirse en un hub europeo de referencia. Una segunda razón que llevó a elegir-
lo fue la posibilidad de estudiar cómo la tecnología está integrada en el edifcio y
cómo potencia y participa en la gestión de las prácticas y las movilidades sociales. En esa misma línea, se quería indagar de qué forma los usuarios que están en tránsi-
to, y los que no, usan las tecnologías en sus trayectos o en sus momentos de espera. Por otro lado, la antigua terminal (T2) del aeropuerto posibilitó observar otras rea-
lidades que quedaron al descubierto, tales como las personas “sin techo” que viven
en el aeropuerto, poniendo de manifesto las carencias del sistema poscapitalista. Aplicando las técnicas móviles a la ciudad actual El trabajo de observación se inició en diciembre de 2009 en la T1 y en marzo de
2010 en la T2. El uso de una técnica como la observación participante implicó que
los investigadores, cuando se encontraban en el “campo aeroportuario”, fueran, a la
vez, usuarios de las terminales. Ello signifcó también que se aprovechó cualquier
viaje para profundizar todavía más en alguno de los objetos de estudio. Se amplió la
información recopilada conversando con cinco informadores. ©EURE | VOL 39 | N
O 116 | ENERO 2013 | pp. 119-139 ©EURE | VOL 39 | N
O 116 | ENERO 2013 | pp. 119-139 134 trayectos, viajes, transbordos, etcétera. Además, es un eje de movilidad ciudadana
que está en permanente transformación y adecuación a las necesidades y los avances
tecnológicos. Este hecho nos permitió observar la evolución y las nuevas maneras
de pensar y vivir estos espacios. Al igual que en el caso del aeropuerto, se pretendía indagar sobre el tipo de
prácticas y de movilidades que se llevan a término en la infraestructura del metro, y
cómo la tecnología integrada en la estructura de las estaciones, trenes, intercambia-
dores y otros de sus componentes, potencia y participa en la gestión de prácticas y
movilidades. Se quería observar cómo los usuarios que están en tránsito en el metro,
y los que no, usan las tecnologías en sus trayectos o en sus momentos de espera. El periodo de derivar por el metro de Barcelona se inició el año 2006 y se alarga
hasta hoy. Cada vez que se realiza una deriva, se programa el lugar de inicio de la
misma. Con ello aseguramos la variabilidad de líneas, de estaciones, de intercam-
biadores por los cuales pasear y obtener una mayor versatilidad de prácticas y de
fujos de usuarios. Derivando por las líneas de la red del metro de Barcelona El metro de Barcelona, como el de muchas otras ciudades —es decir, sus trenes,
estaciones, intercambiadores, andenes y vestíbulos—, conforma una realidad ur-
bana y social repleta de personas que provocan una multiplicidad e infnidad de Prefacio de Barcelona mediante sus desplazamientos Así pues, como seres sociales “interiorizamos” aquellas prácticas que podemos
llevar a cabo en estos espacios de movilidad, y aquellas que no están permitidas. Se
entra y se usa estos espacios realizando los rituales de paso esperados, sin que im-
porte (aparentemente) que, por ejemplo, una persona de seguridad nos registre, una
cámara de videovigilancia controle cuando se usa el wc, una máquina detecte ele-
mentos metálicos y substancias prohibidas en el arco de control, y así por delante. Se hace evidente que las personas desean perder el menor tiempo posible cuan-
do se mueven, anhelan aprovechar el tiempo de viaje. Esa búsqueda por ganar
tiempo al tiempo empieza, por ejemplo, con la evolución del procedimiento de las
compañías aéreas para la emisión del billete de avión. Tecnológicamente se está in-
novando constantemente a fn de realizar los trayectos con mayor rapidez no sola-
mente en el inicio de trayecto, sino también durante el tiempo del mismo (emisión
del pase de abordar, lector del código de barras en el primer control, mensaje sms
con código QR, etcétera). Asimismo, la arquitectura de los edifcios y de las infraes-
tructuras incorpora elementos para procurar ganar tiempo a los periodos de viaje
(cintas transportadoras, escaleras mecánicas, entre otros implementos). Otro aspecto destacable durante el tiempo del trayecto remite al uso de disposi-
tivos móviles por parte de los usuarios de los medios de transporte, ya sea para inte-
ractuar con otras personas (amistades, negocios, otros) o para buscar información
durante el tiempo de viaje. El transumerismo (Muñoz, 2010) se hace visible en estos espacios. Los actos de
consumo mediante el viaje que lo constituyen se practican durante el tiempo del
trayecto, debido a que se pone al alcance del viajero una multitud de posibilidades
para llevarlos a cabo. Tanto en las instalaciones de los aeropuertos como en las es-
taciones del metro se han incrementado las posibilidades de consumo. Los espacios
interiores de estas infraestructuras se han convertido en calles, plazas o centros co-
merciales en los cuales se pueden realizar actividades de ocio, de consumo o cultu-
rales. La presencia de franquicias comerciales hace que el paisaje comercial se mul-
tiplique en ellos. La ubicación de restaurantes, bares o máquinas dispensadoras de
bebidas y alimentos proporciona una variabilidad de posibilidades gastronómicas. Prefacio de Barcelona mediante sus desplazamientos La amalgama de fragmentos e informaciones sobre el aeropuerto y el metro refejan
una realidad híbrida y compleja, teñida de un conjunto de prácticas sociales y ur-
banas que están relacionadas con el movimiento, con el fujo de usuarios y con las
nuevas tecnologías. Lo tecnológico se desdibuja y se imbrica en estos espacios y con
sus usuarios. A continuación, se detallan brevemente algunos aspectos de una reali-
dad urbana como la de Barcelona, que se encuentra en cualquier parte del mundo. La movilidad colectiva debe ser segura y, en todo momento, las prácticas y las
trayectorias sociales están sujetas a la vigilancia. La disposición de elementos de
control (cámaras de vídeo, policía, empresas de seguridad, personal del aeropuer-
to, etcétera) provoca una serie de efectos concretos. El primero, asegurar que en el
interior de estos espacios sólo se lleven a cabo las prácticas sociales que están permi-
tidas en ellos. El segundo, que los usuarios tengamos la sensación de estar seguros
cuando usamos estos espacios, cuando estamos viajando (aunque no sepamos, de
forma cierta, si los dispositivos funcionan o están atentos). El tercero, que aunque
tenemos la sensación de estar en un espacio privado (o semiprivado), nuestras tra-
yectorias y nuestras prácticas son, al estar vigiladas y controladas en todo momento,
cada vez más públicas y visibles. Con relación a este último efecto, se destaca que los
espacios del aeropuerto y del metro entran en continuidad con el espacio público
de la ciudad, no solamente por la vigilancia y el control, sino también por el tipo
de prácticas (de consumo, de ocio, de relación, etcétera) que realizamos en tales
estructuras de movilidad. En estos espacios existe una normativa específca sobre el comportamiento co-
lectivo esperado. Se regulan todos los aspectos relacionados con lo que se puede y
no se puede hacer durante el tiempo de uso de la instalación, y durante el tiempo
de trayecto. Así, la normativa cívica que regula el uso del espacio público de la ciu- 135 135 Pellicer et al. | La observación participante y la deriva… | ©EURE dad se conecta directamente con las diferentes normativas que regulan el uso del
espacio del aeropuerto y del metro. Con ello se asegura que las prácticas y movili-
dades estén normativizadas desde el momento preciso en que cruzamos el umbral
de nuestras casas. Refexiones fnales Por medio de este artículo manifestamos que lo urbano no se encuentra fjo ni es-
tático; es decir, este trabajo habla de las ciudades que se transforman mediante su
permanente movilidad: la que experimenta la propia ciudad y la que se visualiza en
las prácticas sociales de las personas que la habitan y la transitan. En este sentido, asumimos que las prácticas que se producen en la ciudad
construyen colectivamente el espacio urbano, el cual es caracterizado por el fujo
constante de movimientos, desplazamientos, comunicaciones, etcétera. Hay en la
ciudad movimiento de vehículos, de gente, de mercancías, de información, de imá-
genes, de sonido y de conocimiento. Tal movilidad es orquestada, directa o indi-
rectamente, por los propios usuarios de la ciudad, sus habitantes, quienes compran,
se desplazan, aprenden, se comunican, negocian e incluso llegan a amarse. De esta
manera, la movilidad que genera la ciudad, y que a su vez la genera, da lugar a que
las prácticas sociales de las personas se encuentren caracterizadas por el perpetuo
movimiento y el constante recorrido. ¿Cómo analizamos lo que se mueve o lo que se desplaza en las ciudades? A tenor
de esto, la metodología que puede sincronizarse con el movimiento es la metodolo-
gía móvil. De la mano de dos técnicas, la observación participante y la deriva, que
sirven para ejemplifcar dicha metodología, se recoge información sobre algunas de
las prácticas sociales y urbanas observadas y llevadas a cabo por los usuarios en dos
casos típicamente urbanos y completamente caracterizados por el movimiento: el
metro y el aeropuerto de una gran urbe, en este caso la ciudad de Barcelona. g
La metodología móvil es una forma de investigación que capta la transformación
de la ciudad en su proceso, que indaga sobre el movimiento cuando la técnica o el in-
vestigador están en movimiento. Es por ello que a través de esta metodología se accede
a la lógica del contexto actual. Ella posee una mayor capacidad para seguir y refejar,
de forma fexible, trayectorias, procesos y cambios (a nivel temporal y/o espacial). De
ella se debe enfatizar su carácter cualitativo intrínseco, ya que en tanto metodología
cualitativa, permite estudiar los procesos mientras se producen, al mismo tiempo que
presta atención a los fenómenos relevantes o signifcativos concomitantes. Prefacio de Barcelona mediante sus desplazamientos La presencia estratégica de exposiciones o la realización de actividades culturales en
ambos espacios de tránsito, amplía la oferta cultural de la ciudad. Se busca, de este
modo, el máximo rendimiento económico del tiempo de viaje, y también de estas
infraestructuras en las que transcurre una gran parte de nuestro tiempo. Teniendo en cuenta estos aspectos generales, que resaltan la ubicuidad social,
se puede considerar que la ciudad global, como en el caso de la ciudad barcelonesa
—y esto también se puede extrapolar a otras ciudades del mundo—, está habitada
por una colectividad transumer, radicante, viajera... que multiplica e incrementa sus
trayectorias y desplazamientos diariamente y que aprovecha el tiempo de trayecto ©EURE | VOL 39 | N
O 116 | ENERO 2013 | pp. 119-139 136 para usar los dispositivos móviles (u otras tecnologías) para leer, escuchar música,
comunicarse, informarse, todo bajo la “atenta mirada” de los dispositivos de control
y de seguridad. A la vez que se produce el desplazamiento, se consume, dada la
variabilidad de posibilidades que ofrecen las estructuras de movilidad de la ciudad. Refexiones fnales En este artículo, por tanto, se reivindica el uso de técnicas de investigación mó-
vil, aproximaciones que permiten estudiar los procesos urbanos actuales estando
en sintonía con el movimiento. Se considera la observación participante y la de-
riva adecuadas para el estudio de lo urbano porque permiten acercarse a la ciudad
durante su proceso constitutivo y observarla de manera refexiva, fexible y que da
cabida a lo inesperado, a lo sorprendente y a lo efímero, que en cierto modo es 137 Pellicer et al. | La observación participante y la deriva… | ©EURE aquello que le da forma y signifcado. Al mismo tiempo que se usan estas técnicas, el
investigador vive un proceso de transformación, no sólo de la ciudad, sino también
de su experiencia como investigador. Las observaciones y registros de la experiencia urbana por medio de las técnicas
móviles permiten replantear las transformaciones que ocurren en la interacción so-
cial, replanteamientos que constituyen, a su vez, nuevas posibilidades de crear sig-
nifcado en torno a la ciudad y lo social. Del mismo modo, y estrechamente relacio-
nado con la ubicuidad social, la lógica radicante, al favorecer la habitabilidad entre
los lugares y las experiencias nuevas, da pie a una fractura en la supuesta estabilidad
de lo social. Pero, sobre todo, la observación participante y la deriva han permitido
constatar que la movilidad es una característica sine qua non de la sociedad, de las
ciudades y de sus habitantes. Las prácticas sociales tienen como eje articulador el hecho de ser ejecutadas
por los actores-territoriantes de la ciudad; es decir, se dan en y por el movimiento
y el desplazamiento, evocando al personaje con que hemos empezado este artículo,
Ryan Bingham. La ciudad y lo urbano son creados mediante las prácticas “en trán-
sito”, las cuales ilustran la movilidad tanto de la ciudad como de sus habitantes. La
consecuencia de dichas prácticas es la potenciación de la ubicuidad social y de la
lógica radicante, entendiendo la ubicuidad social como la capacidad de interacción
diacrónica. Las nuevas tecnologías han transformado las maneras de interacción y,
en parte, han creado nuevas. Muchas de las formas de relación están mediatizadas
por las nuevas tecnologías. La lógica radicante facilita comprender la transforma-
ción de habitante a territoriante, a transumer, adaptándose a las características del
radicante, usuario/a de varios lugares a tiempos parciales. Refexiones fnales En alguna de estas fgu-
ras, o en todas a la vez, nos hemos ido transformando, al mismo tiempo que experi-
mentamos la transformación de la propia ciudad. Por lo que respecta a la lógica radicante, hemos distinguido lo siguiente. Por
un lado, la agilización del movimiento, tanto a nivel de la comunicación como del
desplazamiento por la superfcie. Agilizar el movimiento es algo recurrente por sms,
whatsapp, gps y google maps, o por medio del billete multiviaje o de la lectura del có-
digo de barras en el móvil. La velocidad de los desplazamientos asegura el no arraigo,
la permanente movilidad entre los lugares. Suelos móviles, escaleras eléctricas, trenes
automáticos, venta automática, e incluso autochecking y autoadjudicación de asientos. Por otro lado, está el consumo en la movilidad: el transumerismo. Toda la oferta que
se pueda imaginar se encuentra no sólo en los escaparates de la ciudad “en tránsito”,
sino también en los dispositivos electrónicos con los que las personas se proveen. La
oferta de consumo se multiplica mientras el desplazamiento se lleva a cabo. De esta manera, el presente trabajo sugiere sustituir la lógica de la estabilidad
por la lógica radicante, la que tiene como condición de posibilidad la propia mo-
vilidad. Esto explica la necesidad de fomentar el uso de la metodología móvil en el
ámbito de las ciencias sociales, ya que —insistimos— es la que mejor se adapta al
movimiento perenne de la ciudades contemporáneas y de sus habitantes, al llevarse
a cabo dentro del movimiento en tanto tal: investigadores-actores se encuentran, al ©EURE | VOL 39 | N
O 116 | ENERO 2013 | pp. 119-139 138 mismo tiempo, en las superfcies que permiten su desplazamiento (andén, ascensor,
escalera eléctrica, wif, etcétera), con lo que el conocimiento socialmente construi-
do es posible gracias al movimiento que lo origina, mediante un mecanismo cimen-
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Daniel McFadden and Kenneth Train - 9781786434692
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https://creativecommons.org/licenses/by/3.0/igo/ Index cognitive burden 64
cost 66
income effects 64–5
provision mechanism 65
for reliability of CV 88–90
results 73–5
study discussion and conclusions 78
and truthfulness 60–61, 69, 78
adequate
sensitivity to scope 129–37, 140
use of term 88, 140
algae 60, 69, 100, 117, 257, 259
alum 60, 69–70, 72, 74, 100, 117
American Trader spill litigation 299
anchoring
biases 178
cost 2, 5, 10, 84
effects 2, 5, 84, 114, 160, 163, 215,
277
as issue surrounding CV 30, 36
in red knot study 55–6
response distortions in 165 ABERS
approach 196
estimate for lower bound 200, 204,
206–7, 218
non-parametric estimator 74
adding-up test
adaptation for 70–73
“adding-up condition”
applying only to goods obtained
incrementally 60
consumer preferences not
adhering to 67–8
definition 59
description 61–3
deviations from 68
findings 61, 78
implementation of 59
in previous studies 60
testing 60–61
and adequate response to differences
in scope 59, 66, 78
applied to restoration program for
river system and lake 60–61,
69–75
elicitation method 63, 67–8, 78
explanation 61–3
findings 61, 78
income effects 64–5, 75–7
incremental parts
for accelerated restoration 71
and cognitive burden 64
findings 61, 78
lack of studies on 59–60
meaning 59
in original study’s design 70
past studies review 66–8
use to test adding-up condition
60–61
limitations of scope tests 58–9
original study 68–70
potential difficulties in implementing applied to restoration program for
river system and lake 60–61,
69–75 Daniel McFadden and Kenneth Train - 9781786434692
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via Open Access. Open
https://creativecommons.org/licenses/by/3.0/igo/ behavior behavior
choice 14, 176–9, 237–8
deterministic heuristic rule
predicting 239–40
ideal, for validity of WTP estimates
224–5
irrational 48
market 153–4, 156–7
protest 232
purchase 172, 277
randomizer 234
surveys of consumer, in court cases
299–300
use of conjoint methods for
predicting 162, 168–70, 173, 176
of utility maximizing 231, 255
behavioral anomalies 36, 112, 154
behavioral economics 155, 157, 159 elicitation method 63, 67–8, 78 elicitation method 63, 67–8, 78
explanation 61–3
findings 61, 78
income effects 64 5 75 7 incremental parts
for accelerated restoration 71
and cognitive burden 64
findings 61, 78
lack of studies on 59–60
meaning 59
in original study’s design 70
past studies review 66–8
use to test adding-up condition
60–61
limitations of scope tests 58–9
original study 68–70
potential difficulties in implementing irrational 48 market 153–4, 156–7 307 307 Contingent valuation of environmental goods 308 single-focus approach bid levels
194–6
and WTP for meal vouchers 67–8
“bounded substitution” 84–5, 88–9,
131
brain activity 178–9
budget awareness
adoption in survey 192
in CVM studies 188
findings 219
three related enhancements 193
“wording additions” intended to
enhance 216–19
budget constraint
affecting responses to valuation
questions 189
findings 219
in single-focus valuation method 190
in WTP survey methods 189 single-focus approach bid levels
194–6
and WTP for meal vouchers 67–8
“bounded substitution” 84–5, 88–9,
131
brain activity 178–9
budget awareness
adoption in survey 192
in CVM studies 188
findings 219
three related enhancements 193
“wording additions” intended to
enhance 216–19
budget constraint
affecting responses to valuation
questions 189
findings 219
in single-focus valuation method 190
in WTP survey methods 189 behavioral response
to high bids 17–18, 36
questions to explore 34–5
true 23
behavioral theories 78, 154–5, 157, 159,
252
belief in bid values 32–5
bias ratio (BR) 271–4, 277–85
bids
“composite good” approach
bid levels
cognition difficulties with part-
whole relationships
214–15
comparison between composite
good and V1 COS 207
non-monotonicity 200
propensity to shift votes 204–6
marine species preservation case 3
percentage of respondents voting for
alum treatments 73–4
red knot studies
belief in bid values 32–5
bid amount
non-parametric estimates by 27,
32, 35
percentage of respondents
who believed they would
pay more or pay less than
offered 34
percentage of yes responses at
highest 19–21
percentage of yes responses by
27
yes response irrespective of 30
yes responses v. responses
adjusted for “believed” 33
yes responses v. Daniel McFadden and Kenneth Train - 9781786434692
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https://creativecommons.org/licenses/by/3.0/igo/ behavior 17, 19, 58, 60–61, 69,
78, 85–8, 91–8, 100, 112–14, 117,
123, 132, 135, 140, 155, 159,
179, 192, 196, 209, 252–3, 255,
257, 271 percentage of respondents
who believed they would
pay more or pay less than
offered 34 ,
,
257, 271 CBC see choice-based conjoint (CBC)
census weights 54–5 CBC see choice-based conjoint (CBC)
census weights 54–5 percentage of yes responses at
highest 19–21 CBC see choice-based conjoint (CBC)
census weights 54–5
certainty
adjustment 31–2
correction 138–40, 273–6, 279–81,
283–5 census weights 54–5 percentage of yes responses by
27 certainty adjustment 31–2 correction 138–40, 273–6, 279–81,
283–5 yes response irrespective of 30 elimination of uncertainty 54–5
levels 30–31
questions 30–31
of response 255–6, 262, 266
weights 54–5
cervical screening study 3–4
“cheap talk”
in “composite good” approach 193,
215–16, 218–20
in hypothetical bias study 272, 274,
277, 279–81
in marine species preservation study
6, 228
in scope studies 137 8 elimination of uncertainty 54–5
levels 30–31 q
of response 255–6, 262, 266 p
weights 54–5 cervical screening study 3–4 share of “yes” votes 50, 52 in “composite good” approach 193,
215–16, 218–20 bid range 18 in hypothetical bias study 272, 274,
277, 279–81 non-monotonicity 26 in hypothetical bias study 272, 274,
277, 279–81 in marine species preservation study
6, 228 in scope studies 137–8 and yes-response function 26–7 309 Index hoke price 18, 28
ognition difficulties
with part-whole relationships 214–16
sizeable proportion in responses
209–13
ognitive burden 64, 258
composite good” approach
“cheap talk” 193, 215–16, 218–20
composite good version
priority allocations for
components 201–4
standalone COS
reactions to scenario 204–5
values for program 205–6
valuing Version 2 199–200
context and rationale
foci 188–9
and single-focus approach 189–91
study design 192–4
not-for votes 196–7, 200, 206–8, 214,
218, 220
and single-focus approach 189–91,
199, 205, 208–9, 211, 213–15
single-good version
1995 test-bed study
comparisons 196–8
similarities and differences
194–6
study findings
budget exercise and COS 213–14
cognition difficulties
with part-whole relationships
214–16
sizeable proportion in responses
209–13
lack of sensitivity to huge scope
difference 206–8
plausible rationalization 219–21
within-questionnaire “wording
additions” 216–19
single-good v. behavior responses
adjusted for certainty 31
bid design 22, 24–5
bid levels
highest 17–23, 25, 28–36
low-end 22–3, 30
share of “yes” votes 50, 52
bid range 18
non-monotonicity 26
truncated 17–18, 23, 25, 27–9, 36
willingness to pay estimates 28–30,
36
and yes-response function 26–7 in WTP survey methods 189 California Environmental
Improvement Program 193–4,
199–202, 205–8, 213, 215 California oil spill (COS) study see
“composite good” approach California oil spill (COS) study see
“composite good” approach Carson, R.T. 17, 19, 58, 60–61, 69,
78, 85–8, 91–8, 100, 112–14, 117,
123, 132, 135, 140, 155, 159,
179, 192, 196, 209, 252–3, 255,
257, 271 Carson, R.T. Daniel McFadden and Kenneth Train - 9781786434692
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https://creativecommons.org/licenses/by/3.0/igo/ behavior composite good
WTP estimates 208–9
Comprehensive Environmental
Response, Compensation, and
Liability Act (CERCLA) 293–4,
296, 299, 301–3, 305 consequentiality 18, 23, 35–6, 189, 191,
219 consequentiality 18, 23, 35–6, 189, 191,
219 see also choice-based conjoint
(CBC); dichotomous choice
surveys consumer choice behavior 14, 176–9,
237–8 310 Contingent valuation of environmental goods incentive compatibility as issue for
171 consumer utility theory 83–4, 140, 157,
177 incentive compatibility as issue for
171 consumer utility theory 83–4, 140, 157,
177 as leading SP method 153 as leading SP method 153 consumer well-being 154, 156, 160,
168, 177–8, 180 168, 177–8, 180
contingent valuation (CV)
concepts examined
difficulty answering questions
xiii–xv
inadequate response to cost x–xi
inadequate response to number of
payments xii
inadequate response to scope
xii–xiii, xvii
legal issues xvi
restoration programs xvi–xvii
restricted samples xv
consequentiality as important issue
in 35–6
definition 58
estimates of WTP for non-use
environmental goods see scope
tests
hypothetical bias presence in 29–30,
36
prominent concern about 58
reliability
adding-up test 88–90
examination of criteria 86–8
gradient 154, 179
as ignored issue 91
question of x, 58
recognizing unreliability xvii
survey problems 300
use of term x
use values 82–3
“warm glow” that can arise in 68
see also “composite good” approach;
referendum-style CV
contingent valuation method (CVM)
applicability 153
assumptions of 191
comparison to CBC 154, 160
in “composite good” approach
188–9
as controversial in economics
community 160
criteria of reliability of 86–7
development of 159–60
hypothetical bias observed with
220 approaches to estimating non-use
value for NRD 295 as highly disfavoured by NRD
regulations 301–3
for non-use damages 292–3 as not relied on in non-NRD
contexts 299–301 as not relied upon in NRD cases
296–9 296 9
trustees abandoning as matter of
policy 305–6
trustees avoiding 303–5
as mimicking direct democracy by
referendum 170
possible reasons for lack of
development 154–5
and “protest no” votes 212
recreational use value of
birdwatching 179–80
as sensitive to context and survey
design considerations 199
tendency to pass scope tests 112–13,
128
typical referendum elicitations 159
valuation of lost use 162, 179
value of experience of SP methods
154
as widely used to value
environmental goods and
services 1
COS (California oil spill) see
“composite good” approach
cost
adding up v. scope test 66, 90
anchoring 2, 5, 10, 84
annual v. behavior composite good
WTP estimates 208–9
Comprehensive Environmental
Response, Compensation, and
Liability Act (CERCLA) 293–4,
296, 299, 301–3, 305
onsequentiality 18, 23, 35–6, 189, 191,
219
onsumer choice behavior 14 176–9 choice based conjoint (CBC)
behavioral effects 154
comparison to CVM 154, 160
elicitations directly mimicking
market choice tasks 158
example of typical menu 158
as leading SP method 153
lessons for 179–80
method and applicability 160–62
study design
data analysis 176–7
experimental design 166–8
failures 177–9
important issues 162–5
incentive alignment 170–71
making menus realistic 173–6
reconciliation and validation
171–3
sampling and recruitment 165–6
subject training 168–70
as variable in hypothetical bias study
278, 280–81, 283, 285
choice experiment (CE)
choice
based on absolute costs 5, 11, 14
based on relative costs 5, 11, 14
behavior 14
corner 10–11
in higher cost scale 8–11, 14
in lower cost scale 8–11
pattern for do-something 2, 5, 8, 10
pattern for status quo 8, 10–11, 14
proportions 4–5
tasks, performing 2
choice questions
answering 6
sample 7, 229
components 1
definition 82
fat tails equivalent for 36
in hypothetical bias study 272, 278
implications for choice behavior 14
method 1–2
NOAA sponsored online study 202,
216
popular use of 1
in previous scope test studies 105–6
see also choice-based conjoint
(CBC); dichotomous choice
surveys study design
data analysis 176–7
experimental design 166–8
failures 177–9
important issues 162–5
incentive alignment 170–71
making menus realistic 173–6
reconciliation and validation
171–3 context and rationale
foci 188–9
and single-focus approach 189–91
study design 192–4 context and rationale
foci 188–9
and single-focus approach 189–91
study design 192–4 sampling and recruitment 165–6
subject training 168–70 not-for votes 196–7, 200, 206–8, 214,
218, 220 not-for votes 196–7, 200, 206–8, 214,
218, 220 as variable in hypothetical bias study
278, 280–81, 283, 285 and single-focus approach 189–91,
199, 205, 208–9, 211, 213–15 and single-focus approach 189–91,
199, 205, 208–9, 211, 213–15 choice single-good version
1995 test-bed study
comparisons 196–8
similarities and differences
194–6 single-good v. Daniel McFadden and Kenneth Train - 9781786434692
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https://creativecommons.org/licenses/by/3.0/igo/ fat tails effect on consumer goods 14
effect on estimated WTPs 108–12 effect on use and non-use amenities
5, 14 effects on “T&E” species status 11,
14, 207 ,
estimation results for conditional
logit model by 12
in four survey versions 6, 8–11
frequency of choosing improvement
option by 9
as having strong positive correlation
with WTP 108
impact on utility function 11, 14
influence on WTP 2–5
and scope effects 109–12
status quo and corner choices by
10–11, 14
summary of studies 4
cumulative distribution function
(CDF) 30
CV see contingent valuation (CV)
CVM see contingent valuation method
(CVM) as manifestation of yea-saying 30, 36 as manifestation of yea-saying 30, 36 estimation results for conditional
logit model by 12 in four survey versions 6, 8–11
frequency of choosing improvement
option by 9 sensitivity of WTP to response data
with 23, 36 sensitivity of WTP to response data
with 23, 36 as having strong positive correlation
with WTP 108 truncating high-end bids in response
to 36 truncating high-end bids in response
to 36 follow-up questions follow up questions
to assess validity of SP data
earliest examples 253
in fourth section of survey 258
invalid responses 267
lack of consistency in use of 253
literature review 255–7
method and results 259–66
as used to identify problem
responses 254
in hypothetical bias study 276
and identification of protestors 227,
232, 243
as inducing “bargaining” mind-set
162
in red knot study 34–6 follow up questions
to assess validity of SP data
earliest examples 253
in fourth section of survey 258
invalid responses 267
lack of consistency in use of 253
literature review 255–7
method and results 259–66
as used to identify problem
responses 254
in hypothetical bias study 276
and identification of protestors 227,
232, 243
as inducing “bargaining” mind-set
162
in red knot study 34–6 DDT and PCBs case 296–8, 305
debriefing questions see follow-up
questions Deepwater Horizon oil spill xvii, 121,
303–5 as inducing “bargaining” mind-set
162 in red knot study 34–6
yea-saying as result of 124–5 Desvousges, W., Mathews, K. and
Train, K. (DMT) 17, 19, 22, 58,
69, 87, 90–92, 98–104, 112–13,
117, 126, 140 GfK Custom Research 25, 194
Groves, T. 60–61, 69, 78, 171, 252 GfK Custom Research 25, 194
Groves, T. behavior one-time payments xii,
43–56
application to endangered shorebird
species xi, 17–36
in CBC studies 167, 177
in choice experiments 1–2
household 24–5, 30, 32, 212,
216–17
in logit model of yes/no vote 76–7
in SP valuation of environmental
goods x–xi, 1–14 trustees abandoning as matter of
policy 305–6 COS (California oil spill) see
“composite good” approach cost adding up v. scope test 66, 90
anchoring 2, 5, 10, 84 annual v. one-time payments xii,
43–56 application to endangered shorebird
species xi, 17–36
in CBC studies 167, 177
in choice experiments 1–2
household 24–5, 30, 32, 212,
216 1 application to endangered shorebird
species xi, 17–36
in CBC studies 167, 177
in choice experiments 1–2
household 24–5, 30, 32, 212, in logit model of yes/no vote 76–7 in SP valuation of environmental goods x–xi, 1–14 311 Index cost-benefit trade offs see trade-offs
cost prompts see bids
cost scales
effect of quadrupling costs on mean
WTP estimates 8–11, 13–14,
108, 207
effect on consumer goods 14
effect on estimated WTPs 108–12
effect on use and non-use amenities
5, 14
effects on “T&E” species status 11,
14, 207
estimation results for conditional
logit model by 12
in four survey versions 6, 8–11
frequency of choosing improvement
option by 9
as having strong positive correlation
with WTP 108
impact on utility function 11, 14
influence on WTP 2–5
and scope effects 109–12
status quo and corner choices by
10–11, 14
summary of studies 4
cumulative distribution function
(CDF) 30
CV see contingent valuation (CV)
CVM see contingent valuation method
(CVM) cost-benefit trade offs see trade-offs
cost prompts see bids
cost scales Endangered Species Act (ESA) 5–7,
13, 228–9 Endangered Species Act (ESA) 5–7,
13, 228–9 environmental litigation see legal issues
Exxon Valdez oil spill 86, 305 effect of quadrupling costs on mean
WTP estimates 8–11, 13–14,
108, 207 familiarity 162 3, 168 9, 279
fat tails
and consequentiality 35–6
extent in response data 18
in follow-up question responses 35
as manifestation of hypothetical bias
29–30, 36
as manifestation of yea-saying 30, 36
for non-parametric estimators 17, 27
for parametric estimators 17
paths for future research 36
phenomenon xi, 17
i i i
f WTP
d y
,
,
fat tails
and consequentiality 35–6
extent in response data 18
in follow-up question responses 35
as manifestation of hypothetical bias
29–30, 36
as manifestation of yea-saying 30, 36
for non-parametric estimators 17, 27
for parametric estimators 17
paths for future research 36
phenomenon xi, 17
i i i
f WTP
d fat tails endangered shorebird see red knot
studies Daniel McFadden and Kenneth Train - 9781786434692
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https://creativecommons.org/licenses/by/3.0/igo/ fat tails 60–61, 69, 78, 171, 252 dichotomous choice surveys 2, 21–3,
82, 124, 126, 137, 192, 218, 271
disbelief of cost, elimination 54–5
DMT see Desvousges, W., Mathews,
K. and Train, K. (DMT) dichotomous choice surveys 2, 21–3,
82, 124, 126, 137, 192, 218, 271 Hanemann, W.M. 58, 65, 101, 112,
118, 123, 126, 133, 136, 162 Hanemann, W.M. 58, 65, 101, 112,
118, 123, 126, 133, 136, 162 disbelief of cost, elimination 54–5 DMT see Desvousges, W., Mathews,
K. and Train, K. (DMT) Hicksian welfare measures 252 Hicksian welfare measures 252 hypothetical bias
adjusting for 30–32
effect of “wording additions” 189
fat tails as manifestation of 29–30, hypothetical bias
adjusting for 30–32
effect of “wording additions” 189
fat tails as manifestation of 29–30, economic valuation approach 294–5
emotional intensity scales 85 economic valuation approach 294–5
emotional intensity scales 85
endangered shorebird see red knot
studies economic valuation approach 294–5
emotional intensity scales 85 y
endangered shorebird see red knot
studies 36 312 Contingent valuation of environmental goods for non-use damages 292–3
as not relied upon in non-NRD
contexts 299–301
as not relied upon in NRD cases
296–9
trustees abandoning as matter of
policy 305–6
trustees avoiding 303–5
court cases
American Trader spill litigation
299
Idaho v. Southern Refrigerated
Transport Inc. 298
People v. Attransco, Inc., 299
Price v. Philip Morris, Inc
299–300
United States v. Montrose
296–8
NRD regulatory framework and
basis for non-use damages
293–4
logit
model
binary 266
estimates for low-cost and high-
cost data samples 11–13
mixed form
v. model with heuristics 235–7,
244–9
multinomial 176–7, 226
of trade-off respondents 238,
240–45
traditional 225–6, 231, 242–6,
248
of yes/no vote 76
parametric estimator 17
of random utility model 1–2
regression 264–6
Loureiro, M.L. 98, 105–9, 112
Louviere, J. 6, 157–8, 164, 172, 252–3,
257 meta-analysis
current v. prior studies on 270
data
bias ratio 271–4
certainty correction 273–6
cheap talk 277
conjoint/choice experiment 278
familiar good 279
lab experiment 278
non-use 279
private good/public good 278–9
same respondents v. different
respondents 277
student 278
regression analysis
base model 279–81
fixed effects regression 284–6
functional form 281–2
time trend 282–4
study conclusions 286
method of detecting 29
observed with CVM surveys 220 meta-analysis as not relied upon in NRD cases
296–9 trustees abandoning as matter of
policy 305–6 trustees avoiding 303–5
court cases American Trader spill litigation
299 Idaho v. Southern Refrigerated
Transport Inc. 298
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https://creativecommons.org/licenses/by/3.0/igo/ fat tails Attransco, Inc., 299
Price v. Philip Morris, Inc
299–300
United States v. Montrose
296–8 model Idaho v. Southern Refrigerated
Transport Inc. 298
“inadequate”, use of term 88
incentive alignment 170–71, 175–6, 179
incentive compatibility 163–4, 170–71
income effects 64–5, 75–7 Kahneman, D. 44–5, 86–7, 92–4,
101–2, 119, 154, 157, 160, 178, 191
Knetsch, J.L. 44–5, 86–7, 93, 102, 119,
191
K
l d
N t
k 6 7 25 6 194 ,
,
,
,
,
,
Knetsch, J.L. 44–5, 86–7, 93, 102, 119,
191 Knowledge Networks 6–7, 25–6, 194,
228–9, 299 Knowledge Networks 6–7, 25–6, 194,
228–9, 299 lab experiment variable 273–4, 278–85
latent class models 226–7, 230–34
legal issues
approaches to estimating non-use
value for NRD
contingent valuation methods 295
restoration-based approach
294–5
contingent valuation methods
approach to estimating non-use
value for NRD 295
as highly disfavoured by NRD
regulations 301–3 mandatory payment
mechanism 191
survey mode 138
marginal utility
diminishing 60, 62, 83–5, 88–9, 112,
129–31
of income 231
levels for species improvement 231 313 Index marine species preservation case
inferences from stated preference
surveys 225–49
response to cost prompts xi, 5–14
Mathews, K. see Desvousges, W.,
Mathews, K. and Train, K. (DMT)
menus see choice-based conjoint
(CBC)
migratory bird studies see red knot
studies
minced pork study 3–4, 14
Mitchell, R.C. 85–6, 94, 117, 155, 252 marine species preservation case
inferences from stated preference
surveys 225–49
response to cost prompts xi, 5–14
Mathews, K. see Desvousges, W.,
Mathews, K. and Train, K. (DMT)
menus see choice-based conjoint
(CBC)
migratory bird studies see red knot
studies
minced pork study 3–4, 14
Mitchell, R.C. Daniel McFadden and Kenneth Train - 9781786434692
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https://creativecommons.org/licenses/by/3.0/igo/ NRD see natural resource damage
(NRD) y
Price v. Philip Morris, Inc 299–300
private good/public good variable
273–4, 278–81, 283–5
probit
estimates 54
model of yes/no vote 53
multivariate regressions 138–40
parametric estimator 17, 43
protestors p
,
private good/public good variable
273–4, 278–81, 283–5 Oil Pollution Act (OPA) 192, 293–4,
296, 299, 301–4
Ojea, E. 98, 105–9, 112
one-time tax 24, 199, 216–17
ordering problem xiv, 164 Oil Pollution Act (OPA) 192, 293–4,
296, 299, 301–4 probit Ojea, E. 98, 105–9, 112
one-time tax 24, 199, 216–17
ordering problem xiv, 164 estimates 54
model of yes/no vote 53
multivariate regressions 138–40 parametric estimators 17, 22–3, 43–4,
46, 53, 55, 126–7 fat tails 85–6, 94, 117, 155, 252 recommendation of “Yes/No”
follow-up questions 253
reliability of CV 86–8, 91, 140
scope studies 91
non-parametric estimators
in red knot study
estimates by bid amount 27
adjusted for believed bid 35
adjusted for hypothetical bias
32
estimates of WTP 28–9
WTP and truncation of bids 23,
36
relation to fat tails 17
in river and lake quality study 73–5
non-use amenities 3, 5, 14, 83, 107, 141
see also scope tests: and CV
estimates of WTP for non-use
environmental goods
non-use damages
in court case 298
NRD regulatory framework and
basis for 293–4
role of trustees 302
survey valuation methods
legal obstacles to use 305
non-use by trustees 303–4
non-use, in hypothetical bias study
considerations 270, 273, 275, 279–80
variable 279–81, 283–5
non-use values
approaches to estimating for NRD
CV methods 82–3, 253, 292, 295,
302, 305
restoration-based approach 294–5,
303–4
as at bad end of reliability gradient
154
and brain activity 179–80
in California 192–3
compensation for 294
in court cases 296, 303–4
CV and CE as designed to infer
WTP for 108
CVM eliciting from consumers
154–5
effects of training and context 170
greatest need for SP data in
application to environmental
180 minced pork study 3–4, 14 natural resource damage (NRD)
ability of survey methods to measure
non-use values in 292
approaches to estimating non-use
value for
contingent valuation methods 295
restoration-based approach 294–5
assessment (NRDA) 253, 305
better approach for valuation of 306
contingent valuation methods as
disfavoured by regulations of
301–3
court decisions associated with
296–9
Deepwater Horizon oil spill xvii,
303 5 NRD regulatory framework and
basis for 293–4
role of trustees 302 survey valuation methods
legal obstacles to use 305
non-use by trustees 303–4 survey valuation methods
legal obstacles to use 305
non-use by trustees 303–4 court decisions associated with
296–9 Deepwater Horizon oil spill xvii,
303–5 non-use, in hypothetical bias study
considerations 270, 273, 275, 279–80
variable 279–81, 283–5 non-use, in hypothetical bias study
considerations 270, 273, 275, 279–80
variable 279–81, 283–5 regulatory framework and basis for
non-use damages 293–4
“no purchase” option 163, 176
NOAA (National Oceanic and
Atmospheric Administration)
adding up test addressing concerns
of 59, 63, 78
clarification of term “inadequate” 88
commissioning study of NRD 296
concern over scope 129, 140
conclusion on respondents’ WTP
114
and consequentiality 189
marine species survey
application of 225–7
data 5–11, 228–9, 243
mixed logit analysis of 248
model 230–34, 237
purpose of 58, 86
recommendation of referendum regulatory framework and basis for
non-use damages 293–4
“no purchase” option 163, 176
NOAA (National Oceanic and
Atmospheric Administration)
adding up test addressing concerns
of 59, 63, 78 non-use values approaches to estimating for NRD
CV methods 82–3, 253, 292, 295,
302, 305 approaches to estimating for NRD
CV methods 82–3, 253, 292, 295,
302, 305 restoration-based approach 294–5,
303–4 as at bad end of reliability gradient
154 and brain activity 179–80
in California 192–3
compensation for 294
in court cases 296, 303–4 CV and CE as designed to infer
WTP for 108
CVM eliciting from consumers
154–5 effects of training and context 170
greatest need for SP data in purpose of 58, 86 application to environmental
180 recommendation of referendum
format question 195 314 Contingent valuation of environmental goods People v. fat tails Attransco, Inc., 299
power outages study 3–4
present value willingness to pay (PV
WTP)
analysis 50–55
conclusion 55
literature review 44–9
survey 49–50 People v. Attransco, Inc., 299
power outages study 3–4
present value willingness to pay (PV
WTP)
analysis 50–55
conclusion 55
literature review 44–9
survey 49–50
h l
299 300 lack of data to support WTP
estimates 252
lack of success stories 180
relation to market benchmarks 162
SP discrete choice experiment for
estimating 1
SP methods applicable to 180
NRD see natural resource damage
(NRD) lack of data to support WTP
estimates 252
lack of success stories 180
relation to market benchmarks 162
SP discrete choice experiment for
estimating 1
SP methods applicable to 180
NRD see natural resource damage
(NRD) NRD see natural resource damage
(NRD) parametric estimators 17, 22–3, 43–4,
46, 53, 55, 126–7 protestors
common practice of excluding 7, 9,
124, 225, 240
definition 7, 9
and sensitivity of lower-bound mean
WTP 211–12
in stated preference assessing validity
study 253, 255–6, 260
in stated preference inferences study
and estimated population share
239–40
model with three heuristics to
identify 225
in sensitivity analysis 242–5
status quo only respondents 232
study conclusion on 249
use of latent class models to payments, frequency of, inadequate
response to
analysis 50–55 annual payments
comparison of split samples 52
implicit discount rates 44–9
lower-bound estimates 53
probit estimates 54
referendum question 50–51
relation to WTP 55–6
sensitivity results 55
share of “yes” vote by bid amount
52
in split-sample survey 43–4, 50
version B of survey instrument 50
literature review 44–9
one-time payments
comparison of split samples 52
implicit discount rates 44–9
lower-bound estimates 53
probit estimates 54
referendum question 50–51
relation to WTP 55–6
sensitivity results 55
share of “yes” vote by bid amount
52
in split-sample survey 43–4, 50
version A of survey instrument 50
purpose and method 43–4
relation to WTP 55–6
study conclusions 55–6
survey 49–50 annual payments
comparison of split samples 52
implicit discount rates 44–9
lower-bound estimates 53
probit estimates 54
referendum question 50–51
relation to WTP 55–6
sensitivity results 55
share of “yes” vote by bid amount
52
in split sample survey 43 4 50 annual payments
comparison of split samples 52
implicit discount rates 44–9
lower-bound estimates 53
probit estimates 54
referendum question 50–51
relation to WTP 55–6
sensitivity results 55
share of “yes” vote by bid amount
52
in split-sample survey 43–4, 50
version B of survey instrument 50
literature review 44–9
one-time payments
comparison of split samples 52
implicit discount rates 44–9
lower-bound estimates 53
probit estimates 54
referendum question 50–51
relation to WTP 55–6
sensitivity results 55
share of “yes” vote by bid amount
52
in split-sample survey 43–4, 50
version A of survey instrument 50
purpose and method 43–4
relation to WTP 55–6
study conclusions 55 6 version B of survey instrument 50
literature review 44–9 PV WTP see present value willingness
to pay (PV WTP) Daniel McFadden and Kenneth Train - 9781786434692
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https://creativecommons.org/licenses/by/3.0/igo/ Qualtrics sample 25–6 random utility model (RUM) 1–2, 8
rational choice model (RCM) 252
red knot studies
fat tails and truncated bids
purpose and method 17–18
related literature 19–23
results
adjusting for hypothetical bias
30–32
belief in bid values 32–4
follow up questions 34–5 random utility model (RUM) 1–2, 8
rational choice model (RCM) 252
red knot studies random utility model (RUM) 1–2, 8
rational choice model (RCM) 252
red knot studies fat tails and truncated bids
purpose and method 17–18
related literature 19–23
results results
adjusting for hypothetical bias
30–32 belief in bid values 32–4
follow up questions 34–5 315 Index willingness to pay estimates
28–30
yes-response function 26–7
study discussion 35–6
survey 24–6
response to frequency of payments
analysis 50–55
literature review 44–9
purpose and method 43–4
study conclusions 55–6
survey 49–50 willingness to pay estimates
28–30
yes-response function 26–7
study discussion 35–6
survey 24–6
response to frequency of payments
analysis 50–55
literature review 44–9
purpose and method 43–4
study conclusions 55–6
survey 49–50 regressions examining factors
affecting 139–40
rejection of hypothesis 91, 97
“warm glow” as explanation for 86
for wolves 83
scope tests
and adding-up test study
adding-up test extending 62
cost 66
examining estimated WTP
increases 58–9, 63
issue of adequate response 59,
66, 78
non-negative scope effects 63
restoration program
discussion 78
results 73–4
of river and lake 69–70 response to frequency of payments
analysis 50–55
literature review 44–9
purpose and method 43–4
study conclusions 55–6
survey 49–50 referendum-style CV
in hypothetical bias study 271
red knot studies 18–21, 24–5, 43,
50–51, 55–6 restoration program
discussion 78
results 73–4
of river and lake 69–70 restoration program
discussion 78
results 73–4
of river and lake 69–70 in river and lake quality study 69, 76 in river and lake quality study 69, 76
in single-focus and “composite
good” approaches 190, 192–7,
199–206, 208, 210–13, 218, 220
i
d
f
h d
d in single-focus and “composite
good” approaches 190, 192–7,
199–206, 208, 210–13, 218, 220 and CV estimates of WTP for non-
use environmental goods
diminishing marginal utility 83–5,
88–9, 112, 129–31 in stated preference methods study
159–60, 163, 170–71 responsible parties (RPs) 303–4
restoration-based approach 294–5,
301–3, 305 inconsistent statistical significance
results 127–9 pass and fail results affected
by measureable survey
characteristics 137–40 restoration programs
and contingent valuation xvi–xvii
oyster reef 44, 46
pros and cons of voting for 258
for river and lake 60–61, 69–75, 78
wetland 254–67 pass and fail results affected
by measureable survey
characteristics 137–40
reliability of CVM 86–90
scope effects 84, 88, 91, 98, 108,
112–13, 123, 128 reliability of CVM 86–90
scope effects 84, 88, 91, 98, 108,
112–13, 123, 128 revealed preference (RP) 82–3, 153–4,
156, 172, 178–9, 219 scope elasticities 112, 129–37,
141 river and lake quality study see adding-
up test river and lake quality study see adding-
up test scope insensitivity 83–6, 91, 97,
126, 139–40 scope literature
Carson’s review 91–7, 112–14
DMT’s review 91, 98–104
effect of cost scale on estimated
WTPs 108–12
flaws in 107–8, 140–41
frequency of CV studies passing
scope test 128–9
Ojea and Loureiro 98, 105–9
review of scope results reported
in 113–24
scope sensitivity in 83, 87,
96–8, 107–8, 112, 123,
126
f t t
f 112 13 river health improvements study 3–5 scope literature
Carson’s review 91–7, 112–14
DMT’s review 91, 98–104
effect of cost scale on estimate sample allocation 3
scope effects 63, 84, 88, 91, 98, 108,
112–13, 123, 128
scope elasticities 112, 129–37, 141
scope insensitivity
categorical 84
demand for environmental amenity
83
evidence for 126
factors leading to 85–6
as often attributed to diminishing
marginal utility and satiation
84–5
quantitative 84 sample allocation 3 scope effects 63, 84, 88, 91, 98, 108, p
112–13, 123, 128 WTPs 108–12
flaws in 107–8, 140–41 scope elasticities 112, 129–37, 141 frequency of CV studies passing
scope test 128–9 scope insensitivity categorical 84 Ojea and Loureiro 98, 105–9
review of scope results reported
in 113–24 evidence for 126 factors leading to 85–6 scope sensitivity in 83, 87,
96–8, 107–8, 112, 123,
126 as often attributed to diminishing marginal utility and satiation summary of state of 112–13
on use amenities 107 summary of state of 112–13
on use amenities 107 quantitative 84 316 Contingent valuation of environmental goods scope sensitivity
demonstration of adequate
129–37
in scope literature 83, 87, 96–8,
107–8, 112, 123, 126
study conclusions 140–41
use of external 84, 91–104,
112–15, 123–4, 129
use values 82–3
variations
in analytical models and
statistical procedures 126–7
in data included in analysis
124–5
in survey design 125–6
sensitivity analysis 209–13, 242–8
single-focus approach 189–91, 199,
205, 208–9, 211, 213–15
SP see stated preference (SP)
stated preference (SP) evaluation of
environmental goods
assessing validity of data using
follow-up questions
consistency of questions 253
criteria for 252–3, 266–7
literature review 255–7
methods and results
cumulative assessment of
validity of responses 261–4
descriptive statistics 260–61
regression analysis 264–6
three basic components 259–60
“problematic responses” 253–4
study design and data 257–9
study discussion and conclusions
266–7
survey subject 254
inferences from surveys when costs
and benefits are not compared
application of methodology to
data 225
estimation 235–8
heuristic decision rules
attentive to environmental costs
only 233–4
attentive to environmental
improvements only 232–3
environmental improvements
ignoring costs and benefits
234 randomizers ignoring costs and
benefits 234
status quo only 232
model
alternative to benefit-cost trade-
offs 231–4
trade-off respondents 230–31
related literature 226–7
results
estimated population shares of
choice rules 238–40
estimated WTP for species
status improvement 240–42
sensitivity analysis 242–8
study conclusions 248–9
survey data 228–9
WTP estimate
features determining 224
ideal behavior for validity 224–5
for species status improvement
240–42
th d
d
li
bilit methods and applicability
choice-based conjoint study
design 160–79
history of 155–61
importance of 153–4
lessons for 179–80
possible reasons for lack of
development 154–5
response to cost prompts
choice experiment method 1–2
cost scale studies 2–5
study conclusion 11–14
survey data 5–11 methods and applicability
choice-based conjoint study
design 160–79
history of 155–61
importance of 153–4
lessons for 179–80
possible reasons for lack of
d
l
154 5 response to cost prompts
choice experiment method 1–2
cost scale studies 2–5
study conclusion 11–14
survey data 5–11 status quo in stated preference validity study
258, 264, 266 steelhead fish population damage case
298 student variable 273–4, 278–81,
283–5 student variable 273–4, 278–81, subject training 168–70
“subjective well-being” methods 160 317 Index implications 25
intentional 23
as tempting response to fat tails 36
truthfulness 60–61, 69, 78, 161, 163–4,
169, 171, 176, 195
Turnbull, B.W. Qualtrics sample 25–6 one-time payments 46–7
cost scale study 3–4
measuring yes-response rates 19–21,
23
scope tests
Carson 91–8
DMT 98–104
summary 117–24
use of debriefing questions 256
wetland restoration project study see
stated preference (SP) assessing
validity study
willingness to accept (WTA) 63, 67,
190
willingness to pay (WTP)
in adding-up test
addressing adequate response
59–60
description 62–3
findings 61, 78 environmental improvements
ignoring costs and benefits
234 randomizers ignoring costs and
benefits 234 randomizers ignoring costs and
benefits 234 status quo only 232
estimation 235–8
need for heuristics 225
and respondent behavior 224–5
respondents 230–31
results 238–49 status quo only 232
estimation 235–8
need for heuristics 225
and respondent behavior 224–5
respondents 230–31
results 238–49 use of debriefing questions 256
wetland restoration project study see
stated preference (SP) assessing
validity study between status quo and do-
something options 8–11, 14 willingness to accept (WTA) 63, 67,
190 Qualtrics sample 25–6 17, 43, 50, 53, 109, 196,
219 implications 25
intentional 23
as tempting response to fat tails 36
truthfulness 60–61, 69, 78, 161, 163–4,
169, 171, 176, 195 threatened and endangered (“T&E”)
species
marine
choice experiment
effects of cost scales on status
11, 14, 207
NOAA survey data 5–11
study conclusions 11–14
stated preference survey
estimation 235–8
model 230–34 threatened and endangered (“T&E”)
species
marine
choice experiment
effects of cost scales on status
11, 14, 207
NOAA survey data 5–11
study conclusions 11–14
stated preference survey
estimation 235–8
model 230–34
NOAA survey data 228–9
related literature 226–7
results 238–48
study conclusions 248–9
scope tests 105, 130
total value equivalency method (TVE) Turnbull, B.W. 17, 43, 50, 53, 109, 196,
219 United States v. Montrose 296–8, 305
use amenities 3, 5, 14, 83, 107
use values
applications of SP methods to
environmental 179
and brain activity 179
CBC elicitations of 179–80
and contingent valuation 82–3
passive 1, 11, 86, 94, 121
from SP studies 154
utility function 1–2, 8, 11, 107, 155–6,
158, 233–4, 237 United States v. Montrose 296–8, 305
use amenities 3, 5, 14, 83, 107
use values NOAA survey data 228–9
related literature 226–7
results 238–48 applications of SP methods to
environmental 179
and brain activity 179
CBC elicitations of 179–80
and contingent valuation 82–3
passive 1, 11, 86, 94, 121
from SP studies 154
tilit f
ti
1 2 8 11 107 155 6 study conclusions 248–9
scope tests 105, 130 study conclusions 248–9
scope tests 105, 130 total value equivalency method (TVE)
295, 302 trade-offs utility function 1–2, 8, 11, 107, 155–6,
158, 233–4, 237 trade-offs
in CBC studies 175, 178
criterion in assessment of SP 255
and familiarity 163
in red knot study 35–6 valuation of lost use 162, 179
“vignette analysis” 160
voluntary contributions 124, 191
voting question example 25, 51 valuation of lost use 162, 179
“vignette analysis” 160 valuation of lost use 162, 179
“vignette analysis” 160 voluntary contributions 124, 191
voting question example 25, 51 in stated preference inferences study
alternatives to benefit-cost trade-
offs “warm glow” concept 60, 68, 83–4,
86–7, 89–90, 115, 125, 131, 208,
216, 220 “warm glow” concept 60, 68, 83–4,
86–7, 89–90, 115, 125, 131, 208,
216, 220 attentive to environmental costs
only 233–4 water quality studies
annual v. Daniel McFadden and Kenneth Train - 9781786434692
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https://creativecommons.org/licenses/by/3.0/igo/ Train, K. see Desvousges, W.,
Mathews, K. and Train, K.
(DMT) willingness to pay (WTP) truncated bids
as common practice 18
effect on WTP 27–9
explanation 17 description 62–3 318 Contingent valuation of environmental goods income effects 64–5, 75–7
in original study 69
in previous studies 59–60
provision mechanism 65
questionnaire versions 71
relation to adding-up condition
59–60
in restoration program 60–61, 69,
71, 74–5
results 74–5
review of past studies 66–8
and willingness to accept (WTA)
discrepancy 63
in CBC studies 165
in “composite good” approach
in aggregate for large basket of
alternative public goods 190
effect if valuation question
delayed 199
effect of propensity to shift votes
204
embodying budget constraint 189
estimates
effect of “wording additions”
216–19
sensitivity to cognitive
difficulties 209–13
single-focus v. composite good marine species preservation case
impact of fourfold increase in
costs 8–11, 13–14, 108, 207
influence of cost scales on 2–5, 14
modeling consumer utility in
“money metric” form 177
for non-use amenities 3, 5, 14
in red knot studies
adjusting for hypothetical bias
31–2
belief in bid values 34
effect of bid truncation on 27–8
estimates 18, 28–30
fat tails of yes-response function
24–5, 30
i
f
i
bid marine species preservation case
impact of fourfold increase in
costs 8–11, 13–14, 108, 207
influence of cost scales on 2–5, 14
modeling consumer utility in
“money metric” form 177
for non-use amenities 3, 5, 14
in red knot studies
adjusting for hypothetical bias
31–2
belief in bid values 34
effect of bid truncation on 27–8
estimates 18, 28–30
fat tails of yes-response function
24–5, 30 adjusting for hypothetical bias
31–2 belief in bid values 34
effect of bid truncation on 27–8
estimates 18, 28–30
fat tails of yes-response function
24–5, 30 fat tails of yes-response function
24–5, 30 importance of maximum bid
selection 28–9 lower-bound mean 27–9, 31–2,
35–6, 50–51, 53, 55 present value (PV WTP) 44–55
problem of negative estimates 17
related literature 22–3
sensitivity
to frequency of payments 43–4,
49, 55–6
of mean, to largest bid 36
results 55
size of mean bids 29
cope tests present value (PV WTP) 44–55
problem of negative estimates 17
related literature 22–3
iti it embodying budget constraint 189
estimates embodying budget constraint 189
estimates sensitivity
to frequency of payments 43–4,
49, 55–6 effect of “wording additions”
216–19 effect of “wording additions”
216–19 sensitivity to cognitive
difficulties 209–13 sensitivity to cognitive
difficulties 209–13 single-focus v. composite good
208–9 single-focus v. Daniel McFadden and Kenneth Train - 9781786434692
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https://creativecommons.org/licenses/by/3.0/igo/ Train, K. see Desvousges, W.,
Mathews, K. and Train, K.
(DMT) composite good
208–9 scope tests exploration of, using split-sample
design 188 and CV estimates of WTP for
non-use environmental goods
82–141 impact of budget exercise 214
lower-bound mean 196–7, 200, 82–141
effect of cost scale on estimated
WTPs 108–12
and increase in environmental
benefits 58–9
and prominent concern of CV 58
in stated preference inferences study
estimates
features determining 224
fragility of 242–8
ideal behavior for validity
224–5
for maximization of utility 249
for species status improvement
240–42, 248
estimation 235–8
for landscape improvements 227
and trade-off respondents 231
for use amenities 3, 5, 14 203–4, 206–7, 210–11, 213, first environmental good
215–16 estimation 235–8 for landscape improvements 227 and trade-off respondents 231 for use amenities 3, 5, 14 319 Index in binary choice models 23
expectations in valid surveys 30
at higher bid prices
effect of high 29
explanation for high 35
to highest bid in referendum-style
CV studies 18–21
in non-parametric estimates by bid
amount 27
to question about tax amount 33
relation to fat tails 17
share by bid amount 50, 52
in study of migratory birds 22
in WTP estimates 28 wine scent wheel 174
“wording additions” 216–19 wine scent wheel 174
“wording additions” 216–19 yea-saying 30, 36, 253, 255–6 yea-saying 30, 36, 253, 255–6 yea-saying 30, 36, 253, 255–6 y
y
g
,
,
,
yes-response function
adjusting for hypothetical bias 30–31
fat tails of 17–18, 34–5
many studies with truncated 18–21,
35
pinning down tails of 24–5, 35
results in red knot study 26–7
WTP captured in high-end tail of 36
yes-response rates
bid design for 25 y
y
g
,
,
,
yes-response function
adjusting for hypothetical bias 30–31
fat tails of 17–18, 34–5
many studies with truncated 18–21,
35
pinning down tails of 24–5, 35
results in red knot study 26–7
WTP captured in high-end tail of 36
yes-response rates
bid design for 25
|
https://openalex.org/W2530937961
|
https://lettersonmaterials.com/Upload/Journals/825/313-3181.pdf
|
English
| null |
Superplasticity in a fine-grained tin alloy processed by multi-directional forging
|
Pisʹma o materialah
| 2,015
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cc-by
| 4,401
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Superplasticity in a fine-grained tin alloy processed by
multi-directional forging F. Akbaripanah1, Y. Moradi1, R.Mahmudi2† 1Department of Mechanical Engineering, Faculty of Engineering, Malayer University, Malayer, Iran
2School of Metallurgical and Materials Engineering, College of Engineering, University of Tehran, Tehran, Iran Superplastic deformation of engineering materials is often represented by high elongation values obtained in conventional
tensile tests carried out in specific ranges of temperatures and strain rates. This behavior is characterized by high strain rate sen
sitivity (SRS) indices obtained by a variety of techniques. The SRS of a fine-grained Sn–1 wt% Bi alloy, processed by multi-direc
tional forging (MDF) was studied by indentation testing at room temperature (T > 0.6Tm). The microstructural homogeneity
increased with increasing the number of MDF passes, and the grain size decreased from 3.2 to 2 μm, as the number of passes
increased from 1 to 8. The SRS indices of 0.08, 0.24, 0.31, and 0.49 were obtained for the 2, 4, 6 and 8 passes of MDF, respectively. The high SRS index of 0.49, calculated from different analysis methods of the indentation tests are in good agreement with each
other and with those of the other testing methods and severe plastic deformation processes on the same alloy reported in the
literature. These SRS indices together with the uniform fine-grained equiaxed microstructure with an average grain size of 2
µm, observed after 8 MDF passes, are indicative of a superplastic deformation behavior dominated by grain boundary sliding. Keywords: multi-directional forging, strain rate sensitivity, superplasticity Сверхпластичность мелкозернистого сплава олова,
подвергнутого всесторонней ковке Сверхпластическая деформация конструкционных материалов часто характеризуется высокими значениями удли
нения, получаемыми в обычных испытаниях на растяжение, проводимых в определенных интервалах температуры
и скорости деформации. Это поведение характеризуется высокими значениями показателя чувствительности к ско
рости деформации (ЧСД), которые определяются различными методами. Путем испытаний на твердость при ком
натной температуре (T > 0.6Tm) была исследована ЧСВ мелкозернистого сплава Sn–1 вес. % Bi, подвергнутого всесто
ронней ковке (ВК). Однородность микроструктуры возрастает с увеличением числа переходов ВК, а размер зерен
уменьшается с 3.2 до 2 мкм, когда число переходов увеличивается от 1 до 8. Получены показатели ЧСД 0.08, 0.24, 0.31
и 0.49 для 2, 4, 6 и 8 переходов ВК, соответственно. Высокие показатели ЧСД около 0.49, рассчитанные с примене
нием различных методов анализа испытаний на микротвердость, находятся в хорошем согласии друг с другом и со
значениями, полученными другими методами испытаний и для других процессов интенсивной пластической дефор
мации, имеющимися в литературе. Эти показатели ЧСД, вкупе с однородной мелкозернистой равноосной микро
структурой со средним размером зерен 2 мкм, наблюдаемой после 8 переходов ВК, свидетельствует о сверхпласти
ческом характере деформации, доминирующим механизмом которой является зернограничное проскальзывание. Ключевые слова: всесторонняя ковка, параметр скоростной чувствительности, сверхпластичность Letters on materials 5 (3), 2015 pp. 313-318 Letters on materials 5 (3), 2015 pp. 313-318 www.lettersonmaterials.com PACS 62.20.fq, 81.40.Ef, 81.40.Lm Keywords: multi-directional forging, strain rate sensitivity, superplasticity 2.2. Indentation creep tests Most of the studies on the superplastic deformation of
severely deformed materials have employed the conven
tional tensile methods. Localized tests such as indentation
creep test, however, can be very useful in this respect. This is
because they can be particularly advantageous when the ma
terial is only available as small test-pieces or there are some
difficulties with the machining of samples made of very soft
materials [6]. The indentation creep process can be defined
as the time dependent penetration of a hard indenter into
the material under constant load and temperature [7]. The
variation in penetration depth, expressed as a change in di
agonal length, is monitored with dwell time. Accordingly,
the stress exponents and strain rate sensitivity (SRS) indi
ces of materials can be determined by these simple hard
ness tests. The superplasticity of the rolled Sn–Pb eutectic
[8], Sn–40%Pb–2.5%Sb peritectic [9,10], and Sn–1%Bi alloy
[11] has been investigated by indentation creep test. In all
of these studies, it has shown that the parameters which are
commonly considered as characteristics of superplasticity
can be obtained by this simple test. One of these parameters
is the SRS index (m), which can be used to assess the super
plastic behavior. The samples were polished and then tested in a Vickers hard
ness tester where the testing time was the only variable. The
Vickers indenter was mounted in a holder that was positioned
in the center of the vertical loading bar. The specimen was
placed in an anvil below the loading bar. The Vickers hardness
number is given by Hv =0.1854 F/d2, where F is the applied
load in N and d is the average diagonal length in mm. Inden
tation creep measurements were made on each sample using
10 N load for dwell times up to 120 min. After each loading
schedule, the sample was unloaded and the indentation diag
onal was measured under a traveling microscope. Each read
ing was an average of at least three separate measurements
taken at random places on the surface of the samples. It is the aim of this study to investigate the superplastic
behavior of the fine-grained Sn–l%Bi alloy processed by MDF
at room temperature (T >0.6Tm). This was achieved through
indentation creep test by measuring the stress exponents and
SRS indices, using different methods of analysis. Fig. 1. Schematic illustration of multi-directional forging. 1. Introduction for superplastic deformation of aluminum [1], magnesium
[2], and titanium alloys [3]. In principle, MDF is a repeating
compression process in which the axis of the applied strain
changes in each step [4]. Considerable plastic strain is
accumulated in the material as it is repeatedly deformed at
ambient to elevated temperatures. It has been shown that the
evolution of equiaxed fine grains relies mainly on the strain
accumulation applied from various directions [5]. Severe plastic deformation (SPD) processes have received
great attention for their capability in producing very fine
grain sizes. Different processes have been developed and their
potentials and limitations have been documented. Among
these, multi-directional forging (MDF) has proved to be a
possible means for attaining fine grain structures suitable 313 Akbaripanah et al. / Letters on materials 5 (3), 2015 pp. 313-318 3. Results and discussion length increases with the loading time and the number of
MDF passes. In other words, the level of indentation curves
and their slopes in the steady-state region are higher for the
8-pass condition with a grain size of 2 μm, while for the 2-pass
material with a grain size of 3.5 μm there is not much increase
in indentation diagonal length. Hence, indentation creep
occurs more readily in the material with a finer grain size. The Optical micrographs of the material before the
MDF process and after 8 passes of MDF are shown in
Figs. 2 and 3, respectively. As can be observed in Fig. 2a, the
unMDFed������������������������������������������������
�����������������������������������������������
microstructure consist of some large grains to
gether with many smaller grains which are believed to be
formed as result of high cooling rates imparted by the cold
mold and the possible static recrystallization at room tem
perature. The corresponding grain size distribution data,
collected from a number of samples, are shown in Fig. 2b. It
is clear that a somewhat skewed distribution with an average
grain size of about 4.2 µm and a standard deviation of 1.9 µm
has been achieved. However, the microstructure of the mate
rial after 8 passes of MDF, depicted in Fig 3a, is indicative of
a more refined state, implying that dynamic recrystallization
has occurred during the MDF process. The grain size data
histogram in Fig. 3b exhibits a normal distribution with an
average grain size of about 2 µm and a small standard de
viation of 0.6 µm. In fine-grained materials, a uniform grain
size distribution is important in achieving homogeneous
mechanical properties.h i
It is generally accepted that the mechanical behavior
of metallic materials at homologous temperatures higher
than 0.3 can be fairly expressed by the power-law creep in
a wide range strain rates. 2.1. Materials and processing The material used was a Sn–1 wt% Bi alloy. It was prepared
from high purity (99.9%) tin and bismuth, melted in an elec
trical furnace under an inert argon atmosphere, and cast into
110×13×13 mm slabs. The slabs for MDF were cut into bil
lets with dimensions of 20×13×13 mm. In order to ensure
that the billets had similar initial microstructures, they were
homogenized at 425 K for 8 h. The samples were multi-direc
tionality forged at room temperature at a pressing speed of
2 mm min–1. A 0.05-mm thick PTFE film was wrapped
around the samples as a lubricant during MDF. As shown
in Fig. 1, the loading direction was changed by 90° se
quentially along the three axes of the sample from pass to
pass, in such a way that the dimension ratio of 2:1.3:1.3
of the billets was kept unchanged during MDF. The axial
pass strain of ∆ε=0.43 was employed, which is defined as
∆ε=ln|ho/hf|, where ho and hf are the respective initial and fi
nal heights of the billets, resulting in an equivalent strain of
ε=(2/√3)ln|ho/hf |≈0.5 [12]. MDF was carried out up to a
maximum cumulative strain of ∑∆ε=3.44, i.e., a total of eight
passes.h The specimens were examined by optical microscopy
to determine the grain size and distribution of the forged
material. After mechanical polishing, samples were etched
using a solution of 60 ml alcohol, 30 ml H2O, 5 ml HCl and 2 g
FeCl3. The grain sizes and distributions were calculated using
the Clemex professional image analysis program according to
the ASTM E112 standard. Fig. 1. Schematic illustration of multi-directional forging. 314 Akbaripanah et al. / Letters on materials 5 (3), 2015 pp. 313-318 3. Results and discussion Thus, for steady-state creep, the
relationship between the strain rate, ἐ, and the tensile stress,
σ, at a constant temperature can be expressed by: 1/
=
=
n
m
A
A
ε
σ
σ
(1) (1) where A is a constant, n is the steady-state stress exponent,
and m is the SRS index defined as: ln
ln
∂
=
∂
m
ε
σ
ε
(2) (2) (2) Assuming an analogy between strain and diagonal length
from one side, and stress and hardness from the other side,
the following relationship is obtained: Assuming an analogy between strain and diagonal length
from one side, and stress and hardness from the other side,
the following relationship is obtained: The results of indentation tests are shown in Fig. 4,
where the indentation length is plotted against time. It can
be inferred from this figure that the indentation diagonal Fig. 3. (a) Optical micrograph and (b) grain size distribution of the
material after 8 passes of MDF. Fig. 2. (a) Optical micrograph and (b) grain size distribution of the
unMDFed material. Fig. 3. (a) Optical micrograph and (b) grain size distribution of the
material after 8 passes of MDF. Fig. 3. (a) Optical micrograph and (b) grain size distribution of the
material after 8 passes of MDF. Fig. 2. (a) Optical micrograph and (b) grain size distribution of the
unMDFed material. 315 Akbaripanah et al. / Letters on materials 5 (3), 2015 pp. 313-318 Fig. 4. Indentation creep curves for different conditions. Differentiating Eq. (5) with respect to time and
substituting into Eq. (4) gives
1/ 1/
4
0
0
=
m
dA
P
C
A
dt
A
ε
σ
(6) (6) where C3 and C4 are constants. When P is held constant,
Eq. (6) can be rewritten as 1/
4
0
0
1
= −
m
V
V
V
dH
H
C
H
dt
ε
σ
(7) (7) According to Eq. (7), a plot of ln(Hv) versus ln[(-1/Hv)
(dHv/dt)] at a constant temperature has a slope of m. The
results obtained by this approach are illustrated in Fig. 6 for
all material conditions. Similar to the previous method of
analysis, lines with different single slopes of m are obtained
for each condition. 3. Results and discussion The obtained m-values are in the range
0.08–0.48 for the materials after 2 to 8 MDF passes. Fig. 4. Indentation creep curves for different conditions. ln
ln
∂
=
∂
v
d
H
m
d
(3) (3) t
Sargent and Ashby have also derived the following
relationship between indentation hardness and dwell time: where Hv is the Vickers hardness number, d is the indentation
diagonal length, and d is the rate of variation in indentation
length. This implies that if Hv is plotted against d on a
double logarithmic scale, a straight line would be obtained,
the slope of which is the stress exponent, m. This is shown
in Fig. 5, where m-values in the range 0.08–0.5 are obtained
for the materials experiencing 2–8 MDF passes, respectively. (
)
0
4
0
( ) =
V
m
H
t
nC
t
σ
ε
(8) (8) where Hv(t) is the time-dependent hardness. Hence, from Eq. (8), the slope of a plot of ln(Hv) against ln(t) at a constant
temperature is – m. The results obtained based on this
approach are demonstrated in Fig. 7. This figure shows that
the hardness of all tested conditions of the material can be
represented as linear functions of time. Accordingly, m-values
calculated from the slope of the fitted lines were found to be
0.08–0.48 for the materials after 2 to 8 MDF passes. Sargent and Ashby [13] carried out hot hardness tests on
a wide range of materials and proposed a dimensional analy
sis for indentation creep. According to their model, the dis
placement rate of an indenter has been derived as: (
)
1/
0
1
2
0
=
m
C
du
P
A
dt
C
A
ε
σ
(4) (4) t
One interesting point on the hardness results in Figs. 4
through 7 is that the Hv values are reduced with increasing
numbers of MDF passes whereas grain sizes are reduced. This
may seem to be against the Hall–Petch relationship, from
which one may expect higher hardness values at smaller grain
sizes. The softening behavior of the HPT-processed materials
is recently reviewed by Kawasaki [14]. 3. Results and discussion It is well accepted that at SRS index values close
to 0.5, superplastic deformation mechanisms such as grain
boundary sliding become prominent [19]. SRS indices of
about 0.45 to 0.5 have been reported in the indentation creep
of a superplastic lead-tin eutectic alloy [8]. More recently,
SRS indices of about 0.4 have been reported for the Sn-1Bi
alloy processed by four passes of ECAP [11]. It is therefore
concluded that after 8 passes of MDF, the present Sn-1Bi alloy
can develop a fine-grained microstructure with superplastic
indentation behavior caused by grain boundary sliding. Fig. 7. Hardness-dwell time log–log plots giving straight lines with
the slope of –m. HPT when the homologous temperature of processing is
very high. This has been reported to be the case in ultrafine-
grained Zn–22% Al eutectoid and ultrafine-grained Pb–62%
Sn eutectic alloys after HPT at room temperature. Different
microstructural reasons such as significant reduction in
the distribution of the stable hexagonal close-packed Zn
precipitates in Zn–Al [15] and similar loss in precipitation in
the Pb–Sn alloy during deformation by HPT [16] have been
put forward for the observed softening after severe plastic
deformation of these materials. In a recent report, the plasticity
and strain rate sensitivity of an ultrafine-grained Zn–22% Al
alloy after HPT was examined by nanoindentation which
demonstrated the clear softening and increasing m-values
with increasing number of HPT turns [17]. t In all of the above studies, softening has been manifested
by a detectable drop in either yield stress or hardness values
measured after deformation. The nature of this softening
behavior is different from that observed in the present
study. Here, the short-term hardness values obtained at the
dwell time of 0.5 min are very close for all conditions of the
material, as shown in Fig. 4. On the other hand, the difference
in the measured hardness values of the material after different
MDF passes at longer dwell times is significantly high. This
implies that creep resistance is strongly affected by the
number of MDF passes, while the short-term hardness that
is an indication of the yield stress is not much changed. In
other words, smaller grain size has provided a higher density
of grain boundaries, which can ease grain boundary sliding
of the stressed material during dwell time, the effect which is
not dominant in short-term hardness tests. 3. Results and discussion It is well accepted that at SRS index values close
to 0.5, superplastic deformation mechanisms such as grain
boundary sliding become prominent [19]. SRS indices of
about 0.45 to 0.5 have been reported in the indentation creep
of a superplastic lead-tin eutectic alloy [8]. More recently,
SRS indices of about 0.4 have been reported for the Sn-1Bi
alloy processed by four passes of ECAP [11]. It is therefore
concluded that after 8 passes of MDF, the present Sn-1Bi alloy
can develop a fine-grained microstructure with superplastic
indentation behavior caused by grain boundary sliding. Table 1. The SRS indices of the materials after different passes of MDF
derived from different methods. Condi
tion
SRS index, m
Average
m-value
ln(Hv)
vs. ln(do)
ln(Hv) vs. ln[(-1/Hv)
(dHv/dt)]
ln(Hv)
vs. ln(t)
2 Passes
4 Passes
6 Passes
8 Passes
0.08
0.25
0.32
0.50
0.08
0.23
0.30
0.48
0.08
0.24
0.30
0.48
0.08
0.24
0.31
0.49 Fig. 7. Hardness-dwell time log–log plots giving straight lines with
the slope of –m. Table 1. The SRS indices of the materials after different passes of MDF
derived from different methods. Table 1. The SRS indices of the materials after different passes of MDF
derived from different methods. types. By increasing the number of MDF passes the grain
size decreases and SRS index increases. This behavior is in
agreement with the Gifkins' core-mantle theory suggesting
that for a constant width of mantle, an increasingly fine grain
size results in a domination of the mantle behavior and thus,
the SRS index begins to increase [18]. It is worth noting that
although the unMDFed material possesses a relatively small
grain size of 4.2 µm, its SRS index of less than 0.08 is not
as high as those of the material after MDF. This is believed
to be due to the presence of some coarse grains, which have
resulted in the non-uniformity of the grain structure with a
relatively high standard deviation of 1.9 µm in the unMDFed
condition. Moreover, the lack of high angle grain boundaries
that are essential for the achievement of high SRS indices
can be another possible reason for the observed behavior. On the contrary, it seems that processing by MDF not only
refines the grain structure, but also increases the density
of the high-angle grain boundaries. The high m-values of
0.49 obtained after 8 passes of MDF are in accord with this
argument. 3. Results and discussion It has been stated that
there is a unique softening behavior in metals and alloys after where A is the projected area of indentation, C2 is a constant,
ἐ0 is the rate at a reference stress σ0, m is the SRS index, and P
is the applied load. For a pyramid indenter the penetration is
proportional to
A, i.e., 3
=
u
C
A
(5) 3
=
u
C
A (5) 3
u
C
A
(5)
Fig. 5. Plots of ln(HV) against ln(do) after different MDF passes to de
termine the SRS index, m. Fig. 6. The ln(Hv) vs. ln[(-1/Hv)(dHv/dt)] curves with the slope of m. Fig. 6. The ln(Hv) vs. ln[(-1/Hv)(dHv/dt)] curves with the slope of m. Fig. 6. The ln(Hv) vs. ln[(-1/Hv)(dHv/dt)] curves with the slope of m. Fig. 6. The ln(Hv) vs. ln[(-1/Hv)(dHv/dt)] curves with the slope of m. Fig. 5. Plots of ln(HV) against ln(do) after different MDF passes to de
termine the SRS index, m. Fig. 6. The ln(Hv) vs. ln[(-1/Hv)(dHv/dt)] curves with the slope of m. Fig. 5. Plots of ln(HV) against ln(do) after different MDF passes to de
termine the SRS index, m. 316 Akbaripanah et al. / Letters on materials 5 (3), 2015 pp. 313-318 types. By increasing the number of MDF passes the grain
size decreases and SRS index increases. This behavior is in
agreement with the Gifkins' core-mantle theory suggesting
that for a constant width of mantle, an increasingly fine grain
size results in a domination of the mantle behavior and thus,
the SRS index begins to increase [18]. It is worth noting that
although the unMDFed material possesses a relatively small
grain size of 4.2 µm, its SRS index of less than 0.08 is not
as high as those of the material after MDF. This is believed
to be due to the presence of some coarse grains, which have
resulted in the non-uniformity of the grain structure with a
relatively high standard deviation of 1.9 µm in the unMDFed
condition. Moreover, the lack of high angle grain boundaries
that are essential for the achievement of high SRS indices
can be another possible reason for the observed behavior. On the contrary, it seems that processing by MDF not only
refines the grain structure, but also increases the density
of the high-angle grain boundaries. The high m-values of
0.49 obtained after 8 passes of MDF are in accord with this
argument. References 9. R. Mahmudi, A. Rezaee-Bazzaz, Mater. Letts. 59, 1705
(2005). 1. M. Noda, M. Hirohashi, K. Funami, Mater. Trans. 44,
2288 (2003). 10. R. Mahmudi, A. Rezaee-Bazzaz, J. Mater. Sci. 42, 4051
(2007). unami, Mater. Trans. 44,
10. R. Mahmudi, A. Rezaee-Bazzaz, J. Mater. Sci. 42, 4051
(2007). 10. R. Mahmudi, A. Rezaee-Bazzaz, J. Mater. Sci. 42, 4051
(2007). 2. J. Y. Xing, X. Yang, H. Miura, T. Sakai, Mater. Trans. 48,
1406 (2007). 11. R. Mahmudi, H. Mhjoubi, P. Mehraram, Int. J. Modern
Phys. B. 22, 2823 (2008). 2. J. Y. Xing, X. Yang, H. Miura, T. Sakai, Mater. Trans. 48,
1406 (2007). 1 11. R. Mahmudi, H. Mhjoubi, P. Mehraram, Int. J. Modern
Phys. B. 22, 2823 (2008). 3. A. Gennady, E. A. K. Salishchev, V. Sergey, S. Zherebtsov,
S L S
i i
M
S i F
735 253 (2012) 12. R. Kapoor, A. Sarkar, R. Yogi, S. K. Shekhawat, I. Samajdar
J. K. Chakravartty, Mater. Sci. Eng. A 560, 404 (2013). 3. A. Gennady, E. A. K. Salishchev, V. Sergey, S. Zherebtsov,
S. L. Semiatin, Mater. Sci. Forum. 735, 253 (2012). 12. R. Kapoor, A. Sarkar, R. Yog
J. K. Chakravartty, Mater. Sc 3. A. Gennady, E. A. K. Salishchev, V. Sergey, S. Zherebtsov,
S. L. Semiatin, Mater. Sci. Forum. 735, 253 (2012). 1 g
j
J. K. Chakravartty, Mater. Sci. Eng. A 560, 404 (2013). 13. P. M. Sargent, M. F. Ashby, Mater. Sci. Tech. 8, 594 (1992). 4. O. Sitdikov, T. Sakai, A. Goloborodko, H. Miura, 4. O. Sitdikov, T. Sakai, A. Goloborodko, H. Miura,
R. Kaibyshev, Mater.Trans. 45, 2232 (2004). 14. M. Kawasaki, J. Mater. Sci. 49, 18 (2014). R. Kaibyshev, Mater.Trans. 45, 2232 (2004). 5. O. Sitdikov, T. Sakai T, A. Goloborodko, H. Miura, Scr. Meter. 51, 175 (2004). 15. M. Furukawa, Z. Horita, M. Nemoto, R. Z. Valiev,
T. G. Langdon, J. Mater. Res. 11, 2128 (1996). T. G. Langdon, J. Mater. Res. 11, 2128 (1996). 16. N. Zhang, M. Kawasaki, Y. Huang, T. G. Langdon,
J. Mater. Sci. 48, 4582 (2013). 6. R. Mahmudi, R. Roumina, B. Raeisinia, Mater. Sci. Eng. A38, 2 15 (2004). 17. I. C. Choi, Y. J. Kim, B. Ahn, M. Kawasaki, T. G. Langdon, 17. I. C. Choi, Y. J. Kim, B. Ahn, M. Kaw 7. R. Mahmudi, A. R. Geranmayeh, S. R. Mahmoodi,
A. Khalatbari, J. Mater. Sci.: Mater Electron. 18, 1071
(2007). J. 4. Conclusions 1. It is experimentally shown that an indentation creep
test provides a convenient method for measuring strain rate
sensitivity (SRS) and thereby assessing the ability of a material
to undergo superplastic deformation.hf A summary of the SRS indices calculated via each of
the above mentioned approaches are given in Table 1 for all
tested conditions. As can be seen the m-values calculated by
different approaches are in good agreement with each other,
indicating the similarity of the derivation methods. It is also
evident that the obtained m-values increase with increasing
the number of MDF passes. The average m-values of 0.08,
0.24, 0.31 and 0.49 are obtained for the material after 2, 4, 6
and 8 passes of MDF, respectively.hf 2. The SRS indices calculated from different methods of
analysis are in good agreement with each other. The average
SRS values obtained from different approaches were found
to be 0.08, 0.24, 0.31 and 0.49 for the 2, 4, 6 and 8 passes of
MDF, respectively. This implies that with increasing numbers
of MDF passes, the SRS indices increase and superplastic
deformation is encouraged. 3. The highest m-value of 0.49, obtained for the alloy after 8
MDF passes, together with a very fine-grained microstructure
with an average grain size of 2 µm are indicative of a grain
boundary sliding mechanism at room temperature The observed difference in the indentation behavior, as
indicated by different m-values of the material after several
MDF passes, can be attributed to their grain sizes and grain 317 Akbaripanah et al. / Letters on materials 5 (3), 2015 pp. 313-318 Akbaripanah et al. / Letters on materials 5 (3), 2015 pp. 313-318 Akbaripanah et al. / Letters on materials 5 (3), 2015 pp. 313-318 8. A. Juhasz, P. Tasnadi, I. Kovacs, J. Mater. Sci. Lett. 5, 35
(1986).k
19. T. G. Langdon, Mater. Sci. Eng. A 2 References I. Jang, Scr. Mater. 75, 102 (2014).k 18. R. C. Gifkins, Metall Trans 7A, 225 (1976). 8. A. Juhasz, P. Tasnadi, I. Kovacs, J. Mater. Sci. Lett. 5, 35
(1986).k
19. T. G. Langdon, Mater. Sci. Eng. A 283, 266 (2000) . . A. Juhasz, P. Tasnadi, I. Kovacs, J. Mater. Sci. Lett. 5, 35
(1986)k
19. T. G. Langdon, Mater. Sci. Eng. A 283, 266 (2000) k
19. T. G. Langdon, Mater. Sci. Eng. A 283, 266 (2000) . 8. A. Juhasz, P. Tasnadi, I. Kovacs, J. Mater. Sci. Lett. 5, 35
(1986). 19. T. G. Langdon, Mater. Sci. Eng. A 283, 266 (2000) . 318
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https://openalex.org/W1984877171
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https://edit.elte.hu/xmlui/bitstream/10831/65989/1/2709627.pdf
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English
| null |
Social Category Formation Is Induced by Cues of Sharing Knowledge in Young Children
|
PloS one
| 2,014
|
cc-by
| 6,359
|
Introduction expectations about a person’s behavior [16], however other studies
suggest that some classifications have more limited power in
guiding young children’s behavior towards people [17]. Human societies are unique among species in that our form of
living entails a level of interdependence between conspecifics that
cannot be found in any other animal species. Humans form
alliances with other people for different purposes every day, during
which they engage in a wide variety of joint actions and
collaboration towards goals, such as creating artifacts, working
towards scientific discoveries or – even – doing sports together
[1,2]. Group-living constitutes a fundamental characteristic of the
human race and group-affiliations can influence various aspects of
our lives to a great extent. Therefore the ability to form cognitive
representations of human groups can be seen as an evolutionary
adaptive capacity of the human brain. More recently, in a new line of research, Kinzler and colleagues
have shown that spoken language occupies a prominent role in
young children’s representations of social categories [18–20]. Their findings also indicate that this distinction is more privileged
in children’s eyes than some other, such as race [21], which
suggests that language taps into some of the more fundamental
processes underlying the propensity of category-based thinking. One of the most important findings of these experiments is that the
accent with which a person speaks has a stronger effect on 5-year-
olds attitude toward that person than their ethnicity. Despite the great and long interest and the social relevance of
the question of social categorization, the cognitive basis and the
function of this process is still somewhat under-explained. Theories
in social psychology have provided numerous accounts of how
affiliating with a group may benefit an individual in – for example
– boosting their self-esteem [15,22]; justifying a bigger share of
resources [23–24], etc. These accounts generally tend to empha-
size the competition between different social groups and assume an
antagonist relationship between them. Theorists from various
fields of cognitive sciences tend to grasp a different aspect of the
question and offer other explanations with respect to the function
of group-based thinking. Katalin Ola´h1,2*, Fruzsina Elekes1,2, Ga´bor Bro´ dy1, Ildiko´ Kira´ly1 1 Department of Cognitive Psychology, Eo¨tvo¨s Lora´nd University, Budapest, Hungary, 2 Institute of Cognitive Neuroscience and Psychology, Hungarian Academy of
Sciences, Budapest, Hungary Abstract Funding: The project received financial funding from the National Development Agency (URL: www.nfu.hu/?lang = en, grant number: KMOP-4.2.1/B-10-2011-
0002) and the number: K-109352 and K-100695). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the
manuscript ceived financial funding from the National Development Agency (URL: www.nfu.hu/?lang = en, grant number: KMOP-4.2.1/B-10-2011-
109352 and K-100695). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the Competing Interests: The authors have declared that no competing interests exist. * Email: olah.katalin@ttk.mta.hu Abstract Previous research has shown that human infants and young children are sensitive to the boundaries of certain social groups,
which supports the idea that the capacity to represent social categories constitutes a fundamental characteristic of the
human cognitive system. However, the function this capacity serves is still debated. We propose that during social
categorization the human mind aims at mapping out social groups defined by a certain set of shared knowledge. An eye-
tracking paradigm was designed to test whether two-year-old children differentially associate conventional versus non-
conventional tool use with language-use, reflecting an organization of information that is induced by cues of shared
knowledge. Children first watched videos depicting a male model perform goal-directed actions either in a conventional or
in a non-conventional way. In the test phase children were presented with photographs taken of the model and of a
similarly aged unfamiliar person while listening to a foreign (Experiment 1) or a native language (Experiment 2) text. Upon
hearing the foreign utterance children looked at the model first if he had been seen to act in an unconventional way during
familiarization. In contrast, children looked at the other person if the model had performed conventional tool use actions. No such differences were found in case of the native language. The results suggest that children take the conventionality of
behavior into account in forming representations about a person, and they generalize to other qualities of the person based
on this information. ekes F, Bro´dy G, Kira´ly I (2014) Social Category Formation Is Induced by Cues of Sharing Knowledge in Young Children. PLoS ONE
/journal.pone.0101680 Editor: Howard Nusbaum, The University of Chicago, United States of America Received July 24, 2013; Accepted June 10, 2014; Published July 11, 2014 Received July 24, 2013; Accepted June 10, 2014; Published July 11, 2014 Copyright: 2014 Ola´h 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. pyright: 2014 Ola´h et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, whic
e, distribution, and reproduction in any medium, provided the original author and source are credited. July 2014 | Volume 9 | Issue 7 | e101680 Method In
all
the
videos
the
model
first
non-verbally,
but
explicitly
demonstrated his goal by reaching for one of the goal-objects. Then he grabbed one of the tools, examined and then rejected it
(shaking his head). After that he grabbed the other tool, nodded on
examining it, and then used the tool to bring the goal about. After
the goal had been attained, he expressed satisfaction by nodding at
the outcome. Importantly, in both conditions all the goals and
possible tools were familiar to the children, but in the Non-
conventional condition the associations between tools and goals
were unfamiliar (e.g. using a fork to brush his hair), while in the
Conventional condition associations were always familiar (e.g. using a fork to eat food). The length of the videos varied between
16 and 20 seconds. For detailed description of the videos see the
Appendix. Note that in both the Conventional and Non-
conventional condition, the tool that was chosen by the model
could efficiently bring about the outcome. Moreover, in both
conditions, the model performed the action with equal confidence,
and without communicating with the participant in any way (he
did not look into camera, did not smile, wave, etc.). Thus, the
familiarization events only differed in their level of conventionality. p
To directly investigate the question whether children are indeed
sensitive to the boundaries of culturally shared knowledge, we
designed two experiments where we sought to test whether
children form similar representations of people based on other
cues of sharing knowledge (using tools in a conventional or a non-
conventional way) as they do based on language. The conven-
tionality of tool-using behavior is an adequate index of sharing
cultural knowledge as artifact functions have an inherent cultural
aspect. It has been proposed that the differentiation of tools was a
result of recursive tool making practices. In consequence, function
knowledge includes cognitively opaque properties that could only
be understood through cultural practices and culturally evolved
teaching situations. Csibra and Gergely argue that communication
of generic knowledge was selected as a consequence of the
learnability problem induced by cognitively opaque contents in
tool making practices [27,28]. Our hypothesis was that distinct
cues -potentially of shared knowledge- induce an organized
representation of social categories. Children were first familiarized
with videos depicting a model that performed either conventional
or non-conventional tool-use actions. Method An additional seven children were tested, but later excluded from
the sample due to experimenter error (2); the eye-tracker did not
return any data for the given measure and behavior could not be
coded by visual observation (2), children could not be calibrated
properly (2) and child’s parents turned out to be of two different
cultures (1). Ethic statement. The experiment was conducted with the
approval of the Ethical Committee of the Faculty of Education
and Psychology, Eo¨tvo¨s Lora´nd University. Parents of the children
signed informed consent prior to participation. We propose that the relevance of representing social groups is
that it enables us to find the boundaries of culturally shared
knowledge. Spoken language is obviously a part of this and can
serve as a perfect indication of cultural group membership from
the earliest periods of our lives as even 2-day-old infants are
sensitive
to language [29]. However, conducting
successful
interactions with others not only requires a commonly spoken
tongue, but also knowledge of other social norms and conventions. Therefore, we propose that the basis of social categorization may
be culturally shared knowledge in general. This notion is plausible
if we consider that this distinction is genuinely meaningful and
helpful in guiding behavior, whereas other distinctions, such as one
based on skin-color, are in themselves empty categories. That is
not to say that in certain situations some features cannot correlate
with each other (see [30] for how perceptual markers of ethnicity
can become associated with fundamentally norm-based social
groups). However, characteristics such as race are not determin-
istic in this respect. Equipment. For video stimuli presentation and data collec-
tion a Tobii T60XL eye-tracker was used with the TobiiStudio 3.2
software. The screen’s size was 52632 cm and 192061200 pixels. We used a five point calibration throughout the experiment. Children who were included in the final sample provided at least
80% valid eye-tracking data. Video stimuli. For the familiarization phase, three videos
were created for each condition (Conventional and Non-conven-
tional). In each of the videos, a male model performed a goal-
directed action with a chosen tool. The three videos depicted three
different tool-using actions. The setup in the video always included
two visible goals (e.g. a plate of food and messy hair) and two
possible tools to bring the goals about (e.g. a fork and a brush). Method An adaptive system that is responsible for representing social
groups must correspond to the core characteristics and advantages
of group living. Forming short or long term bonds with other
people enables us to create the uniquely complex and developed
cultural niche that we live in. These products of human
cooperation are also unique in that they can be preserved over
time by the help of a specially evolved communicational system
that allows for the efficient transmission of knowledge from one
generation to the other [27–28]. As a result, each human culture is
characterized by a vast body of shared knowledge that contains
generic information about the world (such as ‘‘snow is cold’’) as
well as a set of mostly arbitrary cultural norms. The very nature of
these cultural norms is that while they are in great part arbitrary,
acquiring knowledge of the norms specific to a certain culture is
crucial in managing everyday life and in interacting with others
(imagine driving on the wrong side of the road!). Participants. Thirty (13 girls; mean age: 24.37 months, SD:
2.27 months) monolingual children between the age of 20 and 28
months participated in the study, of whom 15 were assigned in the
Conventional condition and 15 in the Non-conventional condi-
tion. Participants were selected from a database of volunteer
families that had previously applied for participation. Children
were excluded from participation if there was at least one person in
their immediate family whose native tongue was not Hungarian. An additional seven children were tested, but later excluded from
the sample due to experimenter error (2); the eye-tracker did not
return any data for the given measure and behavior could not be
coded by visual observation (2), children could not be calibrated
properly (2) and child’s parents turned out to be of two different
cultures (1). Participants. Thirty (13 girls; mean age: 24.37 months, SD:
2.27 months) monolingual children between the age of 20 and 28
months participated in the study, of whom 15 were assigned in the
Conventional condition and 15 in the Non-conventional condi-
tion. Participants were selected from a database of volunteer
families that had previously applied for participation. Children
were excluded from participation if there was at least one person in
their immediate family whose native tongue was not Hungarian. Social Categorization by Cues of Sharing Knowledge Social Categorization by Cues of Sharing Knowledge Experiment 1, but not in Experiment 2 as we hypothesized that
the strong familiarity effect of hearing their native language would
overshadow other effects. argue that the human mind has evolved a special domain to reason
about social kinds in order to make sense of the extremely
complicated structure of human societies. Similarly, Cosmides,
Tooby, and Kurzban [26] propose that the primary function of
representing social categories is to map out potential coalitional
partners. Introduction Sperber and Hirschfeld [25] for example The phenomenon that adults have a propensity to think of
fellow humans as belonging to groups has been well documented
in the social psychology literature (see [3] for a review) and there is
also ample evidence suggesting that even infants are able to
perceive the boundaries of certain social categories. Studies
conducted in the field of developmental psychology as well as
cultural anthropology have demonstrated that young children or
even infants are sensitive to social categories such as age [4], sex
[5–9], race [10–14]. It has also been demonstrated that children as
young as 2.5 years of age – similarly to adults [15] – are willing to
accept even arbitrary cues of group membership when forming 1 July 2014 | Volume 9 | Issue 7 | e101680 PLOS ONE | www.plosone.org July 2014 | Volume 9 | Issue 7 | e101680 Experiment 2 Data analysis. Four groups of area of interest were created
for analyses combining two factors: who was the target person
(model or the other person) and time window (before the onset of
the audio stimulus and after). The cut-off point was set at eight
seconds, which marks the end of the first utterance; therefore by
this point children already had the opportunity to judge the
familiarity of the language. The length of the before time window
was 8 seconds, while the after time window lasted for 12 seconds. Experiment 2 was designed in order to test whether similar
results could be obtained using the children’s native language
instead of a foreign language. Since first fixations can be regarded
as part of an information seeking process after a certain stimulus,
we expected it to be more indicative of children’s cognitive
processes after events that violate their expectations. Due to the
fact that hearing people speak in our native tongue is such a strong
part of our every-day experiences, we hypothesized that it would
not elicit any specific cognitive processing, leading to a random
pattern of first fixations in the two conditions. However, this study
provides important additional information for interpreting the
above described results and exploring the validity of the hypothesis
that cues of shared knowledge may play a part in forming
representations of social groups. Social Categorization by Cues of Sharing Knowledge and the after time window in the test phase, which revealed a
general preference towards the model (F(1,28) = 13.36, p = 0.001)
before the onset of the audio stimulus (Mean looking times:
Conventional condition/model: 2.84 sec; Conventional condi-
tion/other:
2.051sec;
Non
conventional
condition/model:
2.79 sec; Non-conventional condition/other: 2.23 sec). This pref-
erence disappeared in the after time window (Mean looking times:
Conventional condition/model: 2.59 sec; Conventional condi-
tion/other: 1.99 sec; Non-conventional/model: 2.19 sec; Non-
conventional/other: 2.36 sec). See also Figure 1. tracker (at a distance of approx. 60–70 cm) with the child sitting
on the parent’s lap. The experimenter assisted with calibration,
but left the room once it was finished. Before the stimuli began, the
model entered the room and started manipulating the computer
without looking at or talking to the children. This element of the
procedure was added in order to avoid the possibility that in-group
and out-group effects were weakened by the fact that it was the in-
group experimenter that directed children’s attention to the
stimuli. After the model had also left the room, children were
presented with the three familiarization videos. Children always
saw either three Conventional on three Non-conventional videos,
depending on condition. Crucially, analyzing the directions of the first fixations we found
a significant effect of condition in the after time window
(x2 = 4.821, p = 0.028) showing that after the onset of the foreign
language text (after time window), children were more likely to
look at the model in the Non-conventional condition (10 out of 15
children), whereas the majority of children fixated on the other
person first in the Conventional condition (11 out of 15 children). Results are depicted in Figure 2. No significant effect of condition
was found before the audio stimulus (x2 = 2.4, p = 0.12). The familiarization phase was immediately followed by the test
in which two photographs appeared side-by-side on the screen. The pictures were 21611 cm and were positioned on the left and
the right side of the screen with a 10611 cm line in the middle,
separating them. One picture depicted the model, while the other
photo was taken of another young man matched in age. After 6
seconds had elapsed the voice of a man was heard from the
speakers, who spoke in Swedish for 14 seconds. Method Then, we tested whether
children differentially associated a foreign language (Experiment 1)
or their mother tongue (Experiment 2) to the model or a stranger
based on the kind of tool-use the model had previously performed. We
expected
to
find
a
difference
between
conditions
in Procedure. On arriving to the laboratory, children had some
time to explore the room and get comfortable in the company of
two
experimenters,
while
parents
were
briefed
about
the
experiment and signed informed consent. After this, one of the
experimenters escorted the child and their parent into the testing
room and seated them in a chair in front of the monitor of the eye- PLOS ONE | www.plosone.org July 2014 | Volume 9 | Issue 7 | e101680 2 Social Categorization by Cues of Sharing Knowledge Method Participants. Twenty-six (10 girls, mean age: 24.32 month,
SD: 2.28) monolingual children participated in the study with
equal number of children assigned in the two conditions
(Conventional and Non-conventional). The criterion for partici-
pation was the same as in Experiment 1. An additional three
children were excluded from the sample due to inattentiveness. Materials and procedure. The applied stimuli and the
procedure were identical to the ones used in Experiment 1 with
the exception that during the test phase, the Swedish audio text
was replaced by a Hungarian (native) text. The length of the audio
stimulus and the duration of the first utterance were matched to
those in Experiment 1. Materials and procedure. The applied stimuli and the
procedure were identical to the ones used in Experiment 1 with
the exception that during the test phase, the Swedish audio text
was replaced by a Hungarian (native) text. The length of the audio
stimulus and the duration of the first utterance were matched to
those in Experiment 1. We also analyzed total visit duration in both time windows to
explore any possible general preference towards either of the
models. In addition we analyzed total visit durations for the
familiarization videos in order to exclude the possibility that
children were more attentive in the Non-conventional condition
due to the surprising behavior exhibited by the model. Results. An alpha level of .05 was used for all statistical tests. Age and sex were first entered into all of the models used in the
analyses, but were later removed as they were not significant in
any of the cases. Results. An alpha level of .05 was used for all statistical tests. Sex and age were first always entered into the analyses, but were
not significant in any case and were therefore removed from all
models. An independent samples T-test was performed on the percent-
age of looking at the three familiarization videos with condition as
a between subject variable. The analyses revealed a marginal effect
of
condition
(t(29) = 1.99, p = 0.057),
showing
that
children
attended to the videos slightly more in the Conventional condition
(Mean percentage of looking in the Conventional and the Non-
conventional condition: 98 and 94 percent, respectively). Discussion window. Children spent more time looking at the model than at
the other person and they looked longer in the Non-conventional
than the Conventional condition (Conventional/model: 2.82 sec;
Conventional/other: 1.99 sec; Non-conventional/model: 3.55 sec;
Non-conventional/other: 2.53 sec). No effects were found in the
after time-window (Conventional condition/model: 2.69 sec; Con-
ventional condition/other: 2.21 sec; Non-conventional condition/
model2.65 sec; Non-conventional condition/other: 2.47 sec, see
also Figure 3). window. Children spent more time looking at the model than at
the other person and they looked longer in the Non-conventional
than the Conventional condition (Conventional/model: 2.82 sec;
Conventional/other: 1.99 sec; Non-conventional/model: 3.55 sec;
Non-conventional/other: 2.53 sec). No effects were found in the
after time-window (Conventional condition/model: 2.69 sec; Con-
ventional condition/other: 2.21 sec; Non-conventional condition/
model2.65 sec; Non-conventional condition/other: 2.47 sec, see
also Figure 3). In this experiment we investigated whether 2-year-old children
form similar representations of a person based on the observed
level of conventionality in their tool using habits as they do based
on the language they speak. This design allowed us to test whether
children would associate a foreign and a native language
differentially to people based on the conventionality of his
behavior. We found that children associated a foreign language
to the model if he had previously performed goal-directed actions
in a non-conventional way, but formed an association between the
foreign language and the other person if previously the model had
been seen to act in a conventional way, making it unlikely that he
was the source of the foreign language utterance. On the other
hand, we found no evidence of children differentially associating a
native language to the two men. The latter result indicates that
different characteristics along which we form judgments about a
person (or possibly about social group membership) may be
organized hierarchically, and language represents a stronger cue
than certain other qualities (in this case tool-use, but see [21]). Children meet a vast number of people every day that differ along
countless traits but with a few exceptions they share a commonly
spoken tongue. Method Pair-wise analysis of the percentages of the aggregated looking
times during the three familiarization videos revealed a significant
effect of condition, with children looking overall longer in the
Conventional condition (d(25) = 3.08, p = 0.009). However, the
difference between looking times was relatively small with a mean
of 99 percent in the Conventional condition and 95 percent in the
Non-conventional condition. A GLM analysis on the total visit durations in the test phase
yielded a significant effect of condition (F(1, 24) = 24.34, p,0.001)
and target person (F(1, 24) = 4.34, p = 0.048) in the before time Repeated measures GLM analyses on the total visit durations
(factors: target person [model vs. other], condition [Conventional
vs. Non-conventional]) were performed separately for the before PLOS ONE | www.plosone.org July 2014 | Volume 9 | Issue 7 | e101680 July 2014 | Volume 9 | Issue 7 | e101680 3 Figure 1. Total looking times in the test phase of Experiment 1. The duration of overall looking times at the two photographs (depicting the
model and the other person) in the Conventional and Non-conventional condition, presented separately for the periods before and after the onset of
the foreign language stimulus. doi:10.1371/journal.pone.0101680.g001 Figure 1. Total looking times in the test phase of Experiment 1. The duration of overall looking times at the two photographs (depicting the
model and the other person) in the Conventional and Non-conventional condition, presented separately for the periods before and after the onset of
the foreign language stimulus. doi:10.1371/journal.pone.0101680.g001 Discussion Therefore hearing a text in their native language
will come as no surprise to them and will probably not elicit such a Analyzing the direction of the first fixations we found an effect
of the experimental condition in the before (x2 = 3.85, p = 0.05) time
window showing that most of the children in the Conventional
condition fixated on the model first (9 out of 13 participants) while
the majority of children in the Non-conventional condition fixated
on the other person first (9 out of 13 participants). However, after
the onset of the stimulus there was no difference between
conditions (x2 = 0.16, p = 0.69) with approximately the same
number of children looking at the model first in both conditions
(7 and 8 in the Conventional and Non-conventional condition,
respectively). Results are depicted in Figure 4. Figure 2. Distribution of first fixations after the onset of the audio stimulus in Experiment 1. Number of children looking first at the
model and at the other person in the Conventional and the Non-conventional condition after hearing the foreign language text. doi:10.1371/journal.pone.0101680.g002 Figure 2. Distribution of first fixations after the onset of the audio stimulus in Experiment 1. Number of children looking first at the
model and at the other person in the Conventional and the Non-conventional condition after hearing the foreign language text. doi:10.1371/journal.pone.0101680.g002 July 2014 | Volume 9 | Issue 7 | e101680 PLOS ONE | www.plosone.org 4 Figure 3. Looking times in the test phase of Experiment 2. The duration of overall looking times at the two photographs (depicting the model
and the other person) in the Conventional and Non-conventional condition, presented separately for the periods before and after the onset of the
native language stimulus. doi:10.1371/journal.pone.0101680.g003 Figure 3. Looking times in the test phase of Experiment 2. The duration of overall looking times at the two photographs (depicting the model
and the other person) in the Conventional and Non-conventional condition, presented separately for the periods before and after the onset of the
native language stimulus. doi:10.1371/journal.pone.0101680.g003 strong response from children. Supposedly this is reflected in the
fact that we found no differences in Experiment 2. qualities (in this case, language) of the person based on this
information. The phenomenon that even young children organize
information about people systematically has been recently shown
in a study where 6-month-old infants matched a non-native
language to an other-race face [31]. Discussion This study, similarly to ours
analyzed the looking-time patterns with photographs and spoken
texts as stimuli. First fixations were chosen as the subject of analyses as an
indication of participants’ expectation about who is more likely to
be the source of the foreign language. Since children were
presented with photographs, the question of to whom the voice
belongs is rather ambiguous, which becomes evident to partici-
pants once they start to visually explore the static stimuli. However, the direction of the first fixation provides information
about children’s expectations before the realization that the visual
stimuli will not help clear the ambiguity. Spoken language has been shown to occupy a prominent role in
children’s representations of humans. Children not only prefer
people belonging to the same linguistic group as themselves [18],
but they extend this preference to objects associated with a
linguistic in-group [20], and they selectively learn from people
speaking their own language [19,32]. This study has demonstrated
that these representations are not constrained to the domain of
language but are possibly part of a wider module designated to
reason about humans in terms of familiarity and conventionality of
their behavior. These characteristics are ultimately indications of
whether a person is in possession of the same cultural knowledge as
oneself. Analyzing the total visit durations in the test phase, we found a
preference towards the model before the onset of the audio
stimulus. This suggests that familiarity did have an effect in the test
phase, but preferences based on mere familiarity faded away by
the time the audio stimulus started and were also suppressed by the
conflicting information that was provided about the model’s
behavioral habits (this is reflected in the between-conditions
difference in first fixations in Experiment 1 and the even
distribution of first fixations in Experiment 2). Differentiating between people based on whether they share the
same cultural knowledge has great adaptive value in managing
every day life. In conducting interactions with others we
unconsciously rely on an immense amount of shared knowledge Our results suggest that children take the familiarity and the
conventionality of performed actions into account in forming
representations about a person, and they generalize to other References Quinn PC, Yahr J, Kuhn A, Slater AM, Pascalis O (2002) Representation of the
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olds, but not newborns, prefer own race faces. Dev Sci 8(6): 31–36. 14. Kelly DJ, Quinn PC, Slater AM, Lee K, Gibson A, et al. (2005) olds, but not newborns, prefer own race faces. Dev Sci 8(6): 31–36 31. Uttley L, de Boisferon H, Dupierrix E, Lee K, Quinn PC, et al. (2013) Six-
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the social group: A social categorization theory. Oxford: B. Blackwell. 4. Bahrick LE, Netto D, Hernandez-Reif M (1998) Intermodal Perception of Adult
and Child Faces and Voices by Infants. Child Dev 69(5): 1263–1275. 23. Sherif M, Harvey OJ, White BJ, Hood WR, Sherif CW (1961) Intergroup
cooperation and competition: The Robbers Cave experiment. 5. Leinbach MD, Fagot BI (1993) Categorical habituation to male and female
faces: Gender schematic processing in infancy. Infant Behav Dev 16(3): 317–
332. cooperation and competition: The Robbers Cave experiment. 24. Sidanius J, Pratto F (1993) The inevitability of oppression and the dynamics of
social dominance. In: Sniderman PM, Tetlock PE, Carmines EG, editors. Prejudice, politics, and the American dilemma. Stanford: Stanford University
Press. pp. 173–211. 6. Miller CL (1983) Developmental changes in male/female voice classification by
infants. Infant Behav Dev 6: 313–330. pp
25. Sperber D, Hirschfeld LA (2004) The cognitive foundations of cultural stability
and diversity. Trends Cogn Sci 8(1): 40–46. 7. Poulin-Dubois D, Serbin LA, Kenyon B, Derbyshire A (1994) Infants’
intermodal knowledge about gender. Dev Psychol 30: 436–442. intermodal knowledge about gender. Dev Psychol 30: 436–442 26. Cosmides L, Tooby J, Kurzban R (2003) Perceptions of race. Trends Cogn Sci
7(4): 173–179. 8. Detailed description of the video stimuli In the Conventional condition the model uses the scissors to
cut the paper, while in the Non-conventional condition the model
uses them to cut a banana. In sum, this study has demonstrated that young children rely on
the familiarity of tool using actions in forming judgments about a
person and these representations are convergent with the ones
based on language use. We propose that these two characteristics
are alike in that they both belong to the body of culturally
accumulated and shared knowledge. This study opens the ground
for further investigations aiming to test the potential role that cues
of culturally shared knowledge play in representing social groups. Author Contributions Conceived and designed the experiments: KO FE GB IK. Performed the
experiments: KO FE GB. Analyzed the data: KO FE GB IK. Wrote the
paper: KO FE GB IK. Conceived and designed the experiments: KO FE GB IK. Performed the
experiments: KO FE GB. Analyzed the data: KO FE GB IK. Wrote the
paper: KO FE GB IK. Social Categorization by Cues of Sharing Knowledge without which our interactions would be infinitely more difficult,
unsuccessful or even dangerous (think of the example of driving on
the inappropriate side of the road). Appendix Detailed description of the video stimuli Detailed description of the video stimuli 1. Food vs. Hair. The setup includes a fork and a brush
(tools), a plate of food and the model’s hair being messy
(implication of goals). In the Conventional condition the model
uses the fork to eat some potato from a plate, while in the Non-
conventional condition the model uses the fork to brush his hair. 1. Food vs. Hair. The setup includes a fork and a brush
(tools), a plate of food and the model’s hair being messy
(implication of goals). In the Conventional condition the model
uses the fork to eat some potato from a plate, while in the Non-
conventional condition the model uses the fork to brush his hair. From a developmental point of view, this differentiation also
gains great importance as children are in the process of acquiring
the necessary cultural knowledge to become a competent member
of a particular society. For this, they must be able to identify
reliable sources information, whose knowledge is likely to prove
useful to them as well (see [20]). It is also worth noticing that
children already at the age of two are extremely sensitive to
violations of norms [33], which means that they are equipped with
the ability to form judgments of violating or adhering to social
conventions. 2. Liquid vs. Locket. The setup includes a key and a spoon
(tools), a glass of liquid and a locket (implications of goals). In the
Conventional condition the model uses the key to open the locket,
while in the Non-conventional condition the model uses the key to
stir the liquid. 2. Liquid vs. Locket. The setup includes a key and a spoon
(tools), a glass of liquid and a locket (implications of goals). In the
Conventional condition the model uses the key to open the locket,
while in the Non-conventional condition the model uses the key to
stir the liquid. 3. Banana vs. Paper. The setup includes a knife and a pair
of scissors (tools), a banana and some crepe paper (implications of
goals). In the Conventional condition the model uses the scissors to
cut the paper, while in the Non-conventional condition the model
uses them to cut a banana. 3. Banana vs. Paper. The setup includes a knife and a pair
of scissors (tools), a banana and some crepe paper (implications of
goals). Figure 4. Distribution of first fixations after the onset of the audio stimulus in Experiment 2. Number of children looking first at the
model and at the other person in the Conventional and the Non-conventional condition after hearing the native language text. doi:10.1371/journal.pone.0101680.g004 Figure 4. Distribution of first fixations after the onset of the audio stimulus in Experiment 2. Number of children looking first at the
model and at the other person in the Conventional and the Non-conventional condition after hearing the native language text. doi:10.1371/journal.pone.0101680.g004 July 2014 | Volume 9 | Issue 7 | e101680 PLOS ONE | www.plosone.org 5 Social Categorization by Cues of Sharing Knowledge Social Categorization by Cues of Sharing Knowledge Social Categorization by Cues of Sharing Knowledge References Buttelmann D, Zmyj N, Daum M, Carpenter M (2012) Selective Imitation of In-
Group Over Out-Group Members in 14-Month-Old Infants. Child Dev 84(2):
422–428. 17. Kinzler KD, Spelke ES (2011) Do infants show social preferences for people
differing in race? Cogn 119(1), 1–9. 33. Rakoczy H, Warneken F, Tomasello M (2008) The sources of normativity:
Young children’s awareness of the normative structure of games. Dev Psychol
44(3): 875. 18. Kinzler KD, Dupoux E, Spelke ES (2007) The native language of social
cognition. Proc Natl Acad Sci U S A 104(30): 12577–12580. July 2014 | Volume 9 | Issue 7 | e101680 PLOS ONE | www.plosone.org 6
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Impact of the village health center project on contraceptive behaviors in rural Jordan: a quasi-experimental difference-in-differences analysis
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Komasawa et al. BMC Public Health (2019) 19:1415
https://doi.org/10.1186/s12889-019-7637-9 Komasawa et al. BMC Public Health (2019) 19:1415
https://doi.org/10.1186/s12889-019-7637-9 Open Access Impact of the village health center project
on contraceptive behaviors in rural Jordan:
a quasi-experimental difference-in-
differences analysis Makiko Komasawa1*
, Motoyuki Yuasa1, Yoshihisa Shirayama2, Miho Sato3, Yutaka Komasawa4 and Malak Alouri5 Makiko Komasawa1*
, Motoyuki Yuasa1, Yoshihisa Shirayama2, Miho Sato3, Yutaka Komasawa4 Abstract 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. * Correspondence: mkomasa@juntendo.ac.jp
1Department of Public Health, Faculty of Medicine, Juntendo University, 2-1-1
Hongo, Bunkyo-ku, Tokyo 113-8421, Japan
Full list of author information is available at the end of the article * Correspondence: mkomasa@juntendo.ac.jp * Correspondence: mkomasa@juntendo.ac.jp Correspondence: mkomasa@juntendo.ac.jp
1Department of Public Health, Faculty of Medicine, Juntendo University, 2-1-1
Hongo, Bunkyo-ku, Tokyo 113-8421, Japan
Full list of author information is available at the end of the article p
@j
jp
1Department of Public Health, Faculty of Medicine, Juntendo University, 2-1-1
Hongo, Bunkyo-ku, Tokyo 113-8421, Japan
Full list of author information is available at the end of the article Abstract Background: Appropriate contraceptive use remains a major health challenge in rural Jordan. The Japan International
Cooperation Agency implemented a project aimed at enhancing the capacity of village health centers (VHCs) to improve
the quality and quantity of family planning (FP) services in rural Jordan in 2016–2018. Facility- and community-based
approaches were integrated into the interventions. We evaluated the project’s impacts on contraceptive behaviors and
the effectiveness of the two approaches. Methods: We used a difference-in-differences analysis based on the project baseline and endline surveys, and logistic
regression analysis to assess associations between eight primary outcomes and three secondary outcomes (impacts). The
unit of intervention was five target VHCs; the unit of analysis was currently married women of reproductive age (15–49
years) in five intervention and five control villages. Results: Overall, 2061 married women participated; 83.8% were in need of FP. Compared with the control villages,
significant effects, ranging from + 0.4% points (pp) to + 11.5 pp., were observed in the intervention villages for six primary
outcomes in these categories: increasing the use of FP services at VHCs, participation in health promotion activities, and
changing the sources of reproductive health information. There was a trend toward improved secondary outcomes in the
intervention villages, but no significant differences were observed between the intervention and control villages
regarding modern contraceptive use (mCU; + 4.3 pp), traditional contraceptive use (tCU; −0.5 pp), and spousal agreement
on contraception (+ 5.1 pp). mCU was positively associated with five primary outcomes: obtaining contraceptives at VHCs
[adjusted odds ratio (AOR) 3.44, 95% confidence interval (CI) 1.26–9.40], education sessions at VHC (AOR 7.41, 95% CI 1.60–
34.39), health activities in communities (AOR 7.41, 95% CI 3.28–16.78), counseling by private doctor/clinic (AOR 0.62, 95%
CI 0.40–0.97), and information gained through TV (AOR 0.50, 95% CI 0.32–0.76). Spousal agreement on contraception
showed similar positive trends. tCU was associated only with TV. Conclusions: The project had impacts on increased mCU and husbands’ perception of contraception in rural Jordan. The
integration of facility- and community-based approaches may be effective in shifting from tCU to mCU in other rural
areas. Keywords: Evaluation, Impact, Difference-in-differences analysis, Family planning, Modern contraceptives, Community-
based approach, Jordan, Japan International Cooperation Agency © The Author(s). © The Author(s). 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
* Correspondence: mkomasa@juntendo.ac.jp
1Department of Public Health, Faculty of Medicine, Juntendo University, 2-1-1
Hongo, Bunkyo-ku, Tokyo 113-8421, Japan
Full list of author information is available at the end of the article Project description j
p
The Jordanian local health system comprises VHCs at
the bottom and primary health centers (PHCs) and com-
prehensive health center (CHCs) as core primary health-
care facilities in the health directorate. The level of
primary healthcare services provided by PHCs and
CHCs is almost the same as that provided by general
practitioners and midwives, including IUD insertions
and removals. Generally, VHCs are located in rural areas
where CHCs/PHCs are not available. These primary
health care facilities provide services free of charge with
the exception of some medications and IUD services. In
principle, one nurse (various cadres from registered
nurse to aid nurse) or midwife is assigned to one VHC
apart from a part-time outreach doctor and a midwife
from the upper CHCs/PHCs for 2–3 days per week. The
minimum VHC services include provision of basic medi-
cations by the part-time doctor and more simple care by
the nurse or midwife, such as vital sign monitoring,
minor surgery, and provision of essential medication as
per the doctor’s prescription. The current MOH regula-
tion restricts the provision of FP services by trained mid-
wives. However, there is a severe shortage of trained
midwives and lack of essential equipment in rural areas
that has led to the absence of FP services in rural
communities. Due to the efforts of MOH and its partners, the
contraceptive prevalence rate in Jordan increased from
40% in 1990 to 61% in 2012 [6]. However, this improve-
ment was dependent on the use of traditional contracep-
tive methods (e.g. rhythm, withdrawal, and breastfeeding
as a non-lactational amenorrhea method), and disparity
remains between urban and rural areas [6]. The use of
modern contraceptive methods [e.g. intrauterine devices
(IUDs), pills, and male condoms, the top three contra-
ceptive methods used in Jordan] has plateaued at 46%
for currently married women of reproductive age (15–
49 years) [6], which is lower than the world average of
58% and the average of other Muslim-majority countries
in the middle eastern region, such as Egypt, Morocco,
and Tunisia (59, 61, and 57%, respectively) [7]. These
facts indicate that Jordan is still facing difficulties in
transitioning from traditional to modern contraceptive
methods. Using traditional methods or failure to use
modern methods causes unintended pregnancies, leading
to adverse health effects in both mothers and children
[8–11]. Thus, appropriate FP practice remains a major
health challenge in the rural areas of Jordan. Background in Jordan [13]. Therefore, the present study aimed to
evaluate the project’s impacts on contraceptive behaviors
and determine the effectiveness of the two approaches in
rural Jordan. Over the past several decades, Jordan has faced issues of
severe shortage of natural resources and rapid growth of
population [1]. Furthermore, the massive influx of
people from surrounding countries during this decade
has become a major burden on the Jordanian health sys-
tem [2]. The Ministry of Health (MOH) and the Higher
Population Council, along with various partners in
Jordan, have continuously implemented reproductive
health projects, including family planning (FP) programs
since the 1990s [2, 3]. Projects funded by the United
States Agency for International Development (USAID)
and the Japan International Cooperation Agency (JICA)
have played major supporting roles in the field of repro-
ductive health in Jordan [4, 5]. © The Author(s). 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Komasawa et al. BMC Public Health (2019) 19:1415 Page 2 of 10 Project description The
community-based
interventions
also
comprised
five
components: (i) supporting the establishment of a com-
munity health committee in each village; (ii) providing
workshops to the committee members; (iii) encouraging
committee members to make an action plan for the ac-
tivities; (iv) monitoring their activities monthly; and (v)
providing seed money for the first 4 months (a total of
100 Jordanian dinars, equivalent to approximately 140
US dollars as of October 2017). The actual period of the
interventions was from October 2016 to January 2018
(13 months) for the facility-based interventions and from
April
2017
to
January
2018
(10 months)
for
the
community-based interventions. [counseling by VHC health staff or by private doctor/
clinic, and information gained through TV (TV)]. Sec-
ondary outcomes were impacts on contraception behav-
iors and spousal’s perception of FP use: the percentage
of modern contraceptive use (mCU), percentage of trad-
itional contraceptive use (tCU), and percentage of spou-
sal agreement on contraception. A questionnaire was designed based on the Jordan
Population and Family Health Survey 2012 (JPFHS 2012)
[6], with three questions added from the survey con-
ducted by the Jordan Communication, Advocacy, and
Policy project funded by USAID [17]. The draft ques-
tionnaire was tested in Irbid villages, which were neither
intervention nor control areas, and was modified for
suitability to the local participants. Questions included
participants’ basic characteristics, household conditions,
contraceptive
behaviors,
VHC
use,
participation
in
health promotion activities, and sources of reproductive
health information. According to the project monitoring documents [12],
four training sessions for the VHC health staff and three
workshops for doctor/midwife were conducted. Conse-
quently, the number of FP service users at six target
VHCs in Irbid increased from 0 to 742 after a 13-month
intervention. Regarding community activities, all villages
established the community health committees, made ac-
tion plans, and implemented various activities. Conse-
quently, 103 health promotion events were conducted in
six villages and the number of participants reached 2051
within a 10-month period. Activities conducted in each
village varied from group educational sessions (e.g. at
VHCs, schools, community-based associations, or village
leaders’ houses), home-visits by VHC staff to free med-
ical campaigns with a mobile clinic in collaboration with
private companies. A field survey was conducted from September to Oc-
tober 2016 for baseline and from January to February
2018 for endline. Trained female interviewers visited
households and interviewed the eligible women using
the structured questionnaire. Project description To address these situations, the project team, together
with MOH, decided to equip VHCs to enable them to
provide FP services using the currently available staff. The project sites were Irbid, Mafraq, and Balqa health
directorates. The 14 target VHCs (six in Irbid, six in
Mafraq, and two in Balqa) were purposely selected by
MOH and the project team on the basis of the location
of these VHCs in rural areas that do not have access to
advanced health facilities, as well as the availability of
basic health personnel. Detailed selection criteria for the
study
sites
are
described
in
the
study
population
subsection. To improve the situation, JICA had implemented a
technical cooperation project, entitled “Project for im-
provement of services at village health centers in rural
host communities of Syrian refugees (the VHC project),”
in collaboration with the Jordanian MOH from April
2016 to April 2018 [12]. This project primarily aimed at
enhancing the capacity of village health centers (VHCs)
to improve the quality and quantity of FP services and
eventually accelerate the appropriate modern contracep-
tive use to reduce unintended pregnancies in rural
northern Jordan. Under this project, two approaches
were
implemented:
facility-based
interventions
for
expanding quality FP service provision and community-
based interventions for generating demands for modern
contraceptive use. The facility-based interventions comprised five com-
ponents: (i) providing a series of FP training for nurses
or midwives in VHCs; (ii) conducting workshops for
doctors and midwives who were periodically serving at
VHCs; (iii) providing basic medical equipment; furniture;
and information, education, and communication (IEC)
materials required in FP services (i.e. FP counseling and
providing pills and male condoms); (iv) conducting
supervisory visits by maternal and child health supervi-
sors from a local health directorate as well as MOH; and Notably, few studies have evaluated the effectiveness
of FP projects using a rigorous epidemiological method Komasawa et al. BMC Public Health (2019) 19:1415 Page 3 of 10 Page 3 of 10 (v) updating the FP service manual for VHC staff. Project description Written informed consents
were obtained from all participants. For married adoles-
cents aged 15–17 years, in addition to the written in-
formed consents, verbal consents were obtained from
their husbands, parents-in-law, or other legal guardians
during initial contact with the participants. Study design
A diff Primary outcomes were the direct benefits of the
project, comprising three categories with eight indica-
tors: (i) use of VHC with three indicators (FP counseling,
obtaining contraceptives, and general counseling); (ii)
participation in health promotion activities (education
sessions at VHCs and health activities in communities);
and (iii) sources of reproductive health information Page 4 of 10 Komasawa et al. BMC Public Health (2019) 19:1415 Fig. 1 Map of Irbid health directorate. Footnote: The bold lines indicate the boundary of four health districts (Irbid, Kura, Al-Aghwar Shamaleh,
and Bani Kenanah), and the dotted lines indicate the boundary of five districts in the Irbid health district (Kasbeit Irbid, Al-Wastiyah, Al-Taebah, Al-
Mazar ash-Shamail and Bani Obeid) Fig. 1 Map of Irbid health directorate. Footnote: The bold lines indicate the boundary of four health districts (Irbid, Kura, Al-Aghwar Shamaleh,
and Bani Kenanah), and the dotted lines indicate the boundary of five districts in the Irbid health district (Kasbeit Irbid, Al-Wastiyah, Al-Taebah, Al-
Mazar ash-Shamail and Bani Obeid) Zα = standard normal deviation at 95% confidence
level (1.96) W = confidence interval W = confidence interval Considering the stratification effect, invalid question-
naires, and prevalence of currently infecund women, the
sample size was increased to 500 for both the interven-
tion and control groups. Thus, we intended to recruit a
total of 1000 participants for both baseline and endline
surveys. Study design
A diff Among the three project-target directorates, the study
team selected Irbid health directorate as the study area be-
cause the other two health directorates had previously re-
ceived similar interventions by other programs. Irbid
health directorate has a population of 1.8 million [18]; it is
located 100 km north of Amman, sharing a border with
Syria. Generally, the upper northern and western parts of
the Irbid health directorate are rural and remote areas
where people experience difficulties in accessing health fa-
cilities, whereas the southern parts are urban. The project
team selected one intervention VHC from each health dis-
trict (Fig. 1). Regarding Irbid health district, there are five
districts; the project team selected one VHC in the Taebah
district and two in the northern part of the Kasbeit Irbid
district because of the large area and population of the lat-
ter. Among the six intervention VHCs, the study team ex-
cluded one VHC in the Kasbeit Irbid because two VHCs
were closely located. With respect to the control VHCs,
the study team chose a VHC to match an intervention
VHC from the same health district on the basis of similar
demographic and economic characteristics. However, be-
cause the Kura health district has only one VHC, its con-
trol VHC was chosen from the Al-Wastiyah district. A difference-in-differences (DID) analysis was used to
compare outcome changes overtime between the inter-
vention and control groups to measure the impacts of
interventions [14]. DID is one of the quasi-experimental
designs that is frequently used for the estimation of
causal relationships in settings where randomized con-
trol trials are infeasible or unethical [13, 15, 16]. Assum-
ing that the outcome of the intervention group would
follow “parallel trends” with the outcome of the control
group over time in the absence of intervention, DID can
help estimate the causal effects of the treatment [14]. The unit of intervention in this study was VHCs, and
the unit of analysis was currently married women of re-
productive age (15–49 years) who lived in the catchment
areas of both the intervention and nonintervention
VHCs. Sampling design To determine the sample size of the catchment popula-
tion in each VHC, the probability proportionate to the
population size was applied, based on the household
frame of the 2015 Jordan Census [18]. In each village,
participating households were selected by systematic
random sampling. If more than one eligible woman was
available in one household, the interviewer randomly se-
lected one participant. In case of absence or unavailabil-
ity of eligible woman on the second visit, the household
was replaced by a neighboring house. P = estimated mCU in a study area (40%) P = estimated mCU in a study area (40%) Data analysis We estimated an mCU of 40% in the intervention area
at baseline on the basis of data of JPFHS 2012 [6], and
the result obtained using the following formula indicated
that the required minimum sample size was at least 369: First, the basic characteristics of participants were com-
pared between the intervention and control groups at
baseline and endline. Second, the DID analysis was con-
ducted using the eight primary outcome indicators at
both baseline and endline between the two groups. To
obtain mCU and tCU in the impacts, the number of
women in need of FP (currently fecund women) was
identified. Third, the DID analysis was used to evaluate
the impacts (mCU, tCU, and spousal agreement on N ¼ 4Za2 Pð1−PÞ
W 2 N = minimum sample size required for systematic ran-
dom sampling Komasawa et al. BMC Public Health (2019) 19:1415 Page 5 of 10 Page 5 of 10 contraception). Finally, logistic regression analysis (refer-
ence was “no”) was performed to examine the associ-
ation between the eight primary outcomes and the three
impacts separately at endline point. P < 0.05 was consid-
ered statistically significant. STATA version 15 (STATA
Corporation, Texas, USA) was used for DID analysis and
SPSS version 25 (IBM, Chicago, USA) for other statis-
tical analyses. indicators of participation in health promotion activities
showed substantial effects between baseline and endline:
education session at VHCs and community health activ-
ities had intervention effects of + 11.5 pp. and + 8.1 pp., re-
spectively, with P < 0.001 for both. Regarding the sources
of reproductive health information, counseling by VHC
staff showed an upward trend, whereas counseling by pri-
vate doctor/clinic and TV exhibited a downward trend in
both the intervention and control groups. Considering
changes in the control group as counterfeit counterfac-
tuals, six of the eight primary indicators in the interven-
tion group showed expected effects at significant levels. Participant characteristics In total, 510 and 509 women at baseline and 508 and
534 at endline were enrolled in the intervention and
control groups, respectively. There were no significant
differences in the sociodemographic characteristics be-
tween the intervention and control groups at both base-
line and endline (Tables 1 and 2). The number of
women in need of FP (fecund women) in the interven-
tion and control groups was 434 and 432 at baseline and
426 and 435 at endline, respectively. Effects of intervention on secondary outcomes y
Table 4 shows the DID estimates of the secondary out-
comes (impacts). mCU increased from 47.0% at baseline
to 51.9% at endline in the intervention group and from
48.8% to 49.4% in the control group, resulting in + 4.3
pp. effect (P = 0.376). Similarly, the effects of tCU and
spousal agreement on contraception were −0.5 pp. (P =
0.901) and + 5.1 pp. (P = 0.057), respectively. Expected ef-
fects were observed after controlling, although there was
no significant difference in the secondary outcomes be-
tween the two groups. Effects of intervention on primary outcomes Table 3 presents the DID analysis results for primary out-
comes. Regarding the use of services at VHCs, the inter-
vention effects for the three indicators FP counseling,
obtaining contraceptives, and general counseling increased
by + 4.1 percentage points (pp.), + 7.6 pp., and + 4.9 pp.,
with P = 0.004, < 0.001, and 0.005, respectively. The two Association between primary and secondary outcomes
Table 5 summarizes the results on the association be-
tween the three secondary outcomes (mCU, tCU, and Association between primary and secondary outcomes Conversely, tCU was associated with only
one primary outcome: TV (AOR 0.40, 95% CI 0.21–
Table 2 Basic characteristics of participants of intervention and control groups at endline
Variable
Intervention group
Control group
P-value
(N = 508)
(N = 534)
n
(%)
n
(%)
Age (mean [SD])
34.5
[7.97]
34.4
[8.62]
0.79a
Nationality
Jordan
482
(94.9)
507
(94.9)
0.24b
Syrian
25
(4.9)
22
(4.1)
Others
1
(0.2)
5
(0.9)
Schooling (years)
No education
6
(1.2)
5
(0.9)
0.84b
1–10
139
(27.4)
159
(29.8)
11–12
210
(41.4)
215
(40.3)
13+
152
(30.0)
155
(29.0)
Age at first marriage (mean [SD])
21.0
[4.35]
21.2
[4.46]
0.44a
Number of children (mean [SD])
3.5
[2.13]
3.3
[1.96]
0.08a
Years at current residence (mean [SD])
9.2
[7.89]
9.4
[8.05]
0.72a
Monthly household incomec (mean [SD])
391.8
[204.31]
374.8
[177.73]
0.16a
(Medium)
(350.0)
(350.0)
SD standard deviation
at-test
bChi-square test
cJordan dinar
Table 3 Effects of the intervention on primary outcomes from the DID analysis
Variable
Intervention group (%)
Control group (%)
Difference
Assumptiona
DID
P-value
Baseline
Endline
P-value
Baseline
Endline
P-value
e
f
(e – f)
(N = 510)
(N = 508)
(N = 509)
(N = 534)
a
b
c
d
b −a
d −c
Use of VHCs’ services
FP counseling
0.2
4.9
0.001
2.4
3.0
0.52
4.7
0.6
4.1
0.004
Obtaining contraceptive
1.4
8.9
< 0.001
2.2
2.1
0.91
7.5
−0.1
7.6
< 0.001
General counseling
1.4
6.3
< 0.001
4.7
4.7
0.98
4.9
0.0
4.9
0.005
Participation in health promotion activities
Education sessions at VHCs
2.9
18.9
< 0.001
2.4
6.9
0.54
16.0
4.5
11.5
< 0.001
Health activities in communities
0.8
8.7
< 0.001
0.4
0.2
< 0.001
7.9
−0.2
8.1
< 0.001
Source of reproductive health information
Counseling by VHC staff
5.5
14.2
< 0.001
3.1
6.2
0.02
8.7
3.1
5.6
0.012
Counseling by private doctor/clinic
42.0
35.6
0.04
43.0
34.5
0.01
−6.4
−8.5
2.1
0.639
TV
65.9
52.0
< 0.001
68.2
53.9
< 0.001
−13.9
−14.3
0.4
0.963
DID difference-in-differences, VHCs village health centers, FP family planning
aCounterfactual assumption Table 2 Basic characteristics of participants of intervention and control groups at endline
Variable
Intervention group
Control group
P-value
(N = 508)
(N = 534)
n
(%)
n
(%)
Age (mean [SD])
34.5
[7.97]
34.4
[8.62]
0.79a
Nationality
Jordan
482
(94.9)
507
(94.9)
0.24b
Syrian
25
(4.9)
22
(4.1)
Others
1
(0.2)
5
(0.9)
Schooling (years)
No education
6
(1.2)
5
(0.9)
0.84b
1–10
139
(27.4)
159
(29.8)
11–12
210
(41.4)
215
(40.3)
13+
152
(30.0)
155
(29.0)
Age at first marriage (mean [SD])
21.0
[4.35]
21.2
[4.46]
0.44a
Number of children (mean [SD])
3.5
[2.13]
3.3
[1.96]
0.08a
Years at current residence (mean [SD])
9.2
[7.89]
9.4
[8.05]
0.72a
Monthly household incomec (mean [SD])
391.8
[204.31]
374.8
[177.73]
0.16a
(Medium)
(350.0)
(350.0)
SD standard deviation
at-test
bChi-square test
cJordan dinar Table 2 Basic characteristics of participants of intervention and control groups at endline spousal agreement on contraception) and the eight pri-
mary outcomes at endline using the logistic regression
analysis separately. Association between primary and secondary outcomes Table 1 Basic characteristics of participants of intervention and control groups at baseline
Variable
Intervention group
Control group
P-value
(N = 510)
(N = 509)
n
(%)
n
(%)
Age (mean [SD])
34.4
[7.86]
34.4
[8.18]
0.91a
Nationality
Jordan
483
(94.7)
490
(96.3)
0.32b
Syrian
26
(5.1)
17
(3.3)
Others
1
(0.2)
2
(0.4)
Years of school attendance (years)
No education
5
(1.2)
2
(0.9)
0.68b
1–10
141
(27.4)
135
(29.8)
11–12
219
(41.4)
225
(40.3)
13+
145
(30.0)
146
(29.0)
Age at first marriage (mean [SD])
21.1
[4.32]
21.6
[4.80]
0.06a
Number of children (mean [SD])
3.5
[2.18]
3.4
[2.04]
0.28a
Years at current residence (mean [SD])
9.1
[7.89]
8.4
[7.70]
0.14a
Monthly household incomec (mean [SD])
380.3
[175.92]
382.2
[185.25]
0.87a
(Medium)
(350.0)
(350.0)
SD standard deviation Table 1 Basic characteristics of participants of intervention and control groups at baseline Komasawa et al. BMC Public Health (2019) 19:1415 Page 6 of 10 spousal agreement on contraception) and the eight pri-
mary outcomes at endline using the logistic regression
analysis separately. mCU showed positive association
with five primary outcomes with a significant difference:
obtaining contraceptives at VHCs [adjusted odds ratio
(AOR) 3.44, 95% confidence interval (CI) 1.26–9.40],
education sessions at VHC (AOR 7.41, 95% CI 1.60–
34.39), health activities in communities (AOR 7.41, 95%
CI
3.28–16.78),
counseling
by
private
doctor/clinic
(AOR 0.62, 95% CI 0.40–0.97), and TV (AOR 0.50, 95%
CI 0.32–0.76). aCounterfactual assumption Association between primary and secondary outcomes mCU showed positive association
with five primary outcomes with a significant difference:
obtaining contraceptives at VHCs [adjusted odds ratio
(AOR) 3.44, 95% confidence interval (CI) 1.26–9.40], education sessions at VHC (AOR 7.41, 95% CI 1.60–
34.39), health activities in communities (AOR 7.41, 95%
CI
3.28–16.78),
counseling
by
private
doctor/clinic
(AOR 0.62, 95% CI 0.40–0.97), and TV (AOR 0.50, 95%
CI 0.32–0.76). Conversely, tCU was associated with only
one primary outcome: TV (AOR 0.40, 95% CI 0.21– Table 3 Effects of the intervention on primary outcomes from the DID analysis
Variable
Intervention group (%)
Control group (%)
Difference
Assumptiona
DID
P-value
Baseline
Endline
P-value
Baseline
Endline
P-value
e
f
(e – f)
(N = 510)
(N = 508)
(N = 509)
(N = 534)
a
b
c
d
b −a
d −c
Use of VHCs’ services
FP counseling
0.2
4.9
0.001
2.4
3.0
0.52
4.7
0.6
4.1
0.004
Obtaining contraceptive
1.4
8.9
< 0.001
2.2
2.1
0.91
7.5
−0.1
7.6
< 0.001
General counseling
1.4
6.3
< 0.001
4.7
4.7
0.98
4.9
0.0
4.9
0.005
Participation in health promotion activities
Education sessions at VHCs
2.9
18.9
< 0.001
2.4
6.9
0.54
16.0
4.5
11.5
< 0.001
Health activities in communities
0.8
8.7
< 0.001
0.4
0.2
< 0.001
7.9
−0.2
8.1
< 0.001
Source of reproductive health information
Counseling by VHC staff
5.5
14.2
< 0.001
3.1
6.2
0.02
8.7
3.1
5.6
0.012
Counseling by private doctor/clinic
42.0
35.6
0.04
43.0
34.5
0.01
−6.4
−8.5
2.1
0.639
TV
65.9
52.0
< 0.001
68.2
53.9
< 0.001
−13.9
−14.3
0.4
0.963
DID difference-in-differences, VHCs village health centers, FP family planning
aCounterfactual assumption Komasawa et al. BMC Public Health (2019) 19:1415 Page 7 of 10 Table 4 Effects of the intervention on secondary outcomes from the DID analysis
Variable
Intervention group (%)
Control group (%)
Difference
Assumptiona
DID
P-value
Baseline
Endline
P-value
Baseline
Endline
P-value
e
f
(e - f)
(N = 434)
(N = 426)
(N = 432)
(N = 435)
a
b
c
d
b −a
d −c
Modern contraceptive use
47.0
51.9
0.15
48.8
49.4
0.86
4.9
0.6
4.3
0.376
Traditional contraceptive use
23.7
25.4
0.58
22.2
24.4
0.46
1.7
2.2
−0.5
0.901
Spousal agreement on contraception
86.5
92.5
0.001
88.6
89.5
0.07
6.0
0.9
5.1
0.057
DID difference-in-differences
aCounterfactual assumption 0.75). Association between primary and secondary outcomes Spousal agreement on contraception was influenced
by six primary outcomes: FP counseling at VHC (AOR
12.01, 95% CI 1.49–96.57), obtaining contraceptives at
VHC (AOR 3.28, 95% CI 1.35–8.00), education sessions at
VHC (AOR 6.72, 95% CI 2.28–19.84), health activities in
communities (AOR 6.22, 95% CI 3.45–11.21), counseling
by private doctor/clinic (AOR 0.71, 95% CI 0.53–0.95),
and TV (AOR 0.48, 95% CI 0.36–0.65). The results obtained for the primary outcomes showed
that the project interventions of expanding FP services
at VHCs promoted the utilization of FP services at
VHCs. This result may be explained by two reasons. First, the project began to provide free FP services (i.e. counseling and providing pills and male condoms) at
VHCs, which were easily accessible for local women
whose primary transportation means was walking: 85.1%
of all women who used VHCs in the previous year
walked to the facility according to the information col-
lected in the endline survey. Second, the quality of ser-
vices at VHCs may have visibly improved (e.g. better
attitude of trained health personnel and availability of
standardized counseling using updated IEC materials
and other tools for FP counseling in VHCs). This was
supported by the fact that 47.9% of study participants
who used VHCs in the past year recognized improve-
ment in the services within 1 year at endline: 82.7% par-
ticipants reported improvements regarding increased
variety of services, 35.1% reported improvement in hard-
ware setting, 34.6% reported improvement in IEC mate-
rials, and 51.4% reported a better attitude of nurses or Discussion The community-based inter-
vention in this project was to start establishing commu-
nity health committees comprising local leaders, both
male and female, in each community; subsequently, ap-
propriate FP messages would be delivered by health pro-
fessionals and local networks to male decision makers in
communities or at home. This is in line with a previous
study in the Islamic world [24], which illustrated that a
community-based approach is effective in addressing the
social barriers and lack of access to information con-
cerning FP and in increasing the adoption of modern
contraception. Contrarily, tCU showed a weak associ-
ation with the primary outcomes, which might be be-
cause the project did not involve direct intervention of
tCU. These findings imply that the positive impacts are
attributable to facility- and community-based interven-
tions, in line with the common findings of previous
studies [8, 14, 25, 26]. midwives. Moreover, participation in health promotion
activities substantially increased. Although some local
women from the control areas may have attended the
health promotion activities in intervention areas, it did
not result in overvaluation of the project effect. These
primary outcomes may induce impacts regarding FP be-
havior and perception changes. p
p
g
There have been changes in the trends in sources of
reproductive health information: an increase in counsel-
ing by VHC staff, whereas a decrease in counseling by
private doctor/clinic and FP information through TV. These results indicate that the project interventions led
to a shift from gaining information through private facil-
ities or mass media to face-to-face counseling by local
VHCs. This tendency was inconsistent with the findings
of previous studies. First, a Jordanian study reported that
Jordanian women in urban areas relied more on private
doctor/clinic for using modern contraceptive services
[11]. Second, it is believed that mass media has been ef-
fectively delivering FP messages for several decades
worldwide [8, 19]; however, the effect is observed only
when mass media is used through programmatic ap-
proaches, such as creating entertainment (e.g. soap
opera), combining with social marketing, or developing
interpersonal communication mechanisms [13]. Our re-
sults indicated that in rural Jordan, free, interpersonal
counseling at walking distance was more appreciated
than that provided in private facilities or provided
through mass media as a source of FP information. The expected impacts of the project were contracep-
tive behavior changes and acceptance. Discussion To the best of our knowledge, this is the first study to
evaluate the impacts of the project on FP behavior
changes in Jordan using a rigorous method. The DID
analysis revealed that the project interventions increased
the utilization of FP services at VHCs and participation
in health promotion activities. The estimated effects also
indicated an increase in modern contraceptive use and
spousal acceptance of contraception. The association be-
tween the primary indicators and secondary indicators
(impacts)
shows
that
integrating
the
facility-
and
community-based approaches may contribute to the
emergence of these impacts. 5 Factors associated with three secondary outcomes (impacts) by multivariate logistic regression analysis
d
d
l
l Table 5 Factors associated with three secondary outcomes (impacts) by multivariate logistic regression analysis
Variable
Modern contraceptive use
Traditional contraceptive use
Spousal agreement on contraception
(N = 427)
Adjusted odds ratio
(95% CI)
(N = 212)
Adjusted odds ratio
(95% CI)
(N = 911)
Adjusted odds ratio
(95% CI)
Use of VHCs’ services
FP counseling
5.01 (0.55–45.82)
–
12.01 (1.49–96.57)*
Obtaining contraceptives
3.44 (1.26–9.40)*
2.33 (0.15–37.38)
3.28 (1.35–8.00)**
General counseling
2.26 (0.54–9.45)
1.99 (0.45–8.69)
2.43 (0.98–6.07)
Participation in health promotion activities
Education sessions at VHC
7.41 (1.60–34.39)**
–
6.72 (2.28–19.84)**
Health activities in communities
7.41 (3.28–16.78)***
–
6.22 (3.45–11.21)***
Source of reproductive health information
Counseling by VHC staff
1.25 (0.53–2.94)
1.70 (0.53–5.48)
1.45 (0.83–2.55)
Counseling by private doctor/clinic
0.62 (0.40–0.97)*
0.53 (0.28–1.00)
0.71 (0.53–0.95)*
TV
0.50 (0.32–0.76)**
0.40 (0.21–0.75)*
0.48 (0.36–0.65)***
CI confidence interval, VHCs village health centers, FP family planning; −, not presented due to the small numbers of prevalence at base line time
*P < 0.05, **P < 0.01, ***P < 0.001 with three secondary outcomes (impacts) by multivariate logistic regression analysis Komasawa et al. BMC Public Health (2019) 19:1415 Page 8 of 10 Page 8 of 10 association between the impacts and primary outcomes. mCU was positively associated with obtaining contracep-
tives at VHCs and two kinds of health promotion activ-
ities and negatively associated with counseling by private
doctor/clinic and TV. The spousal agreement on contra-
ception showed similar trends, with additional positive
association with FP counseling at VHCs. These results
suggest that in a facility-based intervention, free contra-
ceptives at easily accessible delivery points, with suffi-
cient
information
through
qualified
interpersonal
counseling, could encourage rural wives to communicate
with their husbands and easily convince them for a
broad consensus [13, 21]. Discussion The DID esti-
mates suggested that the project may have increased
mCU (+ 4.3 pp.) and decreased tCU (−0.5 pp.) within
the 13 months of its implementation; however, these im-
pacts were not significantly different between the inter-
vention and control groups. One possible reason behind
the moderate increase in mCU was that VHCs did not
provide IUD services, which was the most popular mod-
ern method (used by 21.3% of all married women aged
15–49 years) in Jordan [6], due to the lack of equipment
and skilled personnel. From a different viewpoint, Brown
et al. [20] estimated that the annual modern contracep-
tive prevalence growth rate was 2.8% for high growth
levels between 2016 and 2020 worldwide. In comparison
with this estimated rate, the growth rate in our interven-
tion group in 13 months was 4.9%, whereas this rate in
the control group was 0.6%. The estimated effect of
spousal agreement on contraception was also positive,
indicating that the project interventions may have raised
the husbands’ awareness regarding the importance of FP
and encouraged couples’ attitude and practice toward
the use of modern methods [21–23]. Generally, to produce behavioral outcomes of FP, five es-
sential elements are required: (i) adequate supply of safe and
effective methods, (ii) quality of care, (iii) conscientious rights
of both service providers and users, (iv) community engage-
ment in introducing the FP concept, and (v) commitments
to laws and policies [13, 27, 28]. The facility-based approach
in this project covered the elements from (i) to (iii) and the
community-based approach coped with (iv). In addition,
MOH as a co-implementer committed to integrate the pro-
ject approaches into the new governmental strategy [29]. Roudi-Fahimi F et al. [27] also insisted that a combination of
supply-side and demand-side interventions was necessary to
meet the FP demands in the Arab countries. The project in
the present study considered these aspects and was designed
to obtain synergistic effects of integrating the facility- and
community-based approaches by strengthening VHCs. The
integration of two approaches may contribute to produce
visible outcomes within a relatively short duration of imple-
mentation. However, the extent of each element’s contribu-
tion,
such
as
providing
contraceptives
alone,
quality
counseling, women’s convenience to visit VHCs, local
leaders’ commitment, and local leaders’ influence on the hus-
bands’ attitude, toward the impacts and degree of synergy
effects among elements was not measured. AOR: Adjusted odds ratio; CHCs: Comprehensive health centers;
CI: Confidence interval; DID: Difference-in-differences; FP: Family planning;
IEC: Information, education and communication; IUD: Intrauterine device;
JICA: Japan International Cooperation Agency; JPFHS: Jordan Population and
Family Health Survey; mCU: percentage of modern contraceptive use;
MOH: Ministry of Health; PHCs: Primary health centers; pp.: Percent point; Funding Japan International Cooperation Agency funded the data collection. The
funder had no role in study design, data collection, preparation of the
manuscript, and publication. Discussion To assess the effectiveness of integrating the facility-
and community-based approaches, we investigated the Page 9 of 10 Komasawa et al. BMC Public Health (2019) 19:1415 Page 9 of 10 Page 9 of 10 Komasawa et al. BMC Public Health (2019) 19:1415 There are some limitations to our study. First, the
main limitation of this study is that we used the quasi-
experimental design instead of the randomized con-
trolled design. The DID analysis does not perfectly elim-
inate unobserved biases, which means that the estimated
results may have been biased or invalid [13]. Despite this
limitation, we believe that the DID analysis was best
suited to measure the impact of government-led projects
because performing evaluation of projects of this nature
in a purely experimental manner is difficult due to both
ethnical and practical issues [13, 14]. Second, seasonally
mobile people were observed in the study areas between
summer (July–September) and winter (November–Feb-
ruary). Moreover, during the endline survey in January,
several women were away from home during daytime
because they were harvesting olives as their part-time
job, which may have caused selection bias. However, we
believe that the selection bias may not have affected the
comparison much because such women were present in
both the intervention and control populations. Third,
our study did not include the factors related to the
knowledge of contraceptives because the previous stud-
ies have reported that the knowledge of contraceptives
was universal and not a barrier to practice FP in Jordan
[6,
17]. However,
sufficient
knowledge
of
modern
methods, including fears of adverse health risks, side ef-
fects, and future childbearing, called for increasing atten-
tion as crucial factors related to the nonuse of modern
methods [26, 30]. Therefore, further studies are neces-
sary to identify the extent of knowledge of modern
methods and how to shift from tCU to mCU. Fourth, it
is important to assess the project sustainability after the
intervention is completed. This study did not examine
whether the impact will sustain after the end of the pro-
ject and did not predict the future impacts. Thus, further
studies are required to address these limitations. tCU: Percentage of traditional contraceptive use; USAID: United States
Agency for International Development; VHC: Village health center tCU: Percentage of traditional contraceptive use; USAID: United States
Agency for International Development; VHC: Village health center Ethics approval and consent to participate Ethical approvals were obtained from the Ethics Committee of the Faculty of
Medicine, Juntendo University, Japan (reference no. 2015104, dated 20
January 2016) and the Jordan Department of Statistics (reference no. 3058/4/
2/6, dated 7 September 2016). All women participating in the study were
informed about the purpose and expected benefit of the study. Participants
were also informed about their right not to participate or stop the interview
at any time. All study participants gave written informed consent to participate
in the study. For married adolescents aged 15–17 years, verbal consents were
also obtained from their husbands, parents-in-law, or other legal guardians dur-
ing initial contact with the participants. Confidentiality of the study participants
was maintained via the use of identification numbers rather than names. Acknowledgments The authors would like to extend their appreciation to the Ministry of Health
of Jordan and the Japan International Cooperation Agency for their entire
supports. The authors also gratefully acknowledge the Department of
Statistics of Jordan and the Center of Strategic Studies, Jordan University,
who assisted in the conducting the field surveys. The authors particularly
thank the women who participated in this study. Consent for publication Consent for publication
Not applicable. Consent for publication
Not applicable. Availability of data and materials The data that support the findings of this study are available from the Japan
International Cooperation Agency, but restrictions apply to the availability of
these data, which were used under license for the current study. However,
data are available from the authors upon reasonable request and with
permission from Japan International Cooperation Agency. Competing interests
The authors declare that they have no competing interests. Competing interests
The authors declare that they have no competing interests. Authors’ contributions
MK
h
l MK wrote the proposal, analyzed the data, and drafted the manuscript. MK,
MY, MS, and MA conceptualized the methodological design of the manuscript. MK, YK, and MA were responsible for field work, data collection, and analysis. MK wrote the proposal, analyzed the data, and drafted the manuscript. MK,
MY, MS, and MA conceptualized the methodological design of the manuscript. MK, YK, and MA were responsible for field work, data collection, and analysis. MY, YS, and MS contributed in data analysis and manuscript preparation. All
authors read and approved the final manuscript. MY, YS, and MS contributed in data analysis and manuscript preparation. All
authors read and approved the final manuscript. authors read and approved the final manuscript. Author details
1 1Department of Public Health, Faculty of Medicine, Juntendo University, 2-1-1
Hongo, Bunkyo-ku, Tokyo 113-8421, Japan. 2Faculty of International Liberal
Arts, Juntendo University, 2-1-1 Hongo, Bunkyo-ku, Tokyo 113-8421, Japan. 3School of Tropical Medicine and Global Health, Nagasaki University, 1-12-4
Sakamoto, Nagasaki-city 852-8102, Japan. 4Atelier 514, 5-1-18 Kinuta,
Setagaya-ku, Tokyo 157-0073, Japan. 5Directorate of Woman and Child
Health, Ministry of Health, Prince Hamzah Bin Al Hussein Street, P.O. Box
940370, Amman, Jordan. Authors’ information MK: Department of Public Health, Faculty of Medicine, Juntendo University,
Tokyo, Japan, Research fellow, MUP. MK: Department of Public Health, Faculty of Medicine, Juntendo University,
Tokyo, Japan, Research fellow, MUP. MY: Department of Public Health, Faculty of Medicine, Juntendo University,
Tokyo, Japan, Professor, M.D., Ph.D. MY: Department of Public Health, Faculty of Medicine, Juntendo University,
Tokyo, Japan, Professor, M.D., Ph.D. YS: Faculty of International Liberal Arts, Juntendo University, Tokyo, Japan,
Assistant Professor, Ph.D. YS: Faculty of International Liberal Arts, Juntendo University, Tokyo, Japan,
Assistant Professor, Ph.D. MS: School of Tropical Medicine and Global Health, Nagasaki University,
Nagasaki, Japan, Assistant Professor, MA, MPH, Ph.D. MS: School of Tropical Medicine and Global Health, Nagasaki University,
Nagasaki, Japan, Assistant Professor, MA, MPH, Ph.D. YK: Independent researcher, Tokyo, Japan, BSc. MA: Directorate of Woman and Child Health, Ministry of Health, Jordan,
Director of Woman and Child Health Directorate, M.D. MA: Directorate of Woman and Child Health, Ministry of Health, Jordan,
Director of Woman and Child Health Directorate, M.D. Conclusions The VHC project exerted the expected effects on the use of
FP service at VHCs and participation in health promotion
activities as well as the impacts on increasing mCU and hus-
bands’ perception of contraception. The findings also indi-
cated that the integration of the two approaches, facility- and
community-based approaches, may have resulted in these
impacts in the rural settings. This study will provide valuable
insights for designing future FP projects not only in Jordan
but also in rural areas of other countries that are still in the
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studies no. 28. Calverton: ICF International; 2012. 20. Brown W, Druce N, Bunting J, Radloff S, Koroma D, Gupta S, et al. Developing the “120 by 20” goals for the global FP2020 initiative. Stud Fam
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Artificial Interactionism: Avoiding Isolating Perception From Cognition in AI
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Frontiers in artificial intelligence
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Edited by:
Kristinn R. Thórisson,
Reykjavík University, Iceland Edited by:
Kristinn R. Thórisson,
Reykjavík University, Iceland
Reviewed by:
Riccardo De Benedictis,
National Research Council (CNR), Italy
Antonio Chella,
University of Palermo, Italy
*Correspondence:
Mathieu Guillermin
mguillermin@univ-catholyon.fr Reviewed by:
Riccardo De Benedictis,
National Research Council (CNR), Italy
Antonio Chella,
University of Palermo, Italy *Correspondence:
Mathieu Guillermin
mguillermin@univ-catholyon.fr Artificial Interactionism: Avoiding
Isolating Perception From Cognition
in AI Mathieu Guillermin 1* and Olivier Georgeon 1,2
1 Sciences and Humanities Confluence Research Center (EA 1598), Lyon Catholic University, Lyon, France, 2 UMR5205
Laboratoire d’Informatique en Image et Systèmes d’Information (LIRIS), Villeurbanne, France Mathieu Guillermin 1* and Olivier Georgeon 1,2
1 Sciences and Humanities Confluence Research Center (EA 1598), Lyon Catholic University, Lyon, France, 2 UMR5205
Laboratoire d’Informatique en Image et Systèmes d’Information (LIRIS), Villeurbanne, France Mathieu Guillermin 1* and Olivier Georgeon 1,2 We discuss the influence upon the fields of robotics and AI of the manner one conceives
the relationships between artificial agents’ perception, cognition, and action. We shed
some light upon a widespread paradigm we call the isolated perception paradigm
that addresses perception as isolated from cognition and action. By mobilizing the
resources of philosophy (phenomenology and epistemology) and cognitive sciences,
and by drawing on recent approaches in AI, we explore what it could mean for robotics
and AI to take distance from the isolated perception paradigm. We argue that such a
renouncement opens interesting ways to explore the possibilities for designing artificial
agents with intrinsic motivations and constitutive autonomy. We then propose Artificial
Interactionism, our approach that escapes the isolated perception paradigm by drawing
on the inversion of the interaction cycle. When the interaction cycle is inverted, input
data are not percepts directly received from the environment, but outcomes of control
loops. Perception is not received from sensors in isolation from cognition but is actively
constructed by the cognitive architecture through interaction. We give an example
implementation of artificial interactionism that demonstrates basic intrinsically motivated
learning behavior in a dynamic simulated environment. ORIGINAL RESEARCH
published: 02 February 2022
doi: 10.3389/frai.2022.806041 INTRODUCTION Specialty section:
This article was submitted to
AI for Human Learning and Behavior
Change,
a section of the journal
Frontiers in Artificial Intelligence
Received: 31 October 2021
Accepted: 11 January 2022
Published: 02 February 2022
Citation:
Guillermin M and Georgeon O (2022)
Artificial Interactionism: Avoiding
Isolating Perception From Cognition in Specialty section:
This article was submitted to
AI for Human Learning and Behavior
Change, Specialty section:
This article was submitted to
AI for Human Learning and Behavior
Change,
a section of the journal
Frontiers in Artificial Intelligence
Received: 31 October 2021
Accepted: 11 January 2022
Published: 02 February 2022 From a superficial phenomenological point of view, the subjective experience we have as humans
tells us that perception, cognition, and action are three separate realms. Perceiving amounts to
merely receiving information about the state of the world. Cognition, then, is about processing this
newly acquired information in light of already possessed information, possibly to select an action
suited to the current state of the world and to given goals. The appeal of this commonsensical
view about perception as isolated and independent from cognition and possible consecutive actions
may not come as a surprise. It relates to what Husserl calls the “natural attitude” of day-to-day
life, according to which we do not question the existence of objects presented to us in perceptual
experience (Husserl, 1982). This natural attitude is irreducible and drives our attention away from
any consideration of processes possibly at play in the constitution of experience. Basic biological
knowledge reinforces this naïve commonsense picture: sensory organs collect information about
the world (perception), that is transmitted to the brain, which processes it (cognition) and drives
motor organs (action). Received: 31 October 2021
Accepted: 11 January 2022
Published: 02 February 2022 Keywords: cognitive architecture, intrinsic motivation, constructivism, active perception, constitutive autonomy Citation: Guillermin M and Georgeon O (2022)
Artificial Interactionism: Avoiding
Isolating Perception From Cognition in
AI. Front. Artif. Intell. 5:806041. doi: 10.3389/frai.2022.806041 February 2022 | Volume 5 | Article 806041 Frontiers in Artificial Intelligence | www.frontiersin.org 1 Artificial Interactionism Guillermin and Georgeon been widely discussed and criticized for instance in philosophy
and epistemology as well as from within cognitive sciences
themselves. A few approaches in robotics and AI explicitly
develop alternatives to this isolated perception paradigm. We will
review them and describe our original proposition. This commonsense model of perception constitutes the
ground for an extremely widespread analogy when describing
the functioning of a robot or an AI program. It is very
common to take a robot’s input data coming from its sensors
as its perception. The processing of input percepts then stands
for the robot’s cognition, possibly leading to setting output
data traditionally labeled action. Output data drive the robot’s
actuators. In resonance with the naïve picture sketched just
above, sensors stand for the robot’s sensory organs, computation
for its cognition, and actuators for its motor organs. Echoing our
natural tendency to project our intentional life in artifacts we
build (Searle, 1980, p. 419), it then becomes tempting to claim
that the robot perceives, thinks, and acts as humans do. Through this paper, we intend to contribute to the study of
what it could mean for AI and robotics to take distance with
the isolated perception paradigm. We argue that abandoning
this paradigm may lead to original ways of designing artificial
agents. We thus propose Artificial Interactionism as a possible
framework that rejects the paradigm of isolated perception. Before detailing this original framework, we first ground our
discussion of the possibility to take distance with isolated
perception in the broader scope philosophy (phenomenology
and epistemology), which provides interesting insights about
the relationships between perception, cognition, and action. We
then focus upon the manner these relationships are discussed in
cognitive sciences and AI, which leads us to bring to the fore the
question of extrinsic vs. intrinsic motivations. We finally expose
underlying principles of Artificial Interactionism together with
the first implementations and experiments. This naïve view about perception and cognition does not only
influence the general public, feeding fantasies about AI nature
and future developments (according to which we would be on
the verge of the emergence of strong AI, artificial systems that
would reach and exceed the human level). Citation: It also influences
researchers and engineers and pervades the fields of computer
science, robotics, and AI. One of the most influential textbooks in
AI defines the latter as the “study of agents that receive percepts
from the environment and perform actions. Each such agent
implements a function that maps percept sequences to actions
(...)” (Russell et al., 2010, p. vii). Russell and Norvig go on: Philosophical Insights Upon Perception Among typical issues philosophical studies strive to address, one
can mention the challenges of describing what are the contents
of perception, of explaining perceptual intentionality—the fact
that we have experiences about (what we hold to be) objects of
the world and their properties—or of elucidating the difference
between veridical and non-veridical perceptual experiences. We use the term percept to refer to the agent’s perceptual inputs at
any given instant. (...) By specifying the agent’s choice of action
for every possible percept sequence, we have said more or less
everything there is to say about the agent” (Russell et al., 2010,
p. 34–35). The first philosophical stream deserving mentioning is
Empiricism (Lock, Berkeley, Hume, Reid ...). Empiricists
describe perception as the experience of “effects in one produced
by things in the world,” namely sensations or sense-data (Sarkar
and Pfeifer, 2006, p. 545). The perceiver is directly aware of
sensations or sense data. A strength of this empiricist approach
is to provide a way of differentiating (conceptually and in
an externalist fashion) veridical and non-veridical experiences. Veridical experiences are experiences of sensations caused by
the right objects in the world while non-veridical ones are
not. At first sight, empiricists seem to present perceivers as
passively experiencing sense data, thus resonating with the
isolated perception paradigm. However, things may be less
straightforward. To the extent that effects that things in the world
cause in perceivers can mobilize their cognitive processes, such
approaches may well-depart from isolated perception. According to this explanation, the algorithm defining actions
an agent will perform in response to every possible sequence
of perceptual inputs completely describes this agent. This leaves
little room for escaping the idea that perception, cognition, and
action constitute three separate realms. The agent’s cognition
lies in the process of selecting actions in response to specific
perceptual inputs. Thereby, perceptions and actions are what they
are, independent of cognition so defined1. In the rest of this text, we call this conception of perception
as radically separated from cognition and action the isolated
perception paradigm. Despite its pervasiveness in computer
science, robotics, and AI, the isolated perception paradigm has 1The quotation from Russell et al. (2010) we reproduced just above comes with a
figure that is particularly representative of this conception (therein Figure 2.1, p. PERCEPTION, COGNITION, AND ACTION
IN PHILOSOPHY An agent is anything that can be viewed as perceiving its
environment through sensors and acting upon that environment
through actuators. (...) A human agent has eyes, ears, and other
organs for sensors and hands, legs, vocal tract, and so on for
actuators. A robotic agent might have cameras and infrared range
finders for sensors and various motors for actuators. A software
agent receives keystrokes, file contents, and network packets as
sensory inputs and acts on the environment by displaying on the
screen, writing files, and sending network packets. The topic of perception is widely discussed in philosophy, not
only through efforts to explain and account for perceptual
experience, but also with the study of the role of perception in
knowledge acquisition. Let’s first focus on interesting insights
from philosophical accounts of perception. 1The quotation from Russell et al. (2010) we reproduced just above comes with a
figure that is particularly representative of this conception (therein Figure 2.1, p.
35): it includes the term percepts to denote a component impacting sensors (and
thus pre-existing the sensors and any form of cognition on the agent’s behalf). Frontiers in Artificial Intelligence | www.frontiersin.org Philosophical Insights Upon Perception 35): it includes the term percepts to denote a component impacting sensors (and
thus pre-existing the sensors and any form of cognition on the agent’s behalf). This being said, many thinkers consider that empiricism fails
at providing a satisfying account of perception as it does not February 2022 | Volume 5 | Article 806041 Frontiers in Artificial Intelligence | www.frontiersin.org 2 Artificial Interactionism Guillermin and Georgeon explain how experiences of sensations (mental or bodily events)
can present the world as being a certain way, can provide access
to objects of the world and their properties (access to knowledge
of the world and its objects). To the extent that perception is
subjective contents, experiences of effects internal to perceiver
that are caused by interactions with objects of the world, why
should we consider that certain sensations present properties of
things of the world (like the redness of a fruit) while other do
not (like pain when we hit our foot against a stone)? A way of
phrasing this difficulty is to say that sensations or sense-data
alone are not sufficient to account for the “intentional content
of an experience—how it presents things as being” though this
intentional content “is given immediately with the experience”
and is core to perceptual consciousness (Sarkar and Pfeifer,
2006 p. 546–547). A possible answer (that is in fact as much
an elimination of the problem) is phenomenalism, according to
which “objects and states of affairs are themselves just patterns
of organization in subjective states of consciousness” (Sarkar
and Pfeifer, 2006). “Physical objects are reducible to subjective
sensory experiences, or sense-data” (Blaauw and Pritchard, 2005,
p. 114). Thereby, perceptual access to, and knowledge of, physical
objects are unproblematic. They are not external objects after all. (p. 193–194). Kant even describes acts of synthesis of recognition
under concepts as judgments of apperceptions (p. 236). In sum,
Kant grants to the mind and its cognitive processes an irreducible
active role in perceptual experience. This does not necessarily
mean that perception is entirely conceptualized. It is interesting
to make the distinction between the intentional content of an
experience as it presents the world being a certain way and the
phenomenal character of experience, how it feels to have this
experience (Blaauw and Pritchard, 2005, p. 52). Philosophical Insights Upon Perception While it is clear
that intentional contents require cognition (acts of synthesis),
one can appeal to non-conceptual contents such as qualia to
approach the phenomenal dimension. pp
p
In a similar vein, Husserl also claims that sensations are not
sufficient to account for perceptual experience (Husserl, 1982). In
fact, an experience, in its intentional dimension (an experience
of a given object), can be veridical or not, even though relying
on the same sensations. Husserl’s phenomenological analysis
put the focus on the natural attitude we mentioned earlier. Through this natural attitude, perceivers take the experience
of the presence of objects for granted independently of the
veridical or non-veridical nature of these experiences. This
natural commitment to the existence of perceived objects is an
irreducible component of perception. Husserl thus argues that
phenomenology of perception must study intentional contents of
perceptual experiences independently of any assumption about
the existence of perceived objects. Such assumptions must be
bracketed (Husserl’s famous epoché). The fact that an object
really exists in the world or not when a perceiver has a
perceptual experience of this object shall not enter into the
phenomenological analysis of perception. Husserl calls noema
this content of perceptual experience phenomenology shall study. As with Kant, Husserl’s noema includes, but does not reduce
to, non-intentional and non-conceptual sense impressions (hýle). Husserl indicates that perceiving something as a given object
requires the background of an intentional horizon composed of
the many expectations one has about this object in terms of other
possible (future) experiences. Again, the intentional content of
perceptual experience irreducibly mobilizes cognition. Although
with less intellectual coloration, similar connections between
perception and cognition are brought to the fore by Heidegger
and Merleau-Ponty (Dreyfus, 2007). Notably, Merleau-Ponty
describes a “feedback loop between the embodied coper and the
perceptual world” he calls “the intentional arc.” For him, what
we learn in our past and what we see possible in our future is
“sedimented” in how things look to us (Dreyfus, 2007, p. 1144–
1145). Husserl and Merleau-Ponty, like Kant, do not rely on
the isolated perception paradigm. The intentional horizon or the
intentional arc at play in perceptual experience clearly involves
the knowledge and cognition of perceivers. j
p
y
j
This discussion directly leads us to the work of Kant,
whose account of perception clearly opposes the isolated
perception paradigm. Frontiers in Artificial Intelligence | www.frontiersin.org Perception and Epistemology p
p
gy
Let’s now turn to epistemological analyses of the role perception
plays in knowledge acquisition and the insights they can
provide to discuss the paradigm of isolated perception. In this
respect, we can start from the “objectivist conception of science”
(Baghramian, 2014) that promotes a universal and neutral
scientific method permitting us to reliably infer knowledge
about reality from empirical evidence and tools of logic. This
conception relies on the famous dichotomy between analytic and
synthetic statements, between statements “justifiable by a priori
reasoning” and statements “justifiable only a posteriori” on the
ground of empirical observation—“tertium non datur” (Uebel,
2014, p. 90–91). Arguably, the isolated perception paradigm is
at play here. We reach analytic statements through cognition,
with results warranted by the application of the laws of reasoning. By contrast, synthetic statements get their epistemic strength
from their ground in neutral observation one can tie to isolated
perception. Perceptions are reliable because they provide raw
information about the world, information that is independent of
what observers think or know. With his commonsense realism, Putnam also defends the
possibility of genuine cognitive access to mind-independent
reality despite the acknowledgment of the irreducible role of
concepts and cognition (Putnam, 1999). Drawing on the work of
American classical pragmatists such as James or Dewey, Putnam
deploys an Aristotelian understanding of concepts (Aristotle’s
direct realism) to which he subtracts essentialism: “when I
think [or apperceive] that something is that way, and when the
thing is that way, the ‘way’ in question is one and the same”
(Putnam, 2002, p. 106). In sum, a correct conception is direct
cognitive contact with mind-independent reality and allows
direct cognitive contact with it in perception under the form of
apperception. Apperceiving something involves this something. Apperceiving is a cognitive ability that functions “‘with long
arms,’ arms that reach out to the environment” (Putnam, 2012,
p. 352). We could reformulate this by saying that Putnam put
upside down the discussion of issues induced by abandoning
the isolated perception paradigm. There is no question about
the way we could perceive and know mind-independent reality
despite the involvement of cognition in perception. Perception
and knowledge of mind-independent reality are possible thanks
to (correct) cognition. Insights about the limits of the isolated perception paradigm
we collected from philosophical accounts of perception are
highly significant with respect to the validity of this objectivist
epistemological conception. Philosophical Insights Upon Perception Thus, notwithstanding their veridical or non-veridical
nature, “some experiences are about things in the world external
to the mind in virtue of representing possible interaction between
the subject and the thing represented” (Siegel, 2021, Section 5.4). Notably, we can take different perspectives on mind-independent
objects, which are then expected to take different looks. As
we already evoked, such expectations about mind-independent
objects enter what Husserl calls the intentional horizon in a quite
conceptual approach. In slight contrast, Merleau-Ponty adopts
a more action-oriented position, with mind-independence being
connected to “‘readiness’ on the part of the subject to move her
body relative to an object to get a better view, if she so wished”
(Siegel, 2021). In addition, one could as well-mention indexical
contents of perceptual experiences, “contents that must be
specified by the use of indexical expressions, such as ‘over there’,
‘to the left’, ‘here’, ‘in front of/behind me’, ‘just a second ago’, ‘since
a few second ago’, and so on” (Siegel, 2021, Section 3.4). These
indexical contents seem necessary for experience to present
spatially and temporally located events. To the extent they appeal
to self-consciousness and situation awareness, these indexical
contents would involve cognition and their irreducibility in
perceptual experiences would mean opposition to the isolated
perception paradigm. the occasion of scientific revolutions) can trigger changes in
perceptual experience (at least in its intentional dimension; see
Bird, 2000, p. 102–104). Through this view he calls the world-
change thesis (Kuhn, 1996, chapter 10), Kuhn radically opposes
the objectivist conception of science: experimental facts collected
through perception cannot be considered as neutral grounds for
(scientific) knowledge acquisition. g
q
As introduced with Kant’s transcendental idealism, the
irreducible role of concepts and cognition in perception leads
many authors to claim mind-independent reality either is
unknowable or does not even exist. We can only know objects
as they appear to us (phenomenal objects) depending on our
concepts and cognitive processes. However, such conclusions
are not inescapable. For instance, the theory-ladenness of
empirical observation does not necessarily mean that empirical
evidence cannot contribute to theory choice (Brewer and
Lambert, 2001). In this respect, it may be fruitful to distinguish
between two types of neutrality that one could require from
observational statements (Sober, 2014). Philosophical Insights Upon Perception With his famous distinction between
things in themselves we never perceive and phenomenal
objects, Kant could, at first sight, be seen as defending a
form of phenomenalism. But, this would miss most of Kant’s
transcendental idealism and its account of perceptual experience. Although Kant argues that we can only perceive the phenomenal
world (the world as it appears to us), he nonetheless indicates
that we experience objects and states of affairs and that sensations
alone are not enough to account for this intentional dimension
of perceptual experience (Kant, 1998). According to Kant’s
description, perceptual experience involves three faculties of the
mind allowing acts of synthesis. An act of synthesis is an “act of
putting different representations together with each other and
comprehending their manifoldness in one cognition” (p. 210). With the faculty of sensibility, the synthesis of apprehension
organizes disparate perceptual inputs (intuitions) along with the
a priori forms of space and time. We are never aware of intuitions
independently of their organizations within these a priori forms
of sensitivity. The faculty of understanding then allows the
synthesis of recognition in a concept (with at minimum the
Categories of the intellect such as the concepts of number, quality,
and modality, together with the concept of the object that is
recognized). The faculty of imagination permits the synthesis
of reproduction for the mind to make the connection between
intuitions and concepts. This Kantian account of perceptual experience also implies
that only phenomenal objects are perceived while things in
themselves remain irremediably out of cognitive reach. We only
perceive objects resulting from the acts of synthesis of the mind. We will return to this epistemological question below. What is
important for now is that, for Kant, perception is irremediably
conceptualized and entangled with cognition. “Thoughts without
content are empty, intuitions without concepts are blind” Remaining on the side of the phenomenological analysis of
perception, one can evoke few other elements at odd with the
isolated perception paradigm. First, Husserl and Merleau-Ponty
can be understood as arguing that cognition is at play when
we perceive ourselves as evolving in mind-independent reality. As long as we remain in the realm of phenomenology and
Husserl’s epoché, whether we really are in contact with a mind-
independent reality is irrelevant (it is rather an epistemological February 2022 | Volume 5 | Article 806041 3 Artificial Interactionism Guillermin and Georgeon question). Philosophical Insights Upon Perception One can (1) demand
a set of observation statements that is independent of any
theory and can be employed to test any theory (absolute
theory neutrality) or, more modestly, (2) impose mobilizing
observation statements that are independent of the theory to
be tested (relative theory neutrality). With this second version,
cognitive access to mind-independent reality may remain
possible. Moreover, one can wonder whether the world-change
thesis applies to any possible notion of world or whether one
may be entitled to distinguish between scientific worlds that
change with paradigm shifts and an empirical ordinary world
that is left untouched during such modifications (Ghins, 2003). But, even in such a more optimistic epistemological framework,
the detachment from the isolated perception paradigm remains. It is not the role of concepts and cognition that is at
stake. It is rather the degree of stability of different sets
of concepts. Frontiers in Artificial Intelligence | www.frontiersin.org Perception and Epistemology They resonate with many studies
from epistemology and philosophy of science. One of the
most famous among these is the work of Thomas Kuhn (1996
[1962]), who defends that scientific investigation relies on sets
of methods and concepts or taxonomies (together with other
elements forming paradigms) that are historically situated. In
line with the criticism of isolated perception, Kuhn argues
that this influence of paradigms reaches perceptual experience
itself that relies on concepts available at a given place and
time. In consequence, shifts in paradigms (for instance at February 2022 | Volume 5 | Article 806041 4 Artificial Interactionism Guillermin and Georgeon To conclude this brief review of questions associated with
the isolated perception paradigm and its rejection, one can
recall the epistemological shift operated in physics during the
twentieth century. With the development of modern physics
(Einstein’s relativity and quantum mechanics), the ideal of
an observer looking at the world from the outside (as if
she was not herself in the world) became more and more
problematic (assuming that one could neglect specificities and
actions of observers became less and less tenable). With
Einstein’s relativity, spatial-temporal distances between events
are relative to observers’ states of movement and situations in
gravitational fields. With quantum mechanics, descriptions of
particles include reference to observers’ choices and actions (to
effective experimental settings and devices experimenters settle
to observe these particles). By contrast, classical physics was
attempting to provide a picture of the world from the “God’s
Eye point of view” (Putnam, 1981, p. 49) with no reference
to observers. The increasing efficiency of experimental devices
progressively unveiled that such an ideal was misled and that
neglecting situations and actions of observers could be nothing
but (at best) an acceptable provisory approximation. Even in
the very controlled and refined scientific practice of empirical
observation, looking at the world mobilizes very complex
networks of components that include observers’ situations, some
of their cognitive processes, and actions (choices and judgments
outcoming in particular experimental structures). and integrated in various ways, allowing for its later retrieval”
(Hutto and Myin, 2018, p. 100). Perception is thereby separated
from cognition. It provides information that becomes available
for cognition through their encoding in mental representations. On the ground of this traditional conception, cognitive
sciences and AI mutually influenced themselves. Perception and Epistemology We now propose to explore the manner these first insights
from philosophy resonate within the fields of cognitive sciences
and AI. Perception and Epistemology The works of
Shannon and Turing settled a bridge between the notion of
cognition (as the processing of information in so far as it means
something) and the work computers can do (the mechanistic
processing of information qua physical object). One can also
mention Newell and Simon’s physical symbol system hypothesis
(Newell and Simon, 1976) according to which cognition amounts
to the mechanical processing of physical symbols. Through such
bridges, both traditional cognitive sciences and AI came to
share the tendency to conceive cognition as syntactic-mechanical
processing of representations. This idea is often associated with
functionalism, “which claims that cognitive phenomena are fully
determined by their functional role and therefore form an
autonomous level of analysis” (Newen et al., 2018, p. 5). They
could thus be adequately described by algorithms susceptible
to be implemented in various information processing devices
(biological as well as artificial). This widespread common ground contributed to instating
isolated perception as an influential paradigm in AI. Again, if
cognition is about processing information through operations
upon representations (possibly to select actions to perform), then
perception is easily confined to the isolated role of providing
contents to some of these representations. One can easily
recognize the face of this isolated perception paradigm when
Russell and Norvig themselves explain the important role for
AI development of the premises of cognitive psychology in
the middle of the twentieth century. They mention Craik who
“specified the three key steps of a knowledge-based agent: (1)
the stimulus must be translated into an internal representation,
(2) the representation is manipulated by cognitive processes
to derive new internal representations, and (3) these are in
turn retranslated back into action” (Russell et al., 2010, p. 13). Cognition occurs only during the second step, in isolation from
perception and action. A more recent and emblematic example
is the development of AI algorithms capable of playing multiple
games through Deep Reinforcement Learning (Mnih et al., 2013). A convolutional neural network is used to learn a control policy
directly from sensory input (raw pixels of the Atari game scene). In this example, perception is isolated from the AI algorithm
because a ready-made representation of the state of the game is
provided as input to the AI algorithm. Moreover, the reward at
the end of the game (win, draw, or lose) is also provided as though
the agent could directly sense the world state value. PERCEPTION, COGNITION, AND ACTION
IN COGNITIVE SCIENCES AND AI We begin this section by analyzing in more detail the manner the
isolated perception paradigm is at play in cognitive sciences and
AI. In a second time, we turn to the discussion of alternatives to
this paradigm and of the consequences for AI. Frontiers in Artificial Intelligence | www.frontiersin.org Isolated Perception that takes the form of more or less successful organism-
environment couplings.” Similar to what Putnam proposes with
his commonsense realism exposed in the previous section, with
REC “perceiving is a matter of getting a grip on the world as
opposed to representing it.” REC clearly opposes the isolated
perception paradigm. REC’s cognition extends up to organism-
environment couplings instead of operating upon the results
of perception. Ecological approaches pioneered by Gibson (1979) and
direct perception theories pertain to this stream. They oppose
“conventional theories that suppose (at least tacitly) that
nervous systems register impoverished, ambiguous, or otherwise
inadequate variables of stimulation” (Michaels and Carello, 1981,
p. 157). Gibson’s pioneering work is directed against Marr’s
conception of visual perception as a computational process
construing 3D representations on the ground of 2D information
captured in the retinal images (Sarkar and Pfeifer, 2006, p. 547–550; Siegel, 2021, Section 8.1). According to ecological
approaches, perception involves the perceiver as a whole (not just
his brain) who sense “structured energy that invariantly specifies
properties of the environment of significance to [her]” (Michaels
and Carello, 1981, p. 156). For tenants of this line of thought,
perception cannot be seen as isolated. The perceiver is “an
active explorer of the environment—one who will make an effort
to obtain sufficient information” (Michaels and Carello, 1981,
p.157–158). This is in line with the shift operated in quantum
physics concerning the status of empirical observation whose
active nature is fully acknowledged and accounted for. It also
echoes theories of active perception according to which the brain
should not be seen as passively receiving data from or during
perception. On the contrary, perception is better conceived of
along the analogy of an internet search, the brain playing the
role of a query machine. “An agent is an active perceiver if it
knows why it wishes to sense, and then chooses what to perceive,
and determines how, when and where to achieve that perception”
(Bajcsy et al., 2018, p. 178). Moreover, the depth of computation mobilized in an agent’s
perception is irrelevant to assess whether the latter is isolated
or not. One can for example mention Marr’s account of visual
perception (Siegel, 2021, Section 8.1) that involves several
layers of computation (from 2D levels of gray to reflectance
information, then to isometric sketches, and finally up to
3D representations of objects). Isolated Perception Though quite complex, this
perceptual computation remains in the scope of the isolated
perception paradigm as long as it operates independently of
a larger cognitive architecture. The same applies even when
powerful algorithms, such as pre-trained neural networks, are
integrated into sensors themselves (following the logic of Edge
computing). In itself, this is not enough to escape the isolated
perception paradigm. We could even have isolated perception
in an agent equipped with life-long learning of perceptual
module based on reinforcement learning (in case the rest of
the cognitive architecture of the agent does not intervene in the
reward definition). Now that the notion of isolated perception is clearer
(perceptual processes independent from the rest of an agent’s
cognitive processes, in particular, those in charge of selecting
actions to perform), we can turn to what it could mean for AI
to take distance with this paradigm. The role of action is also core to constructivist theories,
such as Piaget’s, which propose to keep perception and action
entangled in sensory-motor schemes (Piaget, 1954). According
to constructivist epistemology, an agent learns through active
interaction with its environment and constructs a dynamic
data structure that characterizes its current situation (Riegler,
2002). For the same reasons, an agent does not passively
receive percepts from the outside world, but actively constructs
perception in his inner subjective realm, in compliance with
his sensorimotor experience. This type of conception has an
interesting resonance with Kant’s transcendental idealism and
the active role of synthesis it grants to the mind. In this
constructivist stream, we shall also mention O’Regan and Noë’s
famous theory of perception based on implicit knowledge
of regular patterns in sensory-motor schemes (O’Regan and
Noë, 2001). This constructivist approach strongly resonates
with Husserl and Merleau-Ponty’s accounts of perception. In
granting an irreducible role in perception for active exploration
based on available knowledge, it clearly departs from the
isolated perception paradigm. Various studies in AI attempt at
implementing these Piagetian and constructivist principles (see Isolated Perception To better understand the isolated perception paradigm and
its pervasiveness in cognitive sciences and AI, it is interesting
to evoke the “foundation of traditional cognitive science”
constituted
by
“the
representational
and
computational
model of cognition” (Newen et al., 2018, p. 5). This model
pictures cognition as the syntactic manipulation of mental
representations. Somehow, the mind computes over a kind
of representational “mental code” (Hutto and Myin, 2018, p. 101). This classical cognitivism takes its roots in philosophical
views of thinkers such as Descartes—mental representations are
the substrates of the mind’s activity—and Hobbes—thinking
amounts to operating on representations (Hutto and Myin,
2018, p. 96). Though maybe not inescapably, this traditional
conception in cognitive sciences naturally leads to the isolated
perception paradigm. “According to the standard cognitivist
account, information is supposed to be picked up via the senses
through multiple channels, encoded and then further processed A clarification is in order here. Isolated perception as we
intend it in this paper should not be understood as perception
independent from computation or information processing. So
defined, isolated perception would be an empty notion. Any
sensor comes with a certain dose of information processing (at
minimum in the filtering it operates by collecting only some
of the information available in its environment). For instance,
most cameras embed microcontrollers for low-level signal
processing (noise filtering, implementation of communication Frontiers in Artificial Intelligence | www.frontiersin.org February 2022 | Volume 5 | Article 806041 5 Artificial Interactionism Guillermin and Georgeon protocols, etc.). Perception cannot be isolated in virtue of being
independent of computation or data processing in general. Rather, and more precisely, there will be isolated perception in an
(artificial) agent when the computational structures intervening
in perception are independent of the rest of the agent’s
computational architecture in charge of generating outputs (such
as selection of actions to perform). This somehow echoes the
discussion of the scope of Kuhn’s world-change thesis we evoked
in the previous section. We saw in this respect that perceptual
experience is irremediably mediated by available concepts. Nevertheless, the most radical form of the world-change thesis
occurs when mediating concepts belong to, or depend on, sets of
concepts empirical observation is meant to test. Frontiers in Artificial Intelligence | www.frontiersin.org Theoretical Alternatives to Isolated
Perception In line with a different interpretation
of constructivist epistemology, other authors have suggested
following Wiener’s Cybernetics theory (Wiener, 1948) and the
idea that an agent’s input data constitute feedback from action
(Powers, 1973; Oyama, 1985; Pfeifer and Scheier, 1994; Laming,
2001; Georgeon and Cordier, 2014; Friston et al., 2017). These
authors thus propose an inversion of the interaction cycle in
which output data conceptually precedes input data. We will
further develop this idea at the technical level in Section Towards
an Interactionist Cognitive Architecture. to extrinsic motivation—like playing chess or Hanoi tower, by
contrast with problems 4E-cognition tends to focus on such as
perception, action, or emotional interaction (Newen et al., 2018,
p. 5). In fact, extrinsic motivation is so widespread that intrinsic
motivation has yet mostly been used in reinforcement learning
as a means to better fulfill extrinsic goals. For example, Kulkarni
et al. (2016) have demonstrated the utility of intrinsic motivation
to help an agent to win games. p
g
g
We believe there is a strong connection between this
prominence of extrinsic approaches of agents’ goals in AI and
the pervasiveness of the isolated perception paradigm. Extrinsic
motivation problems request artificial agents to reach or produce
specific states of the world through the selection of specific
actions. It appears like a straightforward first step to divide agents
into separated (computational) modules who will (1) operate on
representations (some of them being representations of states
of the world) to select adequate actions to reach a goal itself
defines in terms of states of the world (cognitive module), and (2)
perceive the state of the world the agent is in (perception module)
to provide inputs to the cognition module. Maybe the connection
becomes clearer when we consider the rejection of the isolated
perception paradigm. When an artificial agent’s perception
involves the rest of its cognitive architecture, the designer loses
control over the manner the agent represents its environment. Specifying directly goals the agent should reach in terms of
states of the world becomes impossible. This makes designs
principles that would reject the isolated perception paradigm
highly unsuited for the achievement of extrinsic goals. Although
it may not be impossible to specify extrinsic goals indirectly,
no doubt it would prove extremely (and uselessly?) difficult. By
contrast, we think that the rejection of the isolated perception
paradigm may open interesting perspectives to design artificial
agents with intrinsic motivations. Theoretical Alternatives to Isolated
Perception Defining intrinsic goals does
not require controlling the representations an artificial agent
possesses of the external world. Rejecting the isolated perception
paradigm acts as a kind of warrant that goals provided to artificial
agents remain intrinsic. Different forms of intrinsic motivation
have been proposed, among which curiosity (Oudeyer et al.,
2007), the autotelic principle (Steels, 2004), the principle of
data compressibility (Schmidhuber, 2010), predictability-based
exploration (Bugur et al., 2021), minimization of uncertainty
through minimization of free energy (Friston et al., 2017). We
have also proposed the notion of interactional motivation that
seems to us highly compatible with a renunciation of isolated
perception (Georgeon et al., 2012). Intrinsic motivation can be
seen more like a drive or a value system than as a goal in the sense
that it guides the behavior of the agent in an open-ended fashion. Beyond the idea of actively constructing knowledge through
interaction,
Piaget
also
theorized
that
agents
construct
themselves
and
autonomously
develop
their
intelligence. This idea has been followed up in recent cognitive science with
the concept of constitutive autonomy (e.g., Vernon et al., 2015). Froese and Ziemke (2009) argued that constitutive autonomy is
necessary for sense-making, which makes it a desirable feature
to achieve in artificial agents. Constitutive autonomy implies
that the coupling between the agent’s cognitive processes and
the environment evolves autonomously, meaning that the
way the agent perceives the world should evolve through the
agent’s development. Frontiers in Artificial Intelligence | www.frontiersin.org Theoretical Alternatives to Isolated
Perception p
As classical cognitivism is tightly connected with the isolated
perception paradigm, let’s have a look at approaches in cognitive
sciences that reject this traditional conception. We can start by
mentioning the different views Albert Newen, Leon De Bruin,
and Shaun Gallagher recently gathered under the umbrella
term 4E-cognition (Newen et al., 2018). This stream departs
from classical cognitivism by picturing cognition as Embodied
(involving the body beyond the brain), Embedded (depending
on extrabodily components), Extended (involving extrabodily
components), and-or Enacted (with an active role for the agent
in its environment). For instance, Hutto and Myin defend
“Radically enactive and embodied accounts of cognition, REC”
(Hutto and Myin, 2018, p. 96–97) according to which “cognitive
processes are not, for example, conceived of as mechanisms
that exist only inside individuals. Instead, they are identified
with nothing short of bouts of extensive, embodied activity February 2022 | Volume 5 | Article 806041 Frontiers in Artificial Intelligence | www.frontiersin.org 6 Guillermin and Georgeon Artificial Interactionism for instance: Thórisson, 2012; Miller, 2018). More specifically,
Piagetian sensorimotor schemes have inspired a range of
computer implementations called schema mechanisms (Arkin,
1989; Drescher, 1991; Stojanov et al., 1997; Holmes and
Isbell, 2005; Guerin and McKenzie, 2008; Perotto, 2013). These implementations have however been criticized for
their insufficient account of the core ideas of constructivist
epistemology (Bettoni, 1993), as we will examine in the
technical discussion in Section Towards an Interactionist
Cognitive Architecture. In line with a different interpretation
of constructivist epistemology, other authors have suggested
following Wiener’s Cybernetics theory (Wiener, 1948) and the
idea that an agent’s input data constitute feedback from action
(Powers, 1973; Oyama, 1985; Pfeifer and Scheier, 1994; Laming,
2001; Georgeon and Cordier, 2014; Friston et al., 2017). These
authors thus propose an inversion of the interaction cycle in
which output data conceptually precedes input data. We will
further develop this idea at the technical level in Section Towards
an Interactionist Cognitive Architecture. for instance: Thórisson, 2012; Miller, 2018). More specifically,
Piagetian sensorimotor schemes have inspired a range of
computer implementations called schema mechanisms (Arkin,
1989; Drescher, 1991; Stojanov et al., 1997; Holmes and
Isbell, 2005; Guerin and McKenzie, 2008; Perotto, 2013). These implementations have however been criticized for
their insufficient account of the core ideas of constructivist
epistemology (Bettoni, 1993), as we will examine in the
technical discussion in Section Towards an Interactionist
Cognitive Architecture. Redefining the Goals and Motivations of
Artificial Agents g
Theoretical alternatives to isolated perception have implications
on the goals and motivations of artificial agents. When we
delegate our goals to artificial agents we provide them with
“criteria and policies for making decisions” instead of explicitly
programming them with “every detail of what [they] should do
in various circumstances” we give them motivation (Lieberman,
2020, p. 71–72). On this ground, one can distinguish between
extrinsic and intrinsic motivation (Blank et al., 2005; Oudeyer
et al., 2007; Lieberman, 2020). “Intrinsic motivation is like
listening to music. You do it because you enjoy it for its own sake. Nobody has to force you or pay you to listen to music. Extrinsic
motivation is when you are motivated for reasons other than the
activity itself—you are paid a salary to work at a job, you get a
reward, a gold star, social status, etc. (of course, some situations
have both kinds of motivation)” (Lieberman, 2020, p. 73). Alternative Objectives for Research in AI
Now, one could wonder why we, as human designers, should
create intrinsically-motivated artificial agents. What could be
our goals when attributing intrinsic goals to artificial agents? The answer to this question is manyfold. Intrinsic motivation
may enter the design of an AI capable of autonomous mental
development (Oudeyer et al., 2007; Nagai and Asada, 2015). Another goal could be to improve our understanding of natural
cognition by trying to implement sensorimotor theories of The
extrinsic
approach
of
agents’
goals
is
extremely
widespread in AI as it permits solving problems of interest
for human designers (board games, self-driving cars ...). Most
recent AI applications based on machine learning that produced
impressive technological achievements belong to this category
(e.g., Vinyals et al., 2019). Interestingly enough, typical issues
traditional cognitive sciences study also seem to correspond February 2022 | Volume 5 | Article 806041 7 Artificial Interactionism Guillermin and Georgeon cognition such as the theory of sensorimotor contingencies
(O’Regan and Noë, 2001). In the shorter term, implanting
intrinsic motivation in artificial agents may allow designing
robots who display increased levels of autonomy and with
whom it would be interesting to interact and play. To measure
progress in such directions we will need a measure of intelligence
that does not involve the capacity to reach a predefined goal. The measure should however reflect higher-level behavior than
merely controlling a setpoint as it is done in control theory. ARTIFICIAL INTERACTIONISM In this section, we propose a technical approach we call Artificial
Interactionism that rejects the isolated perception paradigm and
implements intrinsic motivation. It relates to the frameworks
of embodied cognition in that the agent learns through active
interaction with its environment and constructs a dynamic data
structure that characterizes its current situation (Riegler, 2002). We consider this approach to be constructivist and to contribute
to the study of artificial developmental learning because the agent
autonomously constructs its knowledge of the world and has
some room for cognitive constitutive autonomy. We first detail
the proposed cognitive architecture before presenting an example
of implementation. There are three major differences between this formalism
and the reinforcement learning formalism as it is typically
implemented in a Partially Observable Markov Decision Process
(POMDP) (Kaelbling et al., 1998): (a) the cycle does not start
from the environment but from the agent; (b) the agent’s input
and output belong to the same set I rather than two different sets
(observations O and actions A); (c) there is no reward defined as
a function of the states (to avoid isolated perception). The agent’s policy π(et, Kt) →
it+1 is the function that
selects the intended interaction it+1 based on the enacted
interaction et and the data structure Kt. The agent progressively
constructs Kt from the experience of enacting interactions e0
to et. Kt includes a representation of long-term knowledge
learned over the agent’s lifetime and a representation of the
short-term situation of the agent. We implement π and the
knowledge construction mechanism as a schema mechanism
related to those introduced in Section Theoretical Alternatives
to Isolated Perception. Our implementation, however, differs
from Drescher-style schema mechanisms which model Piagetian
schemes as 3-tuples (pre-perception, action, post-perception). In
our analysis, these implementations fall within the framework
of isolated perception by directly including percepts in schemes,
and, in so doing, they miss an important aspect of Piaget’s
constructivist theory. Redefining the Goals and Motivations of
Artificial Agents Chollet’s measure of intelligence could be promising as it involves
the capacity of the agent to acquire and reuse information on
the flow (Chollet, 2019). We could also use subjective evaluation
of the agent’s behavior by human observers with questions such
as “does the agent exhibit curiosity? Playfulness? Does it appear
to pursue its own interests? etc..” This would constitute an
adaptation of the Turing test to simple activities performed
by robots. signal within a certain range. By contrast with most other
cognitive architectures, the interactionist cognitive architecture
does not manipulate isolated percepts and actions. Primitive
interactions are the atomic items. The concepts of output data
(written in output registers by the robot’s software) and input
data (read from input register by the robot’s software) remain but
they are not managed at the level of the cognitive architecture. Formally, we define the system as a tuple (S, I, q, v). S is the
set of environment states. I is the set of primitive interactions
offered by the coupling between the agent and the environment. q is a probability distribution such that q(st+1|st, it) gives the
probability that the environment transitions to state st+1 ǫ S
when the agent chooses interaction it ǫ I in state st at step
t. v is a probability distribution such that v(et|st, it) gives the
probability that the agent receives the input et ǫ I after choosing it
in state st. We call it the intended interaction because it represents
the interaction that the agent intends to enact at the beginning
of step t; and et the enacted interaction because it represents
the interaction that the agent records as having been actually
enacted at the end of step t. If the enacted interaction equals
the intended interaction (et = it) then the attempted enaction
of it is considered a success, otherwise, it is considered a failure. The series of enacted interaction e0 to et is the only source of
information available to the agent about the environment. Frontiers in Artificial Intelligence | www.frontiersin.org Toward an Interactionist Cognitive
Architecture It is distinct from the software/world
coupling defined by the input and output registers. The enaction of primitive interactions takes place at the
level of the software/world coupling. The behavior selection
mechanism, however, takes place at a higher level called cognitive
coupling. We define the higher-level policy 5(ET, KT) →IT+1
ǫ KT over a higher-level time scale, where ET is the previous
enacted composite interaction at time T, and IT+1 is the next
composite interaction to try to enact. As the agent learns new
composite interactions, the cognitive coupling defined by the
policy 5 rises away from the software/world coupling, as if
the agent saw the world in terms of increasingly sophisticated
possibilities of interaction. (Georgeon and Ritter, 2012). This kind of bottom-up pairwise
hierarchical chaining has also been studied by Martensen (2020)
and Thórisson (2020). Hierarchical composite interactions
are illustrated at the top of Figure 1 that pictures our agent’s
interaction control mechanism. From the researcher-designer point of view, an interesting
goal is to design agents and robots that have complex shapes
and can interact with objects and environments of all kinds
of configurations. The robot may need to coordinate different
body parts to achieve specific interactions in an environment
where different objects may be simultaneously moving. To
this end, we built a cognitive architecture to extend the
interaction control mechanism presented up to this point in
adding specific features suitable to ensure the processing of
spatial and temporal information. Like Rudrauf et al.’s (2017)
Projective Consciousness Model, our cognitive architecture uses
multiple points of view on a spatial representation of the
world based on active inference principles. We draw inspiration
both from philosophy (notably with the approach of Kant
mentioned above) and from biological or cognitive sciences
studies. We build upon the analyses of mammalian brains, which
evolution has endowed with complex structures to handle space. In return, we expect our models to shed some light on the
role those structures play in organizing behavior. For example
(Grieves and Jeffery, 2017) list numerous spatially modulated
structures in the brain beyond the well-known hippocampus. Such literature suggests that artificial cognitive architecture will
need similar functionalities to generate well-adapted behaviors
in complex environments. Moreover, authors like Buzsáki and
Moser (2013) have emitted the hypothesis “that the neuronal At any given time, the agent stores a list of recently enacted
interactions (primitive and composite) in short-term memory. Toward an Interactionist Cognitive
Architecture Our approach integrates the inversion of the interaction cycle
design principle introduced in Section Theoretical Alternatives
to Isolated Perception. This contrasts with most cognitive
architectures that are designed according to a perception-action
cycle in which, conceptually, perception precedes action. The
interaction cycle revolving indefinitely, one may question why
the order matters. This is because inverting the cycle already
means taking distance with the isolated perception paradigm. The cognitive architecture’s input data do not constitute percepts
representing some features of the environment but merely
constitute feedbacks from motor controls. Other authors have
implemented computer simulations following the inverted
interaction cycle design principle (e.g., Porr et al., 2006; Franchi,
2013; Roesch et al., 2013) but, to our knowledge, we propose the
first cognitive architecture based on this principle. Instead of 3-tuples, our schema mechanism constructs
hierarchies based on 2-tuples (pre-interaction, post-interaction)
called
composite
interactions. Composite
interactions
are
recursively recorded on top of primitive interactions in a
bottom-up fashion. A first-level composite interaction is a
sequence of two enacted primitive interactions (et−1, et). Higher-
level composite interactions are sequences of two lower-level
composite interactions all the way up from primitive interactions. We presented the details of this algorithm in a previous paper More specifically, our implementation rests upon the notion
of primitive interaction. A primitive interaction works as a
reference to a predefined subprogram that specifies how a control
loop can be enacted involving both motor control and expected
feedback. An example of primitive interaction is moving a touch
sensor during a predefined time while receiving a tactile feedback February 2022 | Volume 5 | Article 806041 8 Guillermin and Georgeon Artificial Interactionism FIGURE 1 | The interaction control mechanism. Cylinders and cubes with
arrows represent predefined primitive interactions enacted through control
loops. The interaction learning mechanism (top) learns composite interactions
(flat arrows) made of hierarchies of interactions organized in time and space. The interaction selector (center) selects a previously learned interaction for
enaction (right). The interaction enactor controls the sequential enaction of the
selected interaction in time and space (bottom) and returns the enacted
interaction (left), which may differ from that selected depending on the
environment. The coupling between the interaction selector and the interaction
enactor constitutes the cognitive coupling. It is distinct from the software/world
coupling defined by the input and output registers. interactions that are proposed in the current context. Toward an Interactionist Cognitive
Architecture The criteria
used for selecting interactions define the intrinsic motivation
of the agent. For example, if the criteria consist of selecting
interactions that have seldom been selected in this context, the
robot will exhibit curiosity to try new things; if the criteria are
based upon predefined valences of interaction, the robot will
appear motivated by hedonist pleasure because it seeks to enact
interactions that have a positive valence and avoids interactions
that have a negative valence. The selected interaction is processed by the interaction enactor
that controls the enaction of the interaction through motor
controls sent via the output registers and feedback received
through input registers. The bottom of Figure 1 illustrates the
enaction of primitive interactions. It is always possible that
the attempt to enact an intended interaction fails due to the
unexpected configuration of the environment. For example,
an interaction consisting of touching an object may fail due
to the absence of the object in the expected position. The
actually enacted interaction (in this example, moving without
touching anything) is returned by the interaction enactor to the
interaction selector. FIGURE 1 | The interaction control mechanism. Cylinders and cubes with
arrows represent predefined primitive interactions enacted through control
loops. The interaction learning mechanism (top) learns composite interactions
(flat arrows) made of hierarchies of interactions organized in time and space. The interaction selector (center) selects a previously learned interaction for
enaction (right). The interaction enactor controls the sequential enaction of the
selected interaction in time and space (bottom) and returns the enacted
interaction (left), which may differ from that selected depending on the
environment. The coupling between the interaction selector and the interaction
enactor constitutes the cognitive coupling. It is distinct from the software/world
coupling defined by the input and output registers. FIGURE 1 | The interaction control mechanism. Cylinders and cubes with
arrows represent predefined primitive interactions enacted through control
loops. The interaction learning mechanism (top) learns composite interactions
(flat arrows) made of hierarchies of interactions organized in time and space. The interaction selector (center) selects a previously learned interaction for
enaction (right). The interaction enactor controls the sequential enaction of the
selected interaction in time and space (bottom) and returns the enacted
interaction (left), which may differ from that selected depending on the
environment. The coupling between the interaction selector and the interaction
enactor constitutes the cognitive coupling. Frontiers in Artificial Intelligence | www.frontiersin.org Toward an Interactionist Cognitive
Architecture The interaction timeline (bottom) represents interactions as the robot experiences them over
time. The cognitive architecture incorporates a hierarchical learning module (top right), different kinds of spatial memories (egocentric and allocentric) used to localize
and track the position of interactions (center), and the phenomenal ontology (left) which stores categories of phenomena (objects as they appear through interaction)
defined by the interactions that they afford. Enacted interactions activate (1) representations of the context in spatial and temporal memory. Phenomenal
representations of objects are progressively constructed (2). When an object is recognized, the interactions that it affords can be activated (3) in spatial memory. The
spatial representation of the context affords (4) subsequent composite interactions. In return, afforded interactions can be simulated (5) in spatial memory. The policy
5 selects a new interaction, and the robot tries (6) to enact it (7). algorithms underlying navigation in real and mental space are
fundamentally the same” (p. 130), suggesting that spatiotemporal
functionalities could lay the ground toward abstract intelligence. To progress in this direction, we envision the interactionist
cognitive architecture depicted in Figure 2. ontology (Figure 2, left). Among other types of phenomena, we
study how the robot can learn a representation of its own body
through interaction and store this representation in phenomenal
ontology just as other types of objects. The relations between
these different modules are complex and open to research. In essence, the architecture constructs various data structures
that characterize the agent’s current situation distributed
across several modules: spatial memories, hierarchical temporal
memory, phenomenal ontology. These dynamical data structures
can be described as a kind of distributed perception that is
not obtained in isolation from the other parts of the cognitive
architecture. In line with phenomenological approaches of
perception of external objects we recalled in Section Perception,
Cognition, and Action in Philosophy (notably with Husserl and
Merleau-Ponty), this kind of perception also relates to what
Endsley (1995) called situation awareness in humans, in the sense
that these data structures work as operational knowledge of the
situation by informing the selection of future behavior based on
anticipation of outcomes. With this interactionist cognitive architecture, we assume
that the robot has some means to locate interactions in
space, at least approximately, and to keep track of its own
displacements in space (e.g., through an inertial measurement
unit as an analogy to the vertebrate’s vestibular system). Toward an Interactionist Cognitive
Architecture Interactions in short-term memory are organized in time and
possibly in space if information about their approximate location
relative to the agent is available. This implies that space and time
are amongst the presuppositions hardcoded in the system. In
this respect, our approach echoes Kant’s transcendental idealism
that pictures space and time as indispensable a priori material of
perception. In line with Husserl’s notion of intentional horizon or
with what Gibson called affordances (Gibson, 1979), the content
of short-term memory constitutes a characterization of the
agent’s current situation in terms of possibilities of interactions. Interactions in short-term memory may match the beginning
of previously-learned higher-level interactions. When that
happens, the continuation of these higher-level interactions is
proposed for subsequent enaction. The agent then selects the
next interaction to try to enact from among the proposed
interactions. The center of Figure 1 illustrates this interaction
cycle. The interaction selector selects a composite interaction
to try to enact from amongst previously-learned composite February 2022 | Volume 5 | Article 806041 9 Guillermin and Georgeon Artificial Interactionism FIGURE 2 | Interactionist cognitive architecture (adapted from Georgeon et al., 2020). As in Figure 1, interactions are represented as 3D blocks along a timeline to
highlight the fact that they carry 3D spatial and temporal information. The interaction timeline (bottom) represents interactions as the robot experiences them over
time. The cognitive architecture incorporates a hierarchical learning module (top right), different kinds of spatial memories (egocentric and allocentric) used to localize
and track the position of interactions (center), and the phenomenal ontology (left) which stores categories of phenomena (objects as they appear through interaction)
defined by the interactions that they afford. Enacted interactions activate (1) representations of the context in spatial and temporal memory. Phenomenal
representations of objects are progressively constructed (2). When an object is recognized, the interactions that it affords can be activated (3) in spatial memory. The
spatial representation of the context affords (4) subsequent composite interactions. In return, afforded interactions can be simulated (5) in spatial memory. The policy
5 selects a new interaction, and the robot tries (6) to enact it (7). FIGURE 2 | Interactionist cognitive architecture (adapted from Georgeon et al., 2020). As in Figure 1, interactions are represented as 3D blocks along a timeline to
highlight the fact that they carry 3D spatial and temporal information. Toward an Interactionist Cognitive
Architecture The
interaction timeline (Figure 2, bottom) represents events of
interaction as the robot experiences them, whether they are
initiated by the robot (e.g., moving forward and hitting an
obstacle) or not (e.g., the robot is pushed into an obstacle). Information related to the distal sensory system (vision, audition,
olfaction) is also handled as interactions that are, as much as
possible, located at the source of the interaction—the assumed
phenomenon that causes the interaction. This allows the agent
to update an internal representation (in terms of interactions) in
spatial memory (Figure 2, center), and simultaneously construct
temporal hierarchies of sequences of interactions (Figure 2, top). The robot must also construct representations of objects as
it experiences them (i.e., phenomena) stored in phenomenal Frontiers in Artificial Intelligence | www.frontiersin.org Example of Implementation We now present an experiment to demonstrate the behavior that
can be obtained with the interactionist cognitive architecture. February 2022 | Volume 5 | Article 806041 10 Guillermin and Georgeon Artificial Interactionism FIGURE 3 | An interactive experiment in a dynamic simulated environment (screenshot from Georgeon, 2021). (Top) two agents (sharks) interact with each other and
with three kinds of objects: solid blocks (1 × 1 × 1 cubes), go-through tiles (1 × 1 × 0.5 tiles), food tiles (1 × 1 × 0.5 violet tile). Solid blocks and tiles are opaque to
the agent’s visual system. The user can add and remove objects and agents in the environment through a mobile cursor (the wired cube). (Bottom) control panels of
each agent: visual inputs (12 “pixels” spanning 180◦), tactile input (feeling solid blocks around the agent), outcome (bumping into a solid block, socializing by touching
another agent, eating food). Egocentric spatial memory (head upward) recording phenomena in the surrounding of the agent. Agent 2’s spatial memory shows that
Agent 2 remembers the presence of a violet tile at its rear right even though the tile exited the agent’s visual field. FIGURE 3 | An interactive experiment in a dynamic simulated environment (screenshot from Georgeon, 2021). (Top) two agents (sharks) interact with each other and
with three kinds of objects: solid blocks (1 × 1 × 1 cubes), go-through tiles (1 × 1 × 0.5 tiles), food tiles (1 × 1 × 0.5 violet tile). Solid blocks and tiles are opaque to
the agent’s visual system. The user can add and remove objects and agents in the environment through a mobile cursor (the wired cube). (Bottom) control panels of
each agent: visual inputs (12 “pixels” spanning 180◦), tactile input (feeling solid blocks around the agent), outcome (bumping into a solid block, socializing by touching
another agent, eating food). Egocentric spatial memory (head upward) recording phenomena in the surrounding of the agent. Agent 2’s spatial memory shows that
Agent 2 remembers the presence of a violet tile at its rear right even though the tile exited the agent’s visual field. the purpose of controlling a setpoint, which is not our goal. The outcome may be directly read from the input register
or may be computed from input registers by a hard-coded
subprogram. Primitive control loops are thus defined by the tuple
(action, outcome). 2The screenshot is from RI Interactive demo. Available online at: http://
oliviergeorgeon.com/demo/. CONCLUSION TABLE 1 | Actions and outcome. In this paper, we have brought to the fore the pervasiveness
of what we call the isolated perception paradigm in computer
science, robotics, and AI. We studied the possibility, meaning,
and consequences of taking distance with this paradigm, drawing
on insights from philosophy (phenomenology and epistemology)
and recent approaches in cognitive sciences and AI. We
notably discussed relationships standing between the rejection
of the isolated perception paradigm and the implementation
of extrinsic or intrinsic motivations, arguing that this rejection
opens an interesting path for designing artificial agents animated
by intrinsic motivation. For example, behaviors could be
reinforced based on intrinsic-motivation criteria rather than on
their efficiency at maximizing an extrinsic reward. Such agents
may not be able to win adversarial games but they may fit
other purposes such as becoming interesting companions. The
community of reinforcement learning could contribute to this
endeavor through the rich formalism and techniques that they
have developed provided they freed themselves from the tyranny
of the extrinsic reward, and imagined other applications than
reaching predefined goals. We may learn interesting lessons
about cognition in the process. removed. Note that eating is not an action but the outcome of the
action impulse forward when the agent reaches the food as if the
agent had a reflex to ingest food. The social outcome is triggered
when the agent touches another agent with its nose. The tactile
outcome is a 3 × 3 array of Booleans (representing a somatotopic
map) that are set to true by the presence of a solid block in the
surrounding of the agent. The closer outcome is triggered when
a color (different from the background color) enlarges in the
visual field. removed. Note that eating is not an action but the outcome of the
action impulse forward when the agent reaches the food as if the
agent had a reflex to ingest food. The social outcome is triggered
when the agent touches another agent with its nose. The tactile
outcome is a 3 × 3 array of Booleans (representing a somatotopic
map) that are set to true by the presence of a solid block in the
surrounding of the agent. The closer outcome is triggered when
a color (different from the background color) enlarges in the
visual field. CONCLUSION We proposed a formalism devised from the Markov Decision
Process formalism used in reinforcement learning, and a
cognitive architecture escaping the scope of isolated perception
through the approach we named artificial interactionism. Artificial interactionism goes beyond the idea of making
perception active and controlled by cognition. It draws
on the more fundamental assumption that perception and
cognition should not be separated in the first place. This
is a more fundamental position that implies revisiting the
very fundamental premises of artificial cognitive architectures. Nevertheless, we do not claim that the artificial interactionism
paradigm is the only solution to avoid isolated perception. We
rather defend it constitutes a proof of concept showing that
the separation is not ineluctable. Artificial interactionism offers
a general blueprint for designing algorithms to control robots
displaying natural behaviors and open-ended learning through
interaction. In artificial interactionism, the agent knows its
current situation through the enaction of control loops; and has
no direct access to ready-made representations of the state of the
environment. The lack of access to the environment’s state forbids
the designer to encode extrinsic goal state recognition criteria. Since the agent is in control of the input data, and not trying to
reach a goal state defined within a pre-modeled problem, it is not
facing information overload or problem-solving combinatorial
explosion. The absence of extrinsic goal states makes room for
studying how artificial agents could construct their own goals and
also satisfy the objectives of their designers. The
valences
of
outcomes
define
inborne
behavioral
preferences one can associate with intrinsic motivations. The positive valence associated with the closer outcome
gives the agent an incentive to move toward salient objects
and thus explore its environment. When the agent reaches
an object, other outcomes are triggered, which the agent
can then associate together when they overlap in spatial
memory. The agent thus performs multimodal integration
by learning which interactions are afforded by which objects. The agent learns that solid blocks can be felt through touch,
afford bumping, and have specific colors. Violet tiles afford
eating and touching but not bumping. Other agents are
gray, afford socialization but not eating nor bumping. Once
those associations are recorded (in phenomenal ontology in
Figure 2) the agent will tend to move toward objects that
afford interactions that have a positive valence (food, other
agents), and avoid objects that afford a negative valence
(sold blocks). Gay et al. Example of Implementation Finally, primitive interactions are made of
such (action, outcome) tuples associated with spatial information
and a scalar valence, as listed in Table 1. Agents in this experiment figure sharks evolving in a basin,
as illustrated in Figure 3. The agent implementation has
been described by Gay et al. (2012). It uses the early
implementation of the cognitive architecture developed by
Georgeon et al. (2013). The experiment was then re-implemented
in a 3D dynamic environment originally developed by Voisin
(2011) that allows interactions with the experimenter. The
reader can interact with this experiment online (Georgeon,
2021). In our experiment, shark agents can perform three actions
simulating fin flaps: impulse forward, impulse leftward, and
impulse rightward. They however ignore the effects of these
actions before experiencing them. The agents’ displacements
follow a fluid friction law which makes linear and angular
speed cumulate over impulses with a decay factor, resulting
in a smooth continuous movement. Agents are not tied
to the grid but an impulse forward would approximately
propel them one unit forward before the next impulse. An
impulse
sideward
would
approximately
turn
them
of π/4. In simulations such as this one, the control loops that specify
primitive interactions can be reduced to a single round of
output data followed by input data. In this case, we refer to
output data with the term action. Although some authors in
the cognitive science literature (e.g., Engel et al., 2013) have
advocated reserving the term action to intentional acts, here
we use it to designate mere motor control to comply with the
vocabulary used in robotics literature. We refer to the signal
received by the cognitive architecture by the term outcome. We
prefer this term over the term feedback used in cybernetics
control theory because the term feedback is connoted with Table 1 summarizes actions and outcomes shark agents can
enact. The outcome bump is triggered when the agent bumps
into a sold block. The outcome eat is triggered when the shark
enters a violet patch (representing food). The violet patch is then February 2022 | Volume 5 | Article 806041 Frontiers in Artificial Intelligence | www.frontiersin.org 11 Artificial Interactionism Guillermin and Georgeon TABLE 1 | Actions and outcome. Example of Implementation Action
Outcome
Spatial
properties
Dimensionality
Valence
Impulse
forward
Closer
Direction in
[–π/2, π/2]
(color index, direction)
Positive
Impulse
leftward
Eat
x = 0,
y = 0
Boolean
Positive
Impulse
rightward
Bump
x = 1,
y = 0
Boolean
Negative
Social
x = 1,
y = 0
Boolean
Positive
Tactile
−1 < x <
1, −1 < y
< 1
3*3 matrix of boolean
Null
Default
None
Null Frontiers in Artificial Intelligence | www.frontiersin.org REFERENCES Friston, K., FitzGerald, T., Rigoli, F., Schwartenbeck, P., and Pezzulo, G. Friston, K., FitzGerald, T., Rigoli, F., Schwartenbeck, P., and Pezzulo, G. (2017). Active inference: a process theory. Neural Comput. 29, 1–49. doi: 10.1162/NECO_a_00912 (2017). Active inference: a process theory. Neural Comput. 29, 1–49. doi: 10.1162/NECO_a_00912 Arkin, R. C. (1989). Motor schema-based mobile robot navigation. Int. J. Robot. Res. 8, 92–112. doi: 10.1177/027836498900800406 Froese, T., and Ziemke, T. (2009). Enactive artificial intelligence: Investigating
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S176–S186. doi: 10.2307/3080944 Georgeon, O. L., Marshall, J. FUNDING MG
and
OG
acknowledge
financial
support
from
New
Humanism
at
the
time
of
Neurosciences
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Artificial
Intelligence project (NHNAI). CONCLUSION (2012) reported a detailed analysis of the agent’s
behavior and learning process. A video with audio explanations
can be consulted online (Georgeon, 2014). Note that by
defining the valences of interactions, the designer does not
specify goal states for the agent, but indirectly defines what
goals the agent will tend to reach. Goal-seeking behaviors
result from the fact that the interaction selector preferentially
selects interactions that have the highest positive valence. The
user does not directly specify extrinsic goal states. At most,
she can lure the agent to specific places by placing food in
these places. Artificial interactionism raises many fascinating questions. An important one bears upon the assessment of the success
of intrinsic motivation implementation (possibly by adapting
the Turing test and involving human subjective judgments
to evaluate the ability of artificial interactionist agents to
interact and play with users). More theoretically, one could
wonder: should the system be able to learn new primitives, February 2022 | Volume 5 | Article 806041 12 Guillermin and Georgeon Artificial Interactionism ACKNOWLEDGMENTS The original contributions presented in the study are included
in the article/supplementary material, further inquiries can be
directed to the corresponding author. This paper benefitted from discussions with Paul Robertson and
Juan R. Vidal. AUTHOR CONTRIBUTIONS or
is
it
possible
to
generate
well-adaptable
intelligence
based on a finite predefined set of primitives? How could
the agent develop symbolic reasoning and problem solving
grounded on interactionist experience? Is it possible to avoid
presupposing space in the cognitive architecture (Gay et al.,
2017)? In the same vein, an important feature of the artificial
interactionism paradigm is that the cognitive coupling can
evolve as the agent learns to represent the world in terms of new
composite interactions. This opens the question of the possible
implementation of cognitive constitutive autonomy (Georgeon
and Riegler, 2019). OG designed the software implementation and experiment. MG
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Poor Sleep in Community-Dwelling Polysubstance Users: Association With Khat Dependence, Metacognition, and Socio-Demographic Factors
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Frontiers in psychiatry
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ORIGINAL RESEARCH
published: 10 May 2022
doi: 10.3389/fpsyt.2022.792460 ORIGINAL RESEARCH
published: 10 May 2022
doi: 10.3389/fpsyt.2022.792460 Poor Sleep in Community-Dwelling
Polysubstance Users: Association
With Khat Dependence,
Metacognition, and
Socio-Demographic Factors Md Dilshad Manzar 1, Ahmad H. Alghadir 2, Masood Khan 2*, Mohammed Salahuddin 3,4,
Hamid Yimam Hassen 5, Ahmed M. Almansour 1, Dejen Nureye 3, Eyob Tekalign 6,
Showkat Ahmad Shah 7, Seithikurippu R. Pandi-Perumal 8,9 and Ahmed S. Bahammam 10,11 1 Department of Nursing, College of Applied Medical Sciences, Majmaah University, Al Majmaah, Saudi Arabia, 2 Department
of Rehabilitation Sciences, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia, 3 Department of
Pharmacy, College of Medicine and Health Sciences, Mizan-Tepi University (Mizan), Mizan-Aman, Ethiopia, 4 Pharmacology
Division, Department of BioMolecular Sciences, University of Mississippi, Oxford, MS, United States, 5 Department of Public
Health, College of Medicine and Health Sciences, Mizan-Tepi University, Mizan-Aman, Ethiopia, 6 Department of Medical
Laboratory Sciences, College of Medicine and Health Sciences, Mizan-Tepi University, Mizan-Aman, Ethiopia, 7 Department
of Economics, College of Business and Economics, Mizan-Tepi University (Mizan), Mizan-Aman, Ethiopia, 8 Somnogen
Canada Inc., Toronto, ON, Canada, 9 Saveetha Medical College and Hospitals, Saveetha Institute of Medical and Technical
Sciences, Saveetha University, Chennai, India, 10 The University Sleep Disorders Center, College of Medicine, King Saud
University, Riyadh, Saudi Arabia, 11 National Plan for Science and Technology, College of Medicine, King Saud University,
Riyadh, Saudi Arabia Keywords: polydrug use, khat, alcohol, nicotine, sleep problems, metacognition Edited by:
Sairam Parthasarathy,
University of Arizona, United States Reviewed by:
Constance Fung,
VA Greater Los Angeles Healthcare
System, United States
Axel Steiger,
Ludwig Maximilian University of
Munich, Germany Purpose: Poor sleep and cognitive deficits are often associated with increased drug
use. However, no study has addressed the relationship between poor sleep, substance
dependence, and metacognitive deficit in polysubstance users. Purpose: Poor sleep and cognitive deficits are often associated with increased drug
use. However, no study has addressed the relationship between poor sleep, substance
dependence, and metacognitive deficit in polysubstance users. Methods: This was a cross-sectional study with a simple random sampling involving
community-dwelling polysubstance users (n = 326, age = 18–43 years) in Mizan,
Ethiopia. Participants completed a brief sleep questionnaire, severity of dependence on
khat (SDS-Khat), a brief meta-cognition questionnaire, and a socio-demographic survey. *Correspondence:
Masood Khan
raomasood22@gmail.com;
mkhan4.c@ksu.edu.sa Specialty section:
This article was submitted to
Sleep Disorders,
a section of the journal
Frontiers in Psychiatry Results: Majority (56.4%) of the polysubstance users had sleep disturbance. Chronic
health conditions [adjusted odds ratio (AOR) = 2.52, 95% confidence interval (CI) 1.31–
4.85], chronic conditions in the family (AOR = 2.69, 95% CI 1.40–5.20), illiterate-primary
level of educational status (AOR = 2.40, 95% CI 1.30–4.04), higher SDS-Khat score (AOR
= 1.39, 95% CI 1.13–1.72), and lower meta-cognition score (AOR = 0.90, 95% CI 0.84–
0.97) predicted poor sleep in the polysubstance users. Moreover, low metacognition
score and high SDS score also predicted additional sleep disturbances like chronic
sleep insufficiency, lethargy and restlessness after nighttime sleep, socio-occupational
dysfunctions, and daytime disturbances in polysubstance users. Received: 10 October 2021
Accepted: 14 February 2022
Published: 10 May 2022 Abbreviations: SDS-Khat, severity of dependence on khat; PSU, polysubstance
use; BSQ, brief sleep questionnaire. INTRODUCTION attempted to assess sleep, sleep-related symptoms, and their
predictors in community-dwelling polysubstance users. There is
a paucity of studies regarding these factors among polysubstance
users. Therefore, this study explored the prevalence of poor sleep,
poor sleep-related symptoms, severe dependence on khat, and
level of metacognitive deficits in polysubstance-using community
adults. We hypothesized that history of chronic conditions
in polysubstance users/family members, lower metacognitive
ability, and higher level of dependence on substance use may
predict poor sleep outcome. Polysubstance use (PSU) implies using more than one drug
of abuse either simultaneously or sequentially within a defined
timeframe. PSU is common among illicit drug users with the
desire to (1) obtain greater effects compared to use of either drug
alone, (2) acquire a notable increase in the subjective response to
a drug, or (3) alleviate the adverse side effects of one substance by
the other (1). Most substance use research (including preclinical
research) has not accounted for PSU as a variable. Globally, sleep disturbances have become one of the
commonly prevalent mental health disorders, wherein one-
third of general adult individuals suffer from sleep problems
(2). Estimates vary, but a large proportion of community-
dwelling adults show sleep disturbances ranging from ∼16 to
65.4% (3–5). Poor sleep and related sleep disturbances may
lead to physiological, psychological, and social disturbances (6). For example, individuals with poor sleep have been associated
with treatment-resistant hypertension (7), suicidal ideation
(8), dysregulated circulating cholesterol and triglyceride levels
(9), and diabetes mellitus (10). Moreover, individuals with
poor sleep quality were more susceptible to neuropsychiatric
complications, especially substance use and affective and
cognitive
disorders
(11–15). Intriguingly,
the
relationship
between sleep disturbances and substance use disorders may
be bidirectional, wherein sleep disturbances increase the risk of
substance misuse (11, 12), and substance use may trigger sleep
complications (16). Citation: Manzar MD, Alghadir AH, Khan M,
Salahuddin M, Hassen HY,
Almansour AM, Nureye D, Tekalign E,
Shah SA, Pandi-Perumal SR and
Bahammam AS (2022) Poor Sleep in
Community-Dwelling Polysubstance
Users: Association With Khat
Dependence, Metacognition, and
Socio-Demographic Factors. Front. Psychiatry 13:792460. doi: 10.3389/fpsyt.2022.792460 Conclusion:
Poor sleep, severe khat dependence, and metacognitive deficits are
common in community polysubstance users. Moreover, poor sleep is associated with
higher khat dependence, lower metacognitive ability, lower educational status, and the
presence of chronic conditions in polysubstance users or their families. May 2022 | Volume 13 | Article 792460 Frontiers in Psychiatry | www.frontiersin.org 1 Sleep Correlates in Polysubstance Users Manzar et al. Participants and Procedure A cross-sectional study was performed on community-dwelling
habitual polysubstance users living in Mizan-Aman, Bench Maji
Zone, Ethiopia. Houses were earmarked using simple random
sampling (lottery method) from the list of houses provided by
health post professionals. All households with a minimum of one
adult member were the source population. Adults with habitual
use of more than one substance for at least 6 months composed
the study population. PSU was defined as the habitual use of
two or more of these substances: khat, alcohol, smoking, and
caffeinated drinks. Those having memory problems or on neuro-
psychotic medications based on self-report or on account of
information given by the family members were excluded to avoid
memory-related bias. A final sample (n = 326) with certain
age (range: 18–43 years; mean: 27.1 ± 3.7 years) completed
this study involving a brief sleep questionnaire (BSQ), severity
of dependence on khat (SDS-Khat), a brief metacognition
questionnaire, and a socio-demographics tool (19, 28). A brief
and precise summary of the objectives and methods to be
followed in the study were given to the participants. Participation
was voluntary and involved no risks or rewards. The participants
gave informed written consent for participation and publication. Substance-using populations in Ethiopian demographics have
pronounced sleep problems (16–20). Habitual khat (Catha edulis)
is a plausible explanation for changes in sleep patterns. Khat
has two important alkaloids, cathinone and cathine, that possess
stimulant-like activity similar to amphetamines (17, 21, 22). Central nervous complications are associated with khat use,
including deficits in memory, concentration, sleep, headache,
migraine, motor coordination, and stereotypical behavior (21,
22). Alcohol is often concurrently misused in the Ethiopian
population (17, 18). The effect of alcohol on sleep continuity
is dose-dependent, with low dose increasing the sleep time
and high dose leading to short-term withdrawal state, increased
sympathetic activity, and sleep disruption, mainly in the second
phase of the night (23). Smoking tobacco is associated with
a constellation of sleep complications, including difficulty
initiating sleep, staying asleep, daytime sleepiness, and affective
dysregulation, including anxiety and depression (24, 25). MATERIALS AND METHODS Participants and Procedure Meta-Cognition Questionnaire Metacognition is a person’s awareness about his own cognitive
and emotive abilities (28). A brief measure of metacognition
with nine items was developed and validated by Klusmann et
al. (28). This structured questionnaire assesses two important
aspects of metacognitive ability, namely, metamemory and
metaconcentration (20, 28, 32, 33). An adapted version had been
found to have adequate psychometric validity in collegiate young
adults (32). Each of these nine items is scored on an ordinal
scale of 1 (absolutely wrong) to 5 (absolutely true). Metacognition
total score (range: 9–45) is obtained by adding scores for all the
nine items. Lower scores indicate poor metacognitive ability in
the respondent (28, 32). A similar and adapted meta-cognition
questionnaire has been found to have robust psychometric
validity measures in substance users, university students, and
nurses (20, 32, 33). Brief Sleep Questionnaire A BSQ with four dichotomous items (yes/no) was used to assess
the presence of poor sleep and poor sleep-related symptoms. The
BSQ items recorded responses to determine these: (i) subjective
report of sleep disturbances; (ii) duration of sleep complaints
(3 or more months); (iii) daytime restlessness, irritability, and
tiredness; and (iv) report of social and occupational disruptions
related to sleep disturbances. The respondents were identified as
having poor sleep if they had any one of the first two symptoms,
i.e., (i) or (ii) along with complaints of both (iii) and (iv) (20). Similarly, a clinical interview using slightly modified criteria
based on the International Classification of Sleep Disorders,
Revised (ICSD-R) has been used in previous sleep research in
similar settings (4, 29). The BSQ was found to have an excellent
level of internal consistency, as shown by a McDonald’s Omega
of 0.88 and the greatest lower bound to reliability of 0.92 in this
study sample (30). All the four items loaded on a common factor,
“poor sleep,” with a cumulative variance of 72. 30%. Further, a
goodness of fit index (GFI) = 0.994 and weighted root mean Metacognitive abilities do vary among insomnia patients in
comparison to healthy people (26). Some of the identifiable
features of circadian rhythm (a component in sleep regulation)
are associated with dysfunctional metacognition and neuroticism
(27). Sleep quality characteristics, and metacognition mediate
between chorotype measures and poor well-being (27). These
pieces of evidence do imply that PSU disorder is a comorbid
disorder commonly associated with numerous influences such
as poor sleep, stress, and other factors. However, no study has May 2022 | Volume 13 | Article 792460 Frontiers in Psychiatry | www.frontiersin.org 2 Sleep Correlates in Polysubstance Users Manzar et al. square residual (WRMR) = 0.024 of the BSQ supported its
unidimensional factor structure. univariate outlier in the age but was retained after verifying
the correctness of the information. There was no issue of
multicollinearity and singularity; all predictor variables were
significantly correlated with poor sleep except athletic activity: β
= −1.71 to 8.7 (unadjusted odds ratio). All predictor variables
had linear relation with their log odds; there were no significant
p-values for the interaction terms between continuous predictor
variables and their natural logs in the model. Factor 10.10.03 for
Windows was used to perform a factor analysis of the BSQ scores
using categorical data assumptions (34, 35). Statistical Analysis All the statistical analysis was performed by SPSS-26.0 version
and Factor 10.10.03 for Windows. Participants’ characteristics are
presented using mean ± SD, range, frequency, and percentage. Binary logistics regression was employed to identify associated
factors of poor sleep and related sleep disturbances after
verifying the assumptions. Dichotomized measures—(i) presence
or absence of poor sleep based on BSQ and (ii) presence or
absence of related sleep disturbances—were outcome variables. There were no multivariate outliers as determined by the
Mahalanobis criteria: X2(10) = 29.59, p < 0.001. There was one Participants’ Characteristics p
More than 90% of the polysubstance users participating in
this study were men (Table 1). The prevalence of poor sleep,
chronic conditions in the participants, and chronic conditions
in the participants’ family members was 56.4, 60.4, and 61.3%,
respectively (Table 1). Most of the polysubstance users (69.9%)
were found to have a more severe psychological dependence on
khat. The majority of the study population (53.1%) were illiterate
or primary-educated. More than half of the polysubstance users
(60.4%) in this study were married or stayed with their partners
(Table 1). The range of monthly income (in Birr), SDS-Khat total
score, meta-cognition total score, and athletic activity every day
(min) were 1,500–5,000, 2–12, 16–36, and 0–105, respectively
(Table 1). Khat-chewing polysubstance users were the largest
group among the polysubstance-using adults (Table 1). Socio-Demographic Information Information related to socio-demographic characteristics—
age, gender, presence of chronic conditions, presence of
chronic conditions in the family, educational status, marital
status, monthly income (in Birr), and duration of athletic
activity every day (min)—were collected. Self-reported accounts
from respondents for the presence of medication of AIDS,
cardiovascular complications, diabetes, epilepsy, hypertension,
tuberculosis, and any other chronic diseases including mental
health issues were recorded. The Severity of Dependence on Khat SDS-Khat has been found to have a moderate internal
consistency, adequate internal homogeneity, convergent validity,
and factorial validity in polysubstance-using adults (19). SDS-
Khat is a brief measure to assess dependence on khat with five
items each scored on the ordinal scale from 0 to 3. The least score
of 0 is indicated for a frequency of never to almost never for khat
use-related behavior, while a response of 3 indicates a frequency
of always or nearly always for khat use-related behavior. Scores
for all individual items are added to obtain SDS-Khat total score;
a higher score indicates increasing severity of dependence (19). SDS-Khat is a valid and reliable tool for khat-chewing substance
users (19). A cutoffscore of 6 and above has been used to indicate
severe psychological dependence on khat (31). Associated Factors of Poor Sleep in
Polysubstance Users Associated factors of poor sleep in the polysubstance users
are shown in Table 2. A binary regression prediction model
was adjusted for age (years) and gender. The prediction model
explained 47.8% (Nagelkerke R2) of the variance in classifying
poor sleepers among polysubstance users (36). This model was
significant compared to a model with only intercepts as indicated
by χ2(10, N = 326) = 143.58, p < 0.001 with 79.4% accuracy
in classifying those with poor sleep. The presence of chronic
conditions [adjusted odds ratio (AOR = 2.52, 95% confidence
interval CI 1.31–4.85), the presence of chronic conditions in the
family (AOR = 2.69, 95% CI 1.40–5.20), illiterate to primary level
of educational status (AOR = 2.40, 95% CI 1.30–4.04), higher
SDS total score (AOR = 1.39, 95% CI 1.13–1.72), and lower meta-
cognition total score (AOR = 0.90, 95% CI 0.84–0.97) predicted
poor sleep in the polysubstance users (Table 2). Frontiers in Psychiatry | www.frontiersin.org Associated Factors of Poor Sleep-Related
Symptoms in Polysubstance Users Characteristics
Range; mean ± SD/
(N = 326)
frequency (percentage)
Age
18–43; 27.1 ± 3.7
Gender
Male
294 (90.2)
Female
32 (9.8)
Poor sleep
No
142 (43.6)
Yes
184 (56.4)
Presence of chronic conditions
No
129 (39.6)
Yes
197 (60.4)
Presence of chronic conditions in the family
No
126 (38.7)
Yes
200 (61.3)
Educational status
Illiterate to primary level
173 (53.1)
Secondary to higher level
153 (46.9)
Marital status
Unmarried/divorced/widowed
129 (39.6)
Double/married
197 (60.4)
Monthly income (In Birr)a
1,500–5,000; 3,647.8 ± 707.1
SDS-Khat total score
2–12; 6.5 ± 1.3
Dependence on khat
Less psychological dependence
98 (30.1)
More or severe psychological dependence
228 (69.9)
Meta-cognition total score
16–36; 26.6 ± 4.1
Athletic activity everyday (min)
0–105; 15.0 ± 24.4
Polysubstance use with khat chewing
318 (97.5%)b
Polysubstance use with alcohol
230 (70.6%)b
Polysubstance use with smoking
221 (67.8%)b
SD, standard deviation; SDS-Khat, severity of dependence on khat scale. The presence of chronic conditions was based on self-reported presence of diabetes,
hypertension, epilepsy, tuberculosis, AIDS, other cardiovascular complications, and any
other chronic diseases. Poor sleep was evaluated by a brief questionnaire; metacognition
was assessed by a brief measure developed by Klusmann et al. aOne hundred Birr was approximately equal to 2.01 USD on January 23, 2022. bGroups were not exclusive. a model having only intercept χ2(10, N = 326) = 26.74,
p < 0.01, which had an accuracy of 92.6% in classifying
complaints of social and occupational disruptions related to
sleep disturbances. p
Low metacognition score predicted the presence of all the four
sleep complaints: subjective report of sleep disturbances (AOR =
0.91, 95% CI 0.84–0.98), 3 or more months of complaints about
sleep duration (AOR = 0.86, 95% CI 0.78–0.95), complaints
of daytime restlessness, irritability, and tiredness (AOR = 0.85,
95% CI 0.78–0.92), and complaints of social and occupational
disruptions related to sleep disturbances (AOR = 0.85, 95%
CI 0.75–0.97; Table 3). Illiterate to primary level of educational
status predicted the presence of all the four sleep complaints:
subjective report of sleep disturbances (AOR = 3.30, 95%
CI 1.71–6.36), 3 or more months of complaints about sleep
duration (AOR = 2.57, 95% CI 1.22–5.40), complaints of daytime
restlessness, irritability, and tiredness (AOR = 2.22, 95% CI 1.06–
4.64), and complaints of social and occupational disruptions
related to sleep disturbances (AOR = 0.36, 95% CI 0.13–0.97;
Table 3). and report of social and occupational disruptions related to sleep
disturbances, respectively. Associated Factors of Poor Sleep-Related
Symptoms in Polysubstance Users Predictors
p-value
AOR
(95% CI of AOR)
Presence of chronic conditions
No
1
Yes
<.01
2.52 (1.31–4.85)
Presence of chronic conditions in the family
No
1
Yes
<0.01
2.69 (1.40–5.20)
Educational status
Illiterate to primary level
<0.01
2.40 (1.30–4.44)
Secondary to higher level
1
Marital status
Single/divorced/widowed
1
Double/married
0.09
1.72 (0.93–3.20)
Monthly income
0.10
1.06 (0.98–1.15)
SDS-Khat total score
<0.01
1.39 (1.13–1.72)
Meta-cognition total score
0.01
0.90 (0.84–0.97)
Athletic activity everyday (min)
0.10
1.01 (1.00–1.02)
Poor sleep was evaluated by a brief structured questionnaire; the presence of chronic
conditions was based on self-reported presence of diabetes, hypertension, epilepsy,
tuberculosis, AIDS, other cardiovascular complications, and any other chronic diseases. Metacognition was assessed by a brief measure developed by Klusmann et al. Sample
size (N = 326). SDS-Khat, severity of dependence on khat scale; CI, confidence interval; AOR, adjusted
odds ratio, adjusted for age (year) and gender. a model having only intercept χ2(10, N = 326) = 26.74,
p < 0.01, which had an accuracy of 92.6% in classifying
complaints of social and occupational disruptions related to
sleep disturbances. Low metacognition score predicted the presence of all the four
sleep complaints: subjective report of sleep disturbances (AOR =
0.91, 95% CI 0.84–0.98), 3 or more months of complaints about
sleep duration (AOR = 0.86, 95% CI 0.78–0.95), complaints
of daytime restlessness, irritability, and tiredness (AOR = 0.85,
95% CI 0.78–0.92), and complaints of social and occupational
disruptions related to sleep disturbances (AOR = 0.85, 95%
CI 0.75–0.97; Table 3). Illiterate to primary level of educational
t t
di t d th
f
ll th
f
l
l i t TABLE 1 | Participants’ characteristics. Associated Factors of Poor Sleep-Related
Symptoms in Polysubstance Users Associated factors of poor sleep-related symptoms in the
polysubstance users are shown in Table 3. All four models were
adjusted for age and gender. Based on the criteria of Nagelkerke
R2, the prediction models explained 54.9, 69.8, 58.0, and 19.3% of
the variance in classifying polysubstance users with a subjective
report of sleep disturbances, duration of sleep complaints (3 or
more months), daytime restlessness, irritability, and tiredness, May 2022 | Volume 13 | Article 792460 Frontiers in Psychiatry | www.frontiersin.org 3 Sleep Correlates in Polysubstance Users Manzar et al. TABLE 1 | Participants’ characteristics. Characteristics
Range; mean ± SD/
(N = 326)
frequency (percentage)
Age
18–43; 27.1 ± 3.7
Gender
Male
294 (90.2)
Female
32 (9.8)
Poor sleep
No
142 (43.6)
Yes
184 (56.4)
Presence of chronic conditions
No
129 (39.6)
Yes
197 (60.4)
Presence of chronic conditions in the family
No
126 (38.7)
Yes
200 (61.3)
Educational status
Illiterate to primary level
173 (53.1)
Secondary to higher level
153 (46.9)
Marital status
Unmarried/divorced/widowed
129 (39.6)
Double/married
197 (60.4)
Monthly income (In Birr)a
1,500–5,000; 3,647.8 ± 707.1
SDS-Khat total score
2–12; 6.5 ± 1.3
Dependence on khat
Less psychological dependence
98 (30.1)
More or severe psychological dependence
228 (69.9)
Meta-cognition total score
16–36; 26.6 ± 4.1
Athletic activity everyday (min)
0–105; 15.0 ± 24.4
Polysubstance use with khat chewing
318 (97.5%)b
Polysubstance use with alcohol
230 (70.6%)b
Polysubstance use with smoking
221 (67.8%)b
SD, standard deviation; SDS-Khat, severity of dependence on khat scale. The presence of chronic conditions was based on self-reported presence of diabetes,
hypertension, epilepsy, tuberculosis, AIDS, other cardiovascular complications, and any
other chronic diseases. Poor sleep was evaluated by a brief questionnaire; metacognition
was assessed by a brief measure developed by Klusmann et al. aOne hundred Birr was approximately equal to 2.01 USD on January 23, 2022. bGroups were not exclusive. TABLE 2 | Logistic regression predicting poor sleep in polysubstance users. Frontiers in Psychiatry | www.frontiersin.org Associated Factors of Poor Sleep-Related
Symptoms in Polysubstance Users The model with correlates was significant compared with a
model having only intercept χ2(10, N = 326) = 169.50, p < 0.001,
which had an accuracy of 80.4% in classifying polysubstance
users with a subjective report of sleep disturbances. The model
with correlates was significant compared with a model having
only intercept χ2(10, N = 326) = 241.61, p < 0.001, which
had an accuracy of 87.7% in classifying polysubstance users
with 3 or more months of complaints about sleep duration. The model with correlates was significant compared with a
model having only intercept χ2(10, N = 326) = 173.13,
p < 0.001, which had an accuracy of 83.4% in classifying
complaints of daytime restlessness, irritability, and tiredness. The model with correlates was significant when compared with A high SDS total score predicted the presence of the three
sleep complaints: subjective report of sleep disturbances (AOR =
1.53, 95% CI 1.22–1.93), 3 or more months of complaints about
sleep duration (AOR = 1.52, 95% CI 1.18–1.97), and complaints
of daytime restlessness, irritability, and tiredness (AOR = 1.87,
95% CI 1.43–2.43; Table 3). The presence of chronic conditions
in the family predicted the presence of the three sleep complaints:
subjective report of sleep disturbances (AOR = 4.27, 95% CI May 2022 | Volume 13 | Article 792460 Frontiers in Psychiatry | www.frontiersin.org 4 Sleep Correlates in Polysubstance Users Manzar et al. TABLE 3 | Logistic regression predicting poor sleep-related symptoms in polysubstance users. Associated Factors of Poor Sleep-Related
Symptoms in Polysubstance Users Predictors
Subjective
report of sleep
disturbances
Duration of sleep
complaints
Daytime
restlessness,
irritability, and
tiredness
Social and
occupational
disruptions related
to sleep
disturbances
AOR
(95% CI of AOR)
AOR
(95% CI of AOR)
AOR
(95% CI of AOR)
AOR
(95% CI of AOR)
Presence of chronic conditions
No
1
1
1
1
Yes
1.62 (0.80–3.30)
0.98 (0.41–2.38)
1.42 (0.66–3.02)
4.30 (1.47–12.54)**
Presence of chronic conditions in the family
No
1
1
1
1
Yes
4.27 (2.10–8.68)**
14.40 (5.73–36.20)**
5.61 (2.59–12.15)**
0.34 (0.11–1.09)
Educational status
Illiterate to primary level
3.30 (1.71–6.36)**
2.57 (1.22–5.40)**
2.22 (1.06–4.64)*
0.36 (0.13–0.97)*
Secondary to higher level
1
1
1
1
Marital status
Single/divorced/widowed
1
1
1
1
Double/married
1.17 (0.60–2.29)
3.65 (1.69–7.90)**
2.14 (1.05–4.36)*
2.20 (0.80–5.99)
Monthly income
0.99 (0.98–1.00)**
0.99 (0.98–1.00)
0.99 (0.98–1.00)**
0.99 (0.98–1.00)
SDS-Khat total score
1.53 (1.22–1.93)**
1.52 (1.18–1.97)**
1.87 (1.43–2.43)**
0.90 (0.63–1.29)
Meta-cognition total score
0.91 (0.84–0.98)*
0.86 (0.78–0.95)**
0.85 (0.78–0.92)**
0.85 (0.75–0.97)*
Athletic activity everyday (min)
1.02 (1.00–1.03)*
1.03 (1.02–1.05)**
1.00 (0.99–1.02)
0.99 (0.97–1.01)
*p < 0.05; **p < 0.01; sample size (N = 326). Poor sleep was evaluated by a brief sleep questionnaire; subjective report of sleep disturbances, duration of sleep complaints (3 or more months), daytime restlessness, irritability,
and tiredness; and report of social and occupational disruptions related to sleep disturbances. The presence of chronic conditions was based on self-reported presence of diabetes,
hypertension, epilepsy, tuberculosis, AIDS, other cardiovascular complications, and any other chronic diseases. SDS-Khat, severity of dependence on khat scale; CI, confidence interval; AOR, adjusted odds ratio, adjusted for age (year) and gender. TABLE 3 | Logistic regression predicting poor sleep-related symptoms in polysubstance users. p
0 05;
p
0 0 ; sa
p e s e (
3 6)
Poor sleep was evaluated by a brief sleep questionnaire; subjective report of sleep disturbances, duration of sleep complaints (3 or more months), daytime restlessness, irritability,
and tiredness; and report of social and occupational disruptions related to sleep disturbances. The presence of chronic conditions was based on self-reported presence of diabetes,
hypertension, epilepsy, tuberculosis, AIDS, other cardiovascular complications, and any other chronic diseases. SDS-Khat, severity of dependence on khat scale; CI, confidence interval; AOR, adjusted odds ratio, adjusted for age (year) and gender. khat and nicotine-induced stimulants effects like anxiety and
impulsive behavior (37, 38). Frontiers in Psychiatry | www.frontiersin.org Associated Factors of Poor Sleep-Related
Symptoms in Polysubstance Users Given that the half-life of cathinone
is 1.5 h (39), this combination may be worse, as the effects of khat
may wear offquicker than alcohol (half-life is 4–5 h), triggering
individuals to consume khat repeatedly. This may lead to a fatal
inhibited state in these individuals when the effects of alcohol
are felt in isolation. Indeed, polysubstance users have poor health
outcomes than single-drug users (38). As such, the present study
revealed that PSU of khat, alcohol, and nicotine significantly
correlated with poor sleep, poor sleep-related disturbances, and
metacognitive deficits. 2.10–8.68), 3 or more months of complaints about sleep duration
(AOR = 14.40, 95% CI 5.73–36.20), and complaints of daytime
restlessness, irritability, and tiredness (AOR = 5.61, 95% CI 2.59–
12.15; Table 3). The presence of chronic conditions predicted the
presence of social and occupational disruptions related to sleep
disturbances (AOR = 4.30, 95% CI 1.47–12.54; Table 3). DISCUSSION In the present study, an association was observed between
poor sleep and increasing severity of khat dependence, lower
metacognition ability, the presence of chronic conditions, the
presence of chronic conditions of a family member, and lower
educational status. Moreover, a high proportion of polysubstance
users had sleep disturbances and severe dependence on khat. Consistent with the crosstalk between substance use and poor
sleep, this is the first study to demonstrate further that
polysubstance users have sleep complaints such as subjective
sleep disturbances, short sleep duration, daytime complaints, and
occupational problems related to sleep disturbances. This study showed that among polysubstance users, the
majority of users chewed khat (97.5%), and ∼56% of the
total population showed poor sleep. This PSU behavior among
khat users is similar to the findings of prior studies, which
also reported that khat users often use other substances
(19, 40). Neurobiological mechanisms of khat which mimic
amphetamine-like effects on the sleep circadian system are
just beginning to be understood. Dopamine is an important
neurotransmitter that modulates the reward circuitry and
regulates alertness, thus implicated in the sleep–wake cycle. It has been demonstrated that repeated use of amphetamine-
like drugs led to increased sleep latency and a decrease in
the total sleep time and slow-wave and rapid eye movement
(REM) sleep (41). Sleep changes may further downregulate Mostly, psychostimulants like khat and nicotine are taken
along with central nervous system (CNS) depressants like
alcohol: either (a) to obtain greater subjective effects when using
these drugs together or (b) administration of khat or nicotine
may offset alcohol’s depressant effects. Alcohol may temper May 2022 | Volume 13 | Article 792460 5 Sleep Correlates in Polysubstance Users Manzar et al. dopamine receptors, thereby increasing vulnerability to drug
misuse (42). Indeed, PSU may elevate the risk of comorbid
psychopathology and cognitive dysfunction (13). In support,
we and others have previously demonstrated that concurrent
use of khat and tobacco smoking (43) and concurrent use of
alcohol, khat, and tobacco smoking were associated with poor
sleep (18). In animal models of behavioral sensitization, which is
a model of drug addiction, nicotine potentiated the amphetamine
behavioral response and dopaminergic efflux in rats (44); in the
drug reinforcement animal model, nicotine enhanced incentive
motivational effects of amphetamine (45). DISCUSSION In the light of the
dynamic interaction effects between nicotine, amphetamine, and
alcohol on hypocretin/orexin, GABAergic, dopaminergic, and
cholinergic neurotransmission, it is imperative to systematically
study the neurological comorbidities in polydrug users to reveal
new insights into the management of these addicts (41). alone did not impair the spatial memory, suggesting synergistic
effects when these drugs were combined (58). Furthermore, when
rat hippocampus was assessed for markers of oxidative stress,
the use of alcohol and METH showed a synergistic increase
in reactive oxygen species, which are detrimental for the cell
compared to the use of either drug alone. Hence, concurrent use
of drugs may cause the drugs to interact with each other and may
have additive or synergistic effects on the physiological system. Consistent with the predisposition to sleep changes, cognitive
deficits may also interplay, albeit concurrently, following
substance use (59, 60). In the present study lower metacognition
score predicted the presence of all four sleep complaints in
polydrug users. This is in line with previous preclinical and
clinical neuroimaging studies, which showed that differential
substance users have differential changes in the gray matter
volume that are associated with psychomotor, affective, and
cognitive deficits (22, 61–64). Furthermore, long-term use of
drugs with abuse potential may produce excitotoxicity by
over-activation of glutamatergic and dopaminergic synapses,
thus leading to neuronal damage and associated behavioral
changes (65–67). The
present
study
also
identified
poor
sleep-related
disturbances in polysubstance users with the binary logistic
regression models that were significantly associated with a
subjective report of sleep disturbances and three and more
months of sleep complaints. These findings are consistent
with a previous study, which demonstrated that adolescents’
substance use is significantly associated with sleep disturbances,
especially in maintaining sleep regularity, timing, efficiency,
and duration (46). Recent evidence support changes in the gene
expression level of Per2 with heavy drinking in alcoholics (47). These changes are modulated by the dopaminergic transmission
between the ventral tegmental area and nucleus accumbens
involving melatonin hormone, levels of which promote circadian
rhythm, or via gene expression by the CLOCK protein (48, 49). Moreover, drugs of abuse mediate direct changes in the circadian
rhythm independent of suprachiasmatic nucleus (SCN) or
light/dark cycle (50, 51) and also changes the sensitivity of
various drugs of abuse like opiates, nicotine, stimulants, and
alcohol based on the diurnal cycle (51). DISCUSSION In the present study increasing severity of khat dependence
was significantly associated with sleep complaints, namely,
subjective
reports
of
sleep
disturbances,
sleep
duration
complaints
(3
or
more
months),
daytime
restlessness,
irritability, and tiredness. This is in line with other studies,
which demonstrated that drug users struggle with internalizing
and
externalizing
problems
including
difficulty
in
sleep
maintenance, sleep efficiency, and sleep duration (46, 68). Family
social support buffers the effects of internalizing problems
observed in substance users. Therefore, family involvement may
moderate the risk factors associated with substance use and
related emotional and behavioral challenges (69). However, if
family members of substance users have chronic conditions, then
they are less likely to buffer the effects of internalizing problems. This possibly explains the relationship of chronic conditions in
family members with various sleep complaints and overall poor
sleep because family members with chronic conditions may be
less likely to constructively contribute to moderate the effects of
internalizing problems (69). As most study participants were khat users, it is possible
to speculate that repeated use of khat, alcohol, and tobacco
may have adverse consequences on attention and psychomotor
function. Chronic amphetamine use promoted deficits in
psychomotor functioning, attention, and sleep disruption (52,
53). Moreover, the concurrent use of nicotine and amphetamine
in female rats demonstrated potentiation of behavioral response
with an increase in the dopamine concentrations in the striatal
slices rich in dopaminergic receptors (44). Frontiers in Psychiatry | www.frontiersin.org REFERENCES 9. Barikani A, Javadi M, Rafiei S. Sleep quality and blood lipid composition
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Clin North Am. (2015) 38:793–803. doi: 10.1016/j.psc.2015.07.008 6. FUNDING Researchers Supporting Project number (RSP-2021/382), King
Saud University, Riyadh, Saudi Arabia. The authors extend their
appreciation to the Deanship of Scientific Research at Majmaah
University for funding this work under Project Number (R-2022-
113). LIMITATIONS OF THE STUDY The current study’s results must be viewed in light of the study’s
cross-sectional nature. Also, the present study only focused on
poor sleep and associated sleep disturbances and metacognition. Other factors that may impact sleep were not considered. The
collection of data was done by using a validated questionnaire,
which lacked objective sleep metrics. Also, illicit drug users were
questioned about their drug use (duration in months) with a
recall period of 1 month which may be associated with recall
bias. Future studies should explore longitudinal study design
in a cohort group of individuals who may use CNS stimulants
and depressants together and compare to single-drug users or
normal subjects. Nevertheless, our study is the first to report
a high prevalence of sleep complaints and their association Alcohol, on the other hand, is a cytochrome p450 inhibitor;
chronic alcohol use may downregulate GABAergic receptors
and stimulate the glutamatergic receptors, thereby leading to
hyperarousal impulsive behavior state and further increase
vulnerability
to
affective
and
substance
use
disorders
(54, 55). Sleep disorders may confer vulnerability to future
neuropsychiatric complications and cognitive dysfunction (56). Concurrent use of alcohol and methamphetamine (METH)
showed
impairment
of
learning
and
memory
compared
to METH alone in rats (57). Additional evidence in rats
demonstrated that the use of alcohol and METH produced
synergy to impair hippocampal-mediated spatial memory
compared to using METH alone (58). Alcohol administration May 2022 | Volume 13 | Article 792460 Frontiers in Psychiatry | www.frontiersin.org 6 Sleep Correlates in Polysubstance Users Manzar et al. The patients/participants provided their written informed
consent to participate in this study. with dependence, metacognitive deficit, and socio-demographic
factors in polysubstance users. From the data presented in this
study, it is not possible to discern differences in associated
factors of poor sleep/poor sleep-related symptoms in discrete
groups of polysubstance users. Future studies with case–control
designs involving distinct groups of polysubstance users with
longitudinal data collection may help in identifying relationships
between sub-groups of polysubstance users and sleep. ETHICS STATEMENT The authors are grateful to the Researchers Supporting Project
number (RSP-2021/382), King Saud University, Riyadh, Saudi
Arabia for funding this research. The authors are grateful to
the Deanship of Scientific Research, Majmaah University, for
funding the research (R-2022-113). The studies involving human participants were reviewed and
approved by Human Institutional Ethics Committee, College of
Health Sciences, Mizan-Tepi University, Mizan-Aman, Ethiopia. DATA AVAILABILITY STATEMENT The raw data supporting the conclusions of this article will be
made available by the authors, without undue reservation. AUTHOR CONTRIBUTIONS MM, MS, HH, AMA, DN, ET, SS, SRP, and AB conceptualized the
study and its methodology and were involved in data collection
and curation also. MM and MK did the data analysis and wrote
and edited the manuscript. AHA, MS, HH, AMA, and AB were
involved in supervision. All authors reviewed and approved
the manuscript. CONCLUSION This study demonstrates that poor sleep, khat dependence,
and metacognitive deficits are highly prevalent in community
polysubstance users. Moreover, poor sleep is associated with
higher khat dependence, lower metacognitive ability, lower
educational status, and the presence of chronic conditions in
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Depend. (2018) 187:186–94. doi: 10.1016/j.drugalcdep.2018.03.010 Frontiers in Psychiatry | www.frontiersin.org May 2022 | Volume 13 | Article 792460 Conflict of Interest: SRP is employed by Somnogen Canada Inc. 63. Leyrer-Jackson JM, Nagy EK, Olive MF. Cognitive deficits and neurotoxicity
induced by synthetic cathinones: is there a role for neuroinflammation? Psychopharmacology. (2019)
236:1079–95. doi:
10.1007/s00213-018-
5067-5 The remaining 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. 64. Salahuddin MF, Qrareya AN, Mahdi F, Jackson D, Foster M, Vujanovic T,
et al. Combined HIV-1 Tat and oxycodone activate the hypothalamic-
pituitary-adrenal
and
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and
promote
psychomotor,
affective, and cognitive dysfunction in female mice. Horm Behav. (2020)
119:104649. doi: 10.1016/j.yhbeh.2019.104649 Publisher’s Note: All claims expressed in this article are solely those of the authors
and do not necessarily represent those of their affiliated organizations, or those of
the publisher, the editors and the reviewers. Any product that may be evaluated in
this article, or claim that may be made by its manufacturer, is not guaranteed or
endorsed by the publisher. 65. Bowyer
JF,
Ali
S. High
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60:521–32. doi: 10.1002/syn.20324 66. Cadet
JL,
Krasnova
IN. Molecular
bases
of
methamphetamine-
induced
neurodegeneration. Int
Rev
Neurobiol. (2009)
88:101–
19. doi: 10.1016/S0074-7742(09)88005-7 Copyright © 2022
Manzar, Alghadir, Khan, Salahuddin, Hassen, Almansour,
Nureye, Tekalign, Shah, Pandi-Perumal and Bahammam. 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. 67. Rodriguez MJ, Pugliese M, Mahy N. Drug abuse, brain calcification and
glutamate-induced neurodegeneration. Curr Drug Abuse Rev. (2009) 2:99–
112. doi: 10.2174/1874473710902010099 68. Pieters S, Burk WJ, Van Der Vorst H, Dahl RE, Wiers RW, Engels
RC. Prospective relationships between sleep problems and substance use, 68. Pieters S, Burk WJ, Van Der Vorst H, Dahl RE, Wiers RW, Engels
RC. Prospective relationships between sleep problems and substance use, May 2022 | Volume 13 | Article 792460 Frontiers in Psychiatry | www.frontiersin.org 9
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CH A PT ER 5
MOOCs
Beware of the man who works hard to learn something,
learns it, and finds himself no wiser than before. He is full
of murderous resentment of people who are ignorant without
having come by their ignorance the hard way.
—Kurt Vonnegut
Introduction
Having looked at a long established practice of open access
publishing in Chapter 3 and a relatively stable approach of OERs
in Chapter 4, this chapter will consider the rapid and rather volatile world of MOOCs. No subject in educational technology in
recent years has generated as much excitement amongst educational entrepreneurs and angst amongst established academics as
MOOCs. If open access represents the clearest case for the argument that openness has been successful, then MOOCs are probably the best example of the second strand of this – t hat the battle
for the future direction is now occurring.
It was MOOCs after all, and not OERs, open access or open
scholarship, that caused veteran elearning expert Tony Bates
(2014) to despair, ‘I can’t express adequately just how pissed off
I am about M
OOCs – not the concept, but all the hubris and
90
The Battle for Open
nonsense that’s been talked and written about them. At a personal level, it was as if 45 years of work was for nothing.’ Why
should this be so? What is it about MOOCs that causes despair
and excitement in equal measure? This will be the subject of the
next two chapters, concentrating first on MOOCs themselves,
and then on the media interest around them in the Chapter 6.
MOOCs can stand as a microcosm of the issues in open education, because it is with open courses that they are brought into
sharpest relief.
This rapid growth of MOOCs can be demonstrated by comparing their internet interest with that of OERs. A simple use of
Google Trends reveals how interest in MOOCs has grown, comparative to OERs (see Figure 4).
While OERs have had steady growth since 2009, indicating an
increased awareness, MOOCs arrive seemingly from nowhere in
late 2012 and rapidly overtake OERs. This plot emphasises the
point made at the end of the previous chapter regarding the sudden media interest in MOOCs. However, to put it in perspective, we can also plot MOOCs against a subject that has wider
public awareness. Zuckerman (2012) jokingly suggests using the
US celebrity Kim Kardashian to act as an indicative measure of
internet attention. Figure 5 shows this comparison, and because
Google Trends normalises the Y-scale so that it is showing relative interest rather than absolute number of searches, the rather
sobering evidence is that in this plot, MOOCs don’t even register.
There are two interesting aspects of MOOCs from the perspective of the battle for open. The first is what they are, the
opportunities and threats they pose and the type of openness
they afford. The second is the media interest in them and why
they find resonance with a certain type of narrative. This chapter
will deal with the first of these, looking at the history, benefits,
Source: Google Trends http://www.google.com/trends/explore#q=moocs%2C%20OERs&cmpt=q. (7th September 2014)
Figure 4: Google Trends plot of relative interest in MOOCs and OERs.
OERs
MOOCs
MOOCs
91
Source: Google Trends http://www.google.com/trends/explore#q=moocs%2C%20Kardashian&cmpt=q. (7th September
2014)
Figure 5: Google Trends plot of relative interest in MOOCs vs. Kim Kardashian
MOOCs
Kim Kardashian
92
The Battle for Open
MOOCs
93
commercialisation and pedagogy of MOOCs. The next chapter
will examine the second issue, that of narrative, in detail.
MOOC Background
MOOCs are a topic where a number of people can lay claim to
being the instigator. What counts as a MOOC is open to interpretation. People had released content previously, either as part of the
OER movement or independently, and this could be in the form
of a whole course. However, there was a coalescence of interest
around running open courses from a number of people associated
with the open education movement. David Wiley ran a campus
based course in 2007 and made it open to anyone online to participate, as did Alec Couros, operating an ‘open boundary’ course.
However, the title of founder is often given to Connectivism and
Connective Knowledge (CCK08), run by George Siemens and
Stephen Downes, in 2008. It was commentary on this course that
gave rise to the term MOOC, jointly attributed to Dave Cormier
and Bryan Alexander.
There are familiar names in this list of early MOOC providers because MOOCs can be seen as a logical extension of the
open education movement. What characterised these early
MOOCs was an interest in the possibilities that being open and
networked offered. The subject matter of these early courses
was related to the mode of presentation, so courses were in
topics such as open education, digital identity or networked
pedagogy. As with early elearning courses, which would often
be about the subject of elearning itself, these early stages of
experimentation focused on subjects where the medium was
the message. But as with elearning, this soon broadened out to
encompass all topics.
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The Battle for Open
Another characteristic of these early MOOCs was that they
were associated with individuals, not institutions. They were seen
as George and Stephen’s course, rather than a Stanford or MIT
course. This meant that they were experimental in terms of technology, both by necessity and design. These MOOCs used a combination of open technologies, such as WordPress and Twitter,
some institutional hosting through tools such as Moodle, and
even some self-created tools such as Stephen Downes’s gRSShopper. Learning to use these tools and to make connections across
the open internet was seen as a key aim for these early MOOCs.
Then in 2011, MOOCs took a very different turn when Sebastian
Thrun launched the Stanford Artificial Intelligence course, with
over 120,000 enrolled learners. This attracted much attention
from the media and venture capitalists. With the cost of formal
education soaring, the idea that you could take courses from the
top universities for free seemed irresistible. Harvard and MIT created EdX, Coursera was launched by Daphne Koller and Andrew
Ng with venture capital funding and Thrun founded Udacity. The
year 2012 was deemed ‘Year of the MOOC’ by the New York Times
(Pappano 2012) as most major US universities signed up to one
or other of the main providers, or launched their own courses.
MOOC mania was not restricted to North America: in the UK the
OU launched FutureLearn in 2013; in Germany it was iVersity;
and in Australia, Open2Study. Coursera is the most prominent of
the MOOC providers, and it has over 500 courses from 107 universities and over 5 million learners enrolled (Protalinski 2013).
The pace of uptake, hype and development seemed breathless in
comparison with most educational projects.
These new MOOCs were very different from the early ones
pioneered by the open education movement. They tended to be
institutional, based on a proprietary platform and driven by a
MOOCs
95
strongly instructivist pedagogy. Whereas the initial MOOCs had
emphasised the importance of networking, many new MOOCs
were focused on video instruction and automatic assessment. The
distinction was made between cMOOCs for the early, connectivist type MOOCs and xMOOCs for the new, didactic models
(Siemens 2012).
Before we examine the impact of this commercial aspect on
the nature of openness in MOOCs, it is worth considering some
of the positive aspects of the rapid increase in profile for open
education and elearning in general. For many educational technologists who had strived for years to get fellow academics or
senior managers interested in different aspects of open education,
MOOCs provided a means of getting attention and funding. As
Siemens (2014) puts it, ‘if education was grunge, MOOCs were
its Nirvana,’ the breakthrough act that gained attention. It might
be incorrect to cast the global education movement as a fringe
movement such as grunge rock, but MOOCs certainly accelerated the attention and interest in open education.
Such increased profile can be both a blessing and a curse, particularly when it follows on the back of hype about revolution
in higher education. But even setting aside the possibly d
ubious
benefits of suddenly becoming the popular child in class,
MOOCs are important because they raise a number of issues for
educators, and – c rucial to the theme of this b
ook – t hese issues
arise directly as a result of the open nature of MOOCs. In the
following section, three of these are addressed. These are not the
only issues raised by MOOCs, nor is this an exhaustive coverage of them – course design and pedagogy could form a book
in itself. The intention here is to illustrate how the open nature
of MOOCs causes fundamental questions to be asked about
accepted education practice.
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The Battle for Open
MOOCs and Quality
The first such issue is that of quality and how it is measured.
Formal higher education has developed a set of quality measures
based on a specific relationship between the education provider
and the student. That relationship is fundamentally altered in a
MOOC, and so these existing measures are not applicable.
Let us consider why we measure quality. Largely it is to verify
that aims and intentions have been met. The aims of the institution may be to have a sufficient number of students, for them to
stay with and pass the course, and for the institution’s reputation
to be upheld. The educator in charge of the course may have similar aims, along with those of a professional interest in exploring
the possibilities afforded by MOOCs. The student will have the
aims of learning what they set out to, passing the course, enjoying
the experience and gaining useful skills.
We therefore develop quality measures and procedures that
monitor these intentions. These could be student completion rates,
student satisfaction scores, external assessment of course c ontent,
checks against external benchmarks, etc. In a MOOC many
of these intentions are altered, either radically or subtly. At the
moment it’s not entirely clear what the intentions of institutions
are in relation to MOOCs – is it to attract more formal students, to
provide a public good, to make money? In this early stage it might
be a confused mixture of all of these, combined with a need to
appear to be doing something. For educators, the intention might
be experimentation with curriculum or pedagogy, improvement
of their personal reputation or personal development.
A more interesting difference arises if the intentions of the
learner are considered. While some of the original aims may
remain, for instance, it may help in career development, others are
MOOCs
97
exaggerated or absent. The need to pass the course, for instance,
is drastically reduced, because progress on to subsequent courses
is not dependent on it, and most importantly, because there is
no financial commitment and the personal interest in learning
is heightened. In conventional courses there will be a wide range
of different types of learner, but in MOOCs, the presence of what
are termed ‘leisure learners’ is much higher than normal. They’re
nearly all leisure learners – they don’t have to do this after all, it’s
something that is competing with leisure pursuits. A whole new
class of learners exist in MOOCs that you rarely see in formal
education. These are what we might term drive-by learners (after
Groom’s 2011 ‘drive-by assignments’). These are learners who are
signing up because they can. It costs nothing to sign up; they can
take a look, see if they like anything and move on. They may dip
in and out over the course, taking bits they find engaging, or they
may not even turn up at all. In formal education the financial and
emotional commitment is much higher, making drive-by learners
very rare. Kizilcec, Piech and Schneider (2013) used analytics to
differentiate four types of MOOC learners: completing, auditing,
disengaging and sampling. Although a comparison of these four
types with formal learners has not been completed, one could
assume that the commitments required to continue in formal
education reduces the likelihood of sampling and auditing students, with the emphasis on completing.
If we consider these new types of learners and their intentions,
then the existing quality measures don’t map across satisfactorily.
For instance, very few of these learners have course completion
as a major goal. And progression on to other courses is not yet a
metric in a pick-and-choose world, although we will undoubtedly
see increasing pressures to make MOOC learners persist with
a particular brand of MOOC provider, just as we see this with
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The Battle for Open
computer or phone providers. With such a broad range of learners, MOOCs find themselves up against a tough comparison with
formal education. To use Weinberger’s (2007) phrase, higher education ‘filters on the way in’, whereas MOOCs ‘filter on the way
out’. The quality measures are therefore very different. Student
satisfaction rates for a system that has completely open enrolment and filters on the way out are unlikely to compare favourably with a very different system where there has been a filtering
already. Filtering on the way out and operating in the open does,
however, allow for new types of quality measures. These could be
altmetrics-type measures (what kind of ‘buzz’ does it create, what
is the public reaction of participants) or analytics (how many
people come back, what is the dwell time, bounce rate, etc.). But
the comparisons should be with other MOOCs, not with formal
education. Quality, and what is measured, is therefore just one
example of established practices that the attention on MOOCs
should make us reconsider.
MOOCs and Cost
A second issue that MOOCs raise for formal education is that
they force an examination of the costs associated with teaching.
Estimates of how much it takes to produce a MOOC vary, with
Udacity budgeting US$200,000, EdX US$250,000 (DeJong 2013)
and University of North Carolina estimating US$150,000 for their
Coursera MOOC (Goldstein 2013). Once created, the idea is that
they can be run at next to no cost, although this will depend on
how closely involved the lead academic is in each presentation.
Clearly if you are not charging fees for people to study on a course,
then its presentation costs need to be low if it is to be a sustainable model. As we saw with OERs, there are different models of
MOOCs
99
sustainability, and seed funding is often required, but eventually
such approaches need to stand on their own.
The costs of elearning in general (not MOOCs) has been analysed by a number of researchers (e.g. Bates 1995, Weller 2004).
Costs can be divided into production, i.e., those costs associated
with creating the course material and any associated resources,
rights, etc., and presentation costs, those associated with the
delivery of the course. Generally the production costs are fixed,
particularly in elearning, so they don’t vary with the number of
students, while presentation costs are variable, so they increase
with the number of students. The key difference for MOOCs is
that in order to achieve the scale they desire, while remaining free
to study, this model is not viable. Presentation costs for MOOCs
need to be close to zero.
The basic model of MOOCs is that of unsupported learning; in
cMOOCs this support is replaced by a peer network, in xMOOCs,
by automatic feedback. At the Open University, ratios for course
production and presentation costs over five presentations, averaged across disciplines, are estimated to be about 1:3. That is, the
presentation costs are the most expensive element, once the initial production costs have been invested. This is largely made up
of salaries paid to part-time tutors to support students, but also
other generic and specific student support services, e.g. support
for students with disabilities, pastoral support, helpdesk costs,
running regional centres, etc. This illustrates that by far the biggest cost is that of tuition. Paying people to support learners is the
costly part of education.
In order for MOOCs to be viable they need to remove much of
these presentation costs. The question that MOOCs make higher
education ask of itself is, what value is this set of costs to learners?
Many of the services it represents are the key to l ong-term success
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The Battle for Open
for learners. The need for these may not be evenly distributed,
though. Some learners hardly ever avail themselves of these, don’t
require tuition and do very well studying on their own. Other
learners require a lot of support for various reasons and probably
have more than their ‘fair’ share of these services (i.e., more than
they’ve actually paid for). And most are in the middle; they make
use of them sometimes, depending on circumstances.
For distance education in particular, this first group, the confident, independent learners will probably cope well with MOOCs.
They probably represent the 10% or so who complete MOOCs.
Then there are some for whom no amount of support can help
them through, either study isn’t for them or this is the wrong
time. But sitting in the middle is a substantial group who need
varying levels of support to ‘survive’ a protracted course of study.
But that doesn’t necessarily mean that universities shouldn’t
look at ways of reducing the cost of presentation. This highlights
the dilemma for u
niversities – m
any students may not think they
need these services, but they are essential for long-term success.
It’s akin to a universal credit, such as a state pension. Some need
it more than others, but if you remove the principle of all paying
into it, then it becomes prohibitively expensive for those who do
need it. So the question that MOOCs make both universities and
students address is – h
ow much do we value support? It’s a profound question for the future direction of education.
MOOCs and Course Design
The third and final issue we will consider relates to course design.
As mentioned in Chapter 1, being open creates a number of
different opportunities for pedagogy. There are many different
possibilities and motivations for being open, and as mentioned
MOOCs
101
earlier, open pedagogy would make a good book subject on its
own. This section will focus on just one aspect, to again illustrate
how the open nature of MOOCs raises different issues which then
have a consequent impact on standard educational practice.
One of the oft-cited problems with MOOCs is their low completion rate. Some argue that to talk of completion rates in MOOCs
is to miss their point. Downes (2014) has commented, ‘Nobody
ever complained that newspapers have low completion rates.’
Learners take what they want from a MOOC in the same way that
readers take what they want from a newspaper. Others state that
MOOCs can’t really back up their revolutionary claims when only
about 10% of learners complete a MOOC (Lewin 2013).
Jordan and Weller (2013a) have done some work plotting
completion rates taking the various sources of publicly available
data. The average completion rate (and there are different ways
of defining completion) was 12.6%. A study by the University of
Pennsylvania found lower completion rates of around 4% (Perna
et al. 2013). Figure 6 plots the attrition rates of active users, i.e.,
those that come into the course and do something such as watching a video, across disciplines:
The pattern in Figure 6 is very consistent across all disciplines.
Given this fairly robust pattern of behaviour, there are two course
design responses.
Design for Retention
The first response is to say that completion is a desired metric.
There may be courses where it is desirable that as many people as possible complete. For example, a remedial maths course
will require learners to complete a majority of the topics. The
Bridge2Success project used a
MOOC-
like approach to aid
0
1
2
3
4
6
7
8
Weeks since start of course
5
9
Source: Jordan and Weller 2013a. Published under a CC-BY license.
Figure 6: Attrition rates of active participants in MOOCs across disciplines.
0
20
40
60
80
100
Percentage of enrolled students active
10
11
12
13
102
The Battle for Open
MOOCs
103
learners with maths so they could gain a place on an employment
program, so completion was very important (Pitt et al. 2013).
In this case the course design needs to address the ‘problem’ of
drop-out rates. There might be a number of ways of attempting
this: by adding in more feedback, using badges to motivate people, creating support structures, supplementing with face-to-face
study groups, breaking longer courses into shorter ones, etc.
Design for Selection
The second design approach is to decide that completion isn’t an
important metric. The course designer accepts the MOOC attrition
rates in Figure 7 and designs the experience with that in mind.
In this design approach the designer might break away from the
linear course model, to allow people to engage in the ‘newspaper’
type selection that Downes refers to. A course might be structured
around themes, for instance, and each one around largely independent activities. In this case course completion really doesn’t
matter, since learners take what they want.
As a slight aside, it is likely that MOOC completion rates are
being defined in such a way that gives them a low output compared with formal education, largely because the manner in
which enrolment is defined is so broad. In formal education there
are different ways of defining who has enrolled on a course, but
it usually allows a c ooling-off period. Students are not counted as
being enrolled if they drop out in the first two weeks or fail to turn
up at all. So, taking MOOC enrolment figures to be the number
who signed up for a MOOC even if they never come into it is
always going to give harsh figures. A better figure might be the
number of students active after 1 week. This is the baseline figure
as those are the students who have actually started the course.
0
20
40
60
80
0
1
2
3
5
6
7
8
9
Weeks since start of course
4
Source: Jordan and Weller 2013b. Published under a CC-BY license.
Figure 7: Average number of active learners over time.
Percentage of enrolled students active
100
10
11
12
y = 90.087x-0.836
R² = 0.95102
13
104
The Battle for Open
MOOCs
105
Another graph Jordan and Weller (2013b) plotted showed the
average number of students active across weeks (Figure 7), starting with the initial enrolment figures.
At the end of week 1, there are about 55% of students still active
from the initial registration point. Many of those who registered
will not even have come into the course once, so it is misleading
to say they have dropped out. If this 55% figure is taken as the
actual enrolment statistic as our starting figure, then the average
completion rate rises to around 23%. With open entry learners on
an unsupported course, this figure might not be as catastrophic as
the numbers often quoted. There is a flip side to redefining completion rates in this way, in that it drastically reduces the impressive enrolment figures used to justify MOOC investments.
What this example and the preceding two demonstrate is that
there are beneficial, or at least significant, issues raised for formal
education by MOOCs. This is one of the strengths of openness – it
causes us to examine assumptions in standard practice, which can
be improved or altered. How educators design, cost and assess the
quality of all courses, not just open ones, becomes altered by digital, networked applications, but it is the addition of the catalyst of
openness that really accelerates the changes and possibilities. It
is this positive impact of MOOCs that I want to focus on before
examining their possible downsides. The next section will examine how MOOCs could relate to higher education and perform a
complementary function.
MOOCs as Complement to Formal Education
Much of the hype around MOOCs has positioned them as being
in competition to formal education. While this adversarial framing may make good sense in terms of a media narrative, as we
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The Battle for Open
will see in the next chapter, it underplays both the actual impact
of MOOCs and the adaptability of education. An alternative perspective is to view MOOCs as being similar to OERs, and complementary to formal education. Five such possible functions for
MOOCs are set out below.
Open up a portion of c ourses – A
n online (or blended) course
could be structured so that a portion of it functions as a s tand-
alone MOOC. This allows students to see if it’s the type of course
they want to study, to make connections and experience studying.
This type of trialling has been found to be quite significant with
OERs (e.g. Perryman, Law and Law 2013). It has several benefits
for the institution and the learner. Firstly, it acts as a shop window,
so it can increase student recruitment. Secondly, it can increase
student retention, since those learners who will struggle can find
this out for free and either take a different subject, study at a different level or take preparatory material. Thirdly it can widen
participation, reaching audiences that the institution may have
struggled to reach before. However, it should also be said that
without support, the experience may be negative for some students and put them off from studying further.
Open boundary c ourses – A
s we have already encountered, some
courses that have a campus based cohort can be made open to all.
The digital storytelling course DS106 and the photography course
Phonar are good examples of such courses. As well as the advantages set out above, this has particular benefits in certain subject
areas. Photography is one such area where exposure to a wider
audience, including professionals and experienced hobbyists, is
beneficial. But for all students there is a benefit in developing a
network of peers beyond their immediate cohort.
MOOC collaboration – I nstitutions could collaborate on MOOCs
which are useful for a range of their students. The same logic that
MOOCs
107
underpinned learning objects comes into play here: Why teach
the same subject at several places, when one high-quality MOOC
can be created for all students to take that is recognised by all
participating institutions?
MOOC recognition – B
y formally recognising certain MOOCs,
it is possible that some institutions could shorten some of the
courses they offer. For example, a learner could demonstrate
that they have successfully completed a determined number of
MOOCs, then they could enter an undergraduate degree in the
second year and complete in two years. For the students it means
fees are reduced by at least a third, which might make degree
study more attractive. For campus universities they are selling
the ‘campus experience’ more, without it being as prohibitively
expensive. There would be reservations about developing some
higher level, graduate skills with this approach, but it is feasible
that a few institutions might adopt it to differentiate themselves.
Curriculum experimentation and expansion – F
ormal online
courses are an increasingly large investment, which means course
approval becomes more rigorous. The demands placed on a formal course are lessened for a MOOC (although they do not disappear), which allows for experimentation. And because MOOCs
appeal to a global audience, what may not be a viable course for
a campus, fee paying constituency may well be viable to a global
community of informal learners. The result is that curriculum
experimentation becomes less risky. It also means institutions can
offer a broader curriculum, because they can offer their own curriculum but also recognise MOOCs from others. For example,
‘Hydro-engineering and Russian’ may be offered by a university
that covers the engineering element, while Russian language is
delivered via t hird-party MOOCs which are accredited and supported by the host university.
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The Battle for Open
These possible scenarios illustrate how MOOCs could benefit formal education and operate alongside it in a sustainable
model. However, much of the recent coverage of MOOCs has not
focused on these possibilities, and instead has stressed the concept of MOOC as a replacement for university. This is partly a
function of the commercial nature of many MOOC entrants, and
it is this aspect that will be explored next.
The Commercialisation of MOOCs
Soon after Sebastian Thrun’s MOOC caught the attention of the
media, a number of commercial MOOC providers were established with venture capital funding. The most significant of these
were Thrun’s own Udacity and another Stanford based start-up,
Coursera, led by Daphne Koller and Andrew Ng. After an initial
investment of $22 million, Coursera gained a further $43 million
in 2013 (Kolowich 2013a).
The business model of MOOC providers is not always clear.
Coursera have stated that they have earned US$1 million
in revenue through selling certificates of completion, which
cost between US$30 and US$100 (Heussner 2013). They also
announced an employee matching service, Careers Service,
whereby employers could pay a fee to be matched with the best
performing MOOC students (Young 2012). These elements of
headhunting and certification were combined by creating a paid-
for ‘Signature Track’ model, whereby students pay a fee to have
verifiable identity, records and certification (Coursera 2013a).
In May 2013 Coursera also announced that they were partnering with 10 campus universities to offer campus based MOOCs
(Coursera 2013b), where students on campus could take a
MOOC with local support. This positioned them as an elearning
MOOCs
109
courseware provider, which Mike Caulfield (2013) had suggested
was the intention all along.
In the meantime Sebastian Thrun announced that Udacity were
close to finding the ‘magic formula’ for education (Carr 2013).
Then in an interview in November 2013, driven by the completion rates outlined above, he announced that Udacity had a ‘lousy
product’ and they were repositioning themselves to provide corporate training (Chafkin 2013). Such a pivot drew a considerable
degree of comment and derision given the bold claims Thrun had
made previously, with Siemens (2013) perhaps summing it up
most succinctly: ‘Make no mistake – this is a failure of Udacity
and Sebastian Thrun. This is not a failure of open education,
learning at scale, online learning, or MOOCs. Thrun tied his fate
too early to VC funding. As a result, Udacity is now driven by
revenue pursuits, not innovation.’
It is Siemens’s last point that is worth pursuing in the context
of MOOCs – t he influence of venture capital funding. We should
not be surprised that Coursera have attempted a range of business
models, such an approach is not unusual with internet start-ups. It
does suggest, however, that they are not entirely sure what the role
of MOOCs is. Koller (2012) has promoted the democratisation
of learning that MOOCs and Coursera offer as a social good, and
their figures are impressive, with over 17 million enrolments by
September 2013 (Coursera 2013c) – although this number should
be treated with caution regarding what constitutes an enrolment,
as mentioned previously. For comparison, there are only 2,300,000
students in higher education in the whole of the UK (HESA 2013).
It might seem churlish therefore to criticise Coursera and other
MOOC providers for providing access to free education. This
section will not address issues such as pedagogy, which some
have levelled as a criticism against MOOCs. While some of these
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The Battle for Open
accusations may be valid, they often betray either a snobbishness
regarding all online learning or an over-estimation of the variety
and face to face contact that many students experience.
Instead the focus here will be on the open aspect of MOOCs.
Although early findings (Kolowich 2013b) suggest that successful learners tend to be experienced learners with existing degrees,
it may well be that given time and increased familiarity with
MOOCs, Koller may be justified in her vision about the democratisation of learning. However, it is unlikely that such an altruistic
goal is the intention of the venture capitalists who have invested
$85 million in Coursera. As MOOC companies have shifted their
models to try and recoup these costs, they have moved further
away from an open model: their contents are not openly licensed,
so they cannot be reused by others; enrolment is often restricted
to limited periods, so content cannot be accessed without enrolling; and many MOOC providers are limiting the universities they
partner with to elite institutions. The Signature Track model of
Coursera may be cheap compared with formal education, but it
is not an open model, nor is the blended learning, campus based
delivery. Udacity’s transformation to a corporate elearning company demonstrates how quickly this shift from global provider
of open education can occur if it is not founded in principles of
openness. There has been a precedent for the Udacity move in
FlatWorld Knowledge. FlatWorld was set up as an open access
textbook publisher that allowed educators to modify the free
online version and sold the physical product for a set price. In
2012 they announced that they were dropping free access to textbooks (Howard 2012), although they would remain an ‘affordable solution’. The reason behind this was that their open business
model simply wasn’t generating sufficient revenue. Affordable
textbooks are to be welcomed, but that is a very different entity
MOOCs
111
from an open textbook. As Siemens suggests, close alliance to
revenue funding will come to dominate the concerns of start-
ups, and openness is usually the first casualty when this happens.
Given the costs of creating a MOOC, and the return that universities will start requiring for the investment of their staff, it is
debatable whether MOOCs can be sustainable as a stand-alone
business. As with OERs, they may be sustainable as an adjunct
to existing university practice or for national agencies, charities
and professional bodies who have an interest in engaging learners. Unless they are rooted in openness, however, it is unlikely
that this will remain a central tenet of their identity. It may well be
that MOOC providers transform themselves into l ow-cost education alternatives by offering a combination of quite sophisticated
unsupported courses and automatic assessment. This would have
a profound impact on access to education and higher education
itself, but it would be a different proposition to their original ‘open
as in free’ model, and it would have more in common with the
open entry model of distance education personified by open universities. Whether elite universities would continue to subsidise
a low-cost provider through provision of courses then becomes
questionable, once the open aspect has been removed.
Conclusions
MOOCs didn’t appear overnight from nowhere, although one
might be forgiven for thinking so from the coverage they received.
Figure 8 from Yuan and Powell (2013) provides a clear indication
of the contributing influences for MOOCs.
While some MOOC providers, such as the Harvard and MIT
founded EdX, can be seen as part of a continuum with OERs,
others have developed along commercial lines. To learners on
Source: Yuan & Powell 2013. Published under a CC-BY license.
Figure 8: MOOCs and Open Education Timeline.
112
The Battle for Open
MOOCs
113
MOOCs, these ideological differences may not have much of an
impact – a Coursera MOOC does not feel radically distinct from
an EdX one. As we have seen, though, they may have longer-term
implications on the directions that MOOCs take.
The initial MOOCs were largely experimental, explicitly
designed to take advantage of the possibilities that being open
and networked offered. Openness was thus a key component
in their design. As MOOCs became associated more with institutions, they acquired what we might term a ‘brand burden’. If
MOOCs are to be seen as a global shop window, then their identity becomes closer to that of broadcast rather than network, with
high-value production quality. Any failure of a MOOC can lead
to considerable negative publicity for the institution, as the example of the Georgia Tech Coursera offering on Fundamentals of
Online Education demonstrated (Kolowich 2013c). This course
had problems with students using Google Docs to register and
had to be suspended, mainly as a result of the scale of users. This
shift from acceptable experimentation to part of the institution’s
communications policy may have benefits in terms of sustainability, as MOOCs can be costed relative to the marketing benefit
they gain, which is a model understood by universities. It may
however have some negatives such as:
• MOOCs become prohibitively
expensive – A
good
MOOC requires such high-end production that it is not
economically viable given the low return.
• Only elite institutions offer MOOCs – G
iven the expense,
only those institutions who have the money or the skills
to produce b
roadcast-quality content will provide them.
• MOOCs become pedagogically
conservative –
Part
of the problem with the Georgia Tech course was that
114
The Battle for Open
it was experimenting with a new approach, and if the
cost of failure is too high then it becomes better not to
attempt anything risky or innovative.
• Fear of MOOC failure becomes a barrier to adoption –
Public failure can lead to damage for an individual’s and
an institution’s reputation, so many will consider the risk
too great.
In a relatively short space of time, MOOCs would have moved from
being a means that allow educators to experiment with technology
and pedagogy to another form of broadcast controlled by a few.
This loss of experimentation may also arise as a result of there
being a few dominant MOOC providers. Instead of discovering new models of open education, running a MOOC on the
Coursera (or EdX or FutureLearn) platform becomes seen as
the way to run a MOOC. Diversity in the market is undesirable
for commercial providers; they want to become the Microsoft or
Google of MOOCs, since that leads to the best revenue. Indeed,
becoming the dominant provider may be the only route to high
revenue returns in the MOOC field. In the opening chapter I
argued that the tensions in open education could be deemed a
battle, because there was real value associated with being a victor. A loss of experimentation and market dominance for open
courses would be an example of one such outcome.
This perceived loss of control over the platform for open
courses has led to a ‘Reclaim Open’ initiative from MIT and UC
Irvine. The Reclaim Open (2013) site bemoans that ‘recent high-
profile forays into online learning for higher education seem
to replicate a traditional lecture-based, course-based model of
campus instruction, instead of embracing the peer-to-peer connected nature of the web.’ The site promises that ‘Reclaim Open
MOOCs
115
Learning intervenes in this debate by supporting and showcasing innovation that brings together the best of truly open, online
and networked learning in the wilds of the Internet.’ This can be
viewed as a c ounter-movement to the growing dominance of certain models of MOOCs, which their technology platforms come
to embody. The Reclaim Open initiative views engagement with
various forms of technology as a route through which educators
can take ownership of what it means to be open. Whether one
supports Reclaim Open or not, their existence is an indication of
the stage we are in for the battle for open, and suggests that ownership of the term is slipping, or has slipped, away. One does not
see a ‘reclaim exams’ or ‘reclaim libraries’ movement.
If the analysis performed at the end of the last chapter for
OERs against the open principles from Chapter 2 is repeated for
MOOCs, this reveals some of the reasons for this underlying disquiet about MOOCs:
• Freedom to reuse – MOOC contents are not usually
openly licensed, so they cannot be reused in different contexts (some providers have started to use CC
licences now)
• Open access – MOOCs are open to all to sign up
• Free cost – t his has been the main focus of MOOCs
• Easy u
se – the MOOC platforms have developed e asy-
to-use interfaces, although as noted above, the completion rates for this type of learning are low
• Digital, networked
content –
although MOOCs are
obviously online and digital, they are often not fully networked, in that they can exist within a closed platform
• Social, community based approaches – some MOOCs
are based around a very c ommunity-driven approach,
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The Battle for Open
whereas others are more instructivist and individual
paced
• Ethical arguments for openness – the democratisation
of learning has been made as an ethical argument for
MOOCs, but less on openness itself
• Openness as efficient m
odel – a part from some cMOOCs,
MOOCs are not usually developed in the open; instead
they tend to be developed as proprietary products from
within universities
This is not to discount the impact that companies such as Udacity
and Coursera have had. They have raised the profile of elearning
and open education considerably and innovated on technological
fronts at a much more rapid pace than universities manage. The
presence of commercial interests in the field can create a healthy
mix of competition, innovation and different perspectives. For
learners who are studying free courses the reservations universities
and academics have regarding MOOCs may seem like an inevitable
case of turkeys not voting for Christmas. However, it would be to
the detriment of learners in the long term if one MOOC platform
came to dominate or if, having undermined many higher education establishments, MOOCs then began to charge for courses.
Part of the reluctance (or resentment even) regarding MOOCs
has been less focused on the actual concept or the providers, but
rather as a reaction to the hyperbole and media flurry that has
accompanied them. It is important to separate these two aspects
out as the inevitable backlash sets in. This is in response to the
exaggerated promise made for MOOCs rather than the more
nuanced reality they may offer. Examining the nature of this narrative will reveal much regarding the battle for open, and this is
the subject of the next chapter.
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The idea of the infinite: a defunding of the total and a foundation of the ethical
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RECERCA, REVISTA DE PENSAMENT I ANÀLISI, NÚM. 29(1). 2024. ISSN electrónico: 2254-4135 – pp. 1-24
DOI: http://dx.doi.org/10.6035/recerca.7207
La idea de infinito: un desfundar lo total y fundar
lo ético
The idea of the infinite: a defunding of the total and a
foundation of the ethical
GABRIEL LEIVA RUBIO (Universitat de Barcelona)1
Artículo recibido: 27 de febrero de 2023
Solicitud de revisión: 7 de julio de 2023
Artículo aceptado: 8 de febrero de 2024
Leiva Rubio, Gabriel (2023). La idea de infinito: un desfundar lo total y fundar lo ético.
Recerca. Revista de Pensament i Anàlisi, 29(1), pp. 1-24.
doi: http://dx.doi.org/10.6035/recerca.7207
Resumen
Este ensayo practica una hermenéutica a Totalidad e infinito a partir de cinco epígrafes,
abocados todos a explorar los múltiples sentidos de la propuesta levinasiana en torno al
fundamento trascendental de lo ético. El primer apartado busca analizar la relación entre lo
que Lévinas designa como la faz del ser y el concepto de totalidad; en el epígrafe siguiente se
explicita la diferencia existente, en el interior de la comprensión temporal de lo total, entre
lo histórico y lo escatológico; en el tercer epígrafe se analizan los móviles que llevan a Lévinas
a sustituir lo metafísico por lo ético, revelando a este segundo saber como filosofía primera;
y, finalmente, el cuarto y el quinto epígrafe quedan dedicados a entender dos conceptos que,
entrelazados, condensan la matriz conceptual desde donde Lévinas acentúa la originalidad de
su propuesta: el rostro del Otro y la idea de infinito.
Palabras clave: Lévinas, Totalidad e infinito, ética, el rostro del Otro, la idea de infinito.
Abstract
This essay practices a hermeneutics analysis of Totality and Infinity from five epigraphs,
all dedicated to exploring the multiple meanings of the Levinasian proposal about the transcendental foundation of the ethical. The first section seeks to analyze the relationship between
what Lévinas designates as the visage of being and the concept of totality; in the following
epigraph, the difference existing, within the temporal understanding of the total, between
1
leivargab@gmail.com
2
RECERCA · DOI: http://dx.doi.org/10.6035/recerca.7207 · ISSN electrónico: 2254-4135 - pp. 1-24
the historical and the eschatological is made explicit; the third section analyzes the motives
that lead Lévinas to substitute the metaphysical for the ethical, revealing this second
knowledge as the first philosophy; and finally, the fourth and fifth sections are dedicated to
understanding two concepts that, intertwined, condense the conceptual matrix from which
Lévinas emphasizes the originality of his proposal: the face of the other and the idea of infinity.
Key Words: Levinas, Totality and Infinity, ethics, face of the other, the idea of infinity.
INTRODUCCIÓN
«Si Dios no existe, todo está permitido.»2
«Si Dios existe, todo está permitido.»3
Según la intuición, parece que al menos uno de los dos exergos que encabezan este ensayo está errado. O bien Dostoievski, o bien Žižek. Aunque también existe la posibilidad de que ambos estén equivocados y, si se pasara por
encima de la esa lógica que traen consigo todas las intuiciones, podría darse el
caso de que ambos tengan razón. Aún y cuando no es el objetivo determinar
aquí la validez o no de tales sentencias, sí resulta interesante, para los objetivos
de la presente investigación, llamar la atención sobre el substancial vínculo
que existe en esas afirmaciones, entre lo divino y lo que se ha dado en llamar
lo permitido.
Dostoievski, en boca de Iván Karamazov, reconoce en su famosa frase que
al ser sustraída la vida humana de ese metarelato (Dios) que funda, justifica y
explica cada forma de obrar (lo permitido), entonces toda acción y proceder
sería lícito y, por ende, el humano quedaría enteramente liberado de las responsabilidades y consecuencias que conllevan cada uno de sus actos. Žižek,
por su parte, plantea el mismo movimiento del novelista ruso, pero en sentido
inverso: la existencia de Dios como la condición de posibilidad explicativa de
que cualquier responsabilidad y consecuencia derivadas de la acción humana
recaerían sobre Dios, lo cual posibilitaría al hombre la liberación de toda responsabilidad y consecuencia asociadas a su accionar.
Aunque ambos autores parten de posiciones diametralmente opuestas, los
dos coinciden en un mismo cauce de reflexión: las consecuencias que traería la
desaparición del fundamento de la praxis ética. A la pregunta ¿cómo debo ac2
3
Dostoievski, 2000: 941-942.
Žižek, 2020: 206.
GABRIEL LEIVA RUBIO. La idea de infinito: un desfundar lo total y fundar lo ético.
tuar?, y en esto sí que convergen ambas sentencias, la respuesta sería la misma:
¡como sea! ¡Todo está permitido!
Desde luego que es posible considerar más variantes al respecto. Por
ejemplo, desde la óptica sartreana, la existencia o no de Dios importa poco al
basamento y justificación de cualquier acto y consecuencia que se derive de la
praxis ética humana. Esto es así porque en Sartre la responsabilidad recae por
entero sobre los hombros del hombre, sobre su acción y su decisión.4 Entonces,
donde Dostoievski suspende las consecuencias de la praxis ética basándose en
la posible inexistencia de Dios como fundamento, y Žižek afirma la misma
conclusión precisamente a partir de la existencia de Dios, Sartre desaparece de
la fórmula a lo divino y deposita sobre el humano la entera responsabilidad
de sus decisiones.
De cualquier manera, la jugarreta metafísica de un fundamento que constituya o destituya la praxis ética es un motivo recurrente en la historia de la
filosofía. Mas este fundamento de lo ético puede ser entendido a partir de dos
formas particulares: o como un fundamento objetivo, o como un fundamento
trascendental. El primero se refiere, sobre todo, a esa fundación de lo ético a
partir de un espíritu objetivado en leyes, en una comunidad o un estado. Y
dicho fundamento objetivo tiene muchísimo que ver con lo que Hegel llama
eticidad (Sittlichkeit), ese desarrollo histórico de la razón que se ha externalizado y configurado bajo un grupo de normas y costumbres que han apuntalado
una suerte de saber ético mediado por el derecho y las instituciones políticas.
El fundamento de lo ético sería, bajo esta forma, un cúmulo de sustancias objetivas que externalizan y median necesariamente toda praxis humana.
En cuanto a la segunda alternativa, el fundamento trascendental de lo ético, habría que decir que esta variante no puede ser entendida como la mediación resultante del propio desarrollo y externalización de la razón humana,
sino como algo ajeno a la razón y sus creaciones. Un algo que explica y fundamenta, además de lo objetivo, también la propia naturaleza humana y toda su
potencialidad. Este fundamento trascendental sería entonces la posibilidad de
explicar lo objetivo prescindiendo de cualquier mediación intelectual; por lo
tanto, habría que identificarlo con lo inmediato y necesario, pues de ser me4
«Yo emerjo solo y en la angustia frente al proyecto único y primero que constituye mi ser. Todas las barreras, todos
los pretiles se desploman por la conciencia de mi libertad: no tengo recurso, no puedo apelar a ningún valor
contra el hecho de ser yo quien sostiene en el ser los valores. Nada puede asegurarme contra mi acto, cortado
como estoy del mundo y de mi esencia por esa nada que soy; yo tengo que realizar el sentido del mundo y de mi
esencia: yo decido sobre ellos, solo, injustificable y sin excusa» (Sartre, 1937: 77).
3
4
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diato, no podría resultar el fundamento último de lo ético, sino un momento
más del desarrollo de la misma razón.
Es a esta segunda variante de lo ético (la que se funda en un elemento
trascendental) la que este artículo toma como objeto de investigación. Para su
ejemplificación y comprensión, resulta decisiva la paradigmática obra Totalidad e infinito de Emmanuel Lévinas, donde aparecen, con una potencia tremenda, ideas tales como el rostro, la idea de infinito o lo absolutamente Otro, que
enmarcan una propuesta definida por su originalidad a partir de la experiencia
fundamentalmente trascendental que se da en la absoluta relación de lo Uno y
el Otro; experiencia que, necesariamente, prescinde de esa otrora forma de
filosofar donde lo ético se circunscribe a los límites que fija el pensamiento,
engendrando así un saber totalizador que hace del Otro un objeto más de la
razón.
Para dar cumplimiento a su objetivo principal, este ensayo practica una
hermenéutica a Totalidad e infinito a partir de cinco epígrafes, abocados todos a
explorar los múltiples sentidos de la propuesta levinasiana y, con ello, comprender la necesidad de un fundamento trascendental para lo ético. El presente artículo queda estructurado por: un primer apartado que busca analizar la
relación entre lo que Lévinas designa como la faz del ser y el concepto de totalidad; en el epígrafe siguiente se explicita la diferencia existente, en el interior de
la comprensión temporal de lo total, entre lo histórico y lo escatológico; en el
tercer epígrafe se analizan los móviles que llevan a Lévinas a sustituir lo metafísico por lo ético, revelando a este segundo saber como filosofía primera; y,
finalmente, el cuarto y el quinto epígrafe quedan dedicados a entender dos
conceptos que, entrelazados, condensan la matriz conceptual desde donde
Lévinas acentúa la originalidad de su propuesta: el rostro del Otro y la idea de
infinito.
1. LA TOTALIDAD COMO FAZ DEL SER
En una primera aproximación, puede decirse que Totalidad e infinito5 se
propone dos objetivos: realizar una crítica al concepto de totalidad y demostrar
la necesaria emergencia del concepto de infinito. Siendo así, se hace necesario,
desde un punto de vista metodológico, analizar ambos conceptos como
preámbulo a cualquier otra consideración, para así entender no solo determi5
De ahora en adelante, TI .
GABRIEL LEIVA RUBIO. La idea de infinito: un desfundar lo total y fundar lo ético.
naciones esenciales de uno y otro concepto, sino la forma en que estos se relacionan entre sí.
Para cualquier disquisición sobre el concepto de totalidad es fundamental
la primera mención que Lévinas hace del término:
La faz del ser que aparece en la guerra se decanta en el concepto de totalidad que domina
la filosofía occidental. En ella (la faz del ser) los individuos son meros portadores de fuerzas que los dirigen a sus espaldas. Toman prestado un sentido a esta totalidad (sentido invisible fuera de ella). La unicidad de cada presente es sacrificada incesantemente a un
porvenir convocado a despejar su sentido objetivo. Porque solo el último sentido cuenta,
solo el último acto transforma los seres en sí mismos (Lévinas, 2002: 48).
Aun y cuando en esta valoración inicial Lévinas no explicita ni define el
concepto de totalidad de forma positiva,6 es posible percibir cómo comienza a
abordarlo a partir de ciertas nociones que necesariamente conviene aclarar: faz
del ser, fuerzas que dirigen a los individuos a sus espaldas, porvenir convocado
y el último sentido. La primera de estas nociones (faz del ser) resulta particularmente importante, pues justamente a partir de ella es que Lévinas justifica
buena parte de las nociones que quedan aún por aclarar. Pero ¿qué es la faz del
ser? Con el uso del término faz, Lévinas parece referirse a un cierto aspecto
unilateral del ser, una determinación ontológica que no colma su sentido y
fundamentación. La expresión que usa el propio Lévinas, la face de l’être,7 deja
la potencia de lo ontológico reducida a una condición relativa que aniquila, de
antemano, el sentido y la significación que tan importante concepto tendrá en
consideraciones ulteriores. La expresión o el concepto que acompaña a la faz
del ser, en esta ocasión, haciéndolo un concepto relativo, es la guerra.
Hecha la precisión debe volverse al interrogante: ¿a qué se refiere Lévinas
cuando indica que «La faz del ser que aparece en la guerra se decanta en el
concepto de totalidad que domina la filosofía occidental» (Lévinas, 2002: 48)?
Unos párrafos antes del fragmento que se analiza, Lévinas apunta algo
fundamental: «el ser se revela como guerra al pensamiento filosófico; la guerra
no solo lo afecta como el hecho más patente, sino como la patencia misma —o
la verdad— de lo real» (Lévinas, 2002: 47). De tal manera, el ser es presentado
«Lévinas introduce bruscamente términos que adquieren su significado más por evocación y oposición que por definición» (Hand, 2009: 37).
7
El fragmento original en francés dicta: «La face de l'être qui se montre dans la guerre, se fixe dans le concept
de totalité qui domine la philosophie occidentale» (Lévinas, 1987: 6). Por otra parte, la edición inglesa
dispone: «The visage of being that show itself in war is fixed in the concept of totality, which dominates
Western philosophy» (Lévinas, 1979: 21).
6
5
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aquí por Lévinas de forma heracliteana, cual danza bélica donde el logos se
hace presente como el medio que persiste entre términos opuestos que se enfrentan. Siendo así, derivar al ser de la guerra es hacer exterior su condición
determinante, su propia dinámica. La guerra se presenta, de esta forma, como
la experiencia por antonomasia del ser puro. Pero a esta conclusión debería
agregarse que dicha forma de explicar al ser —como guerra— tiene que ser
totalizante, universal, extensiva a todos los aspectos de lo real; de lo contrario,
no estaría dando parte del ser, que no es sino el concepto omniabarcante que
refrenda y resume todo lo que es, sino de un fragmento del todo. Y es sobre
este último aspecto —tomar una parte por el todo—, que Lévinas quiere llamar la atención. El concepto de totalidad que, según Lévinas, «domina la filosofía occidental» sería entonces el medio ideal a partir del cual se pretende
explicar todo lo real desde una fórmula ontológica que tuviese la potencia para
agotarlo y explicarlo todo. La totalidad, entonces, no tendría márgenes, límites, un algo fuera de sí porque, de ser así, no sería totalizadora, universal. De
ahí que no pueda haber sentido al margen de dicha totalidad.
Precisada tal cuestión puede entonces entenderse con más claridad eso
que Lévinas señalaba sobre los individuos como «meros portadores de fuerzas que los dirigen a sus espaldas» (Lévinas, 2002: 48). Y es que este tipo de
filosofar totalizante, esa faz del ser que en la guerra se decanta por la totalidad
tiene, necesariamente, que concederle un lugar a las partes, que, fijas o movientes, termine por integrarse al dinamismo de su realidad. Lo que Lévinas
designa alegóricamente como «fuerzas que los dirigen a sus espaldas» no remite en lo absoluto a la voluntad de un Schopenhauer ni al inconsciente freudiano, sino a ese lugar predeterminado o anticipado que asigna la totalidad a
las partes; lugar donde los individuos, los entes y las cosas juegan un rol apriorístico que, esencialmente, facilite la organicidad y el funcionamiento de lo
total.
De ahí que el propio Lévinas asegure que «el acontecimiento ontológico
que se perfila en esta negra claridad es la movilización de los seres […], llevada
a cabo por un orden objetivo al que no se pueden sustraer» (Lévinas, 2002: 47).
Otorgarle ese sentido a los individuos sería entonces una pirueta formal imposible de realizar dentro de los límites de la totalidad, puesto que el sentido
correspondería a la totalidad y no a los individuos. Estos últimos tendrían
sentido, solamente, si esa totalidad y su orden se lo permitieran. Pero, a su vez,
el sentido de los individuos (de lo humano), quedaría como un algo relativo al
sentido último de lo total, de ahí que al final del fragmento Lévinas apunte
que «solo el último acto transforma los seres en sí mismos».
GABRIEL LEIVA RUBIO. La idea de infinito: un desfundar lo total y fundar lo ético.
2. LO HISTÓRICO Y LO ESCATOLÓGICO
Una vez explicitada la relación de identidad percibida por Lévinas entre la
ontología dominante de occidente y el concepto de totalidad, se hace pertinente desentrañar una determinación fundamental de este concepto: la temporalidad. En el análisis previo, intencionalmente se obvió la implicación
fundamental de esta visión totalizadora que, según Lévinas, ha realizado la
ontología dominante de la filosofía occidental. Dicha implicación es la que
manifiesta Lévinas cuando indica: «la unicidad de cada presente es sacrificada
incesantemente a un porvenir convocado a despejar su sentido objetivo». Es
decir, lo presente, el ahora, queda desechado como parte de una paradoja que
convoca al individuo a una suerte de tiempo atemporal, donde el futuro, entendido como superación del presente, despeja el sentido de cualquier tiempo
otro. Pero tal futuro no es tampoco tiempo, sino la idea de un telos que pareciera adherirse con fuerza al nervio de lo total. El esquema pasado, presente y
futuro queda devorado así por un esquema mayor, que no solo contiene y explica el esquema anterior, sino que le otorga sentido y fundamento.8 Si bien la
discusión más pormenorizada de Lévinas sobre lo temporal no tiene lugar en
TI, sino en cuatro conferencias pronunciadas durante el curso 1946-1947 que
luego fueron recogidas bajo el titulo El tiempo y el Otro,9 en el prefacio de TI hay
una relación conceptual dicotómica directamente relacionada con el problema
del tiempo: la historia y la escatología.
La escatología, en tanto que el más allá de la historia arranca los seres a la jurisdicción
de la historia y del porvenir, los interpela en su plena responsabilidad y a ella los convoca.
Sometiendo a juicio la historia en su conjunto, exterior a las mismas guerras que marcan
su fin, restituye a cada instante su plena significación en ese mismo instante: todas las
causas están maduras para ser entendidas. No es el juicio final el que importa, sino el juicio de todos los momentos en el tiempo en que se juzga a los vivos. La idea escatológica de
juicio implica que los seres tienen una identidad «antes» de la eternidad, antes de la consumación de la historia, antes de que los tiempos sean cumplidos, mientras que aún hay
tiempo, implica que los seres existen en relación, pero a partir de sí y no a partir de la toA este respecto, y en relación con la comprensión contemporánea de la temporalidad, señala Sebastián L.
Vidal algo interesante: «El tiempo se ha convertido en objetivo de la crítica social y en su interior se ven
ahora algunas de las claves de las relaciones sociales de nuestra época, dejando de ser condición ontológica
de posibilidad para ser síntoma y blanco de la analítica social» (Vidal, 2023: 2).
9
El tiempo y el Otro fue el nombre que le dio Lévinas a cuatro conferencias que impartió en el primer año de
funcionamiento del College Philosophique (fundado por Jean Wahl), las cuales fueron editadas como ensayos y aparecieron en 1948 en la obra colectiva titulada Las Opciones, el Mundo, la Existencia. Para consultar este texto, véase Lévinas, 1993.
8
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talidad. La idea del ser que desborda la historia hace posible entes a la vez comprometidos
en el ser y personales, convocados a responder por su proceso y, en consecuencia, ya adultos, pero, por esto mismo, entes que pueden hablar, en lugar de prestar sus labios a la palabra anónima de la historia (Lévinas, 2002: 49).
Lévinas señala aquí una doble separación de lo temporal a partir de su
comprensión. Por una parte, lo histórico y, por otra, lo escatológico como lo
meta-histórico. El primer aspecto de la temporalidad, ese que Lévinas designa
como juicio histórico, es aquel que pretende historiar al ser y determinar, a partir de su génesis y construcción, su sentido definitivo. Esta visión, tendenciosa
y teleológica, es inmediatamente desechada por el autor, puesto que dicho
enfoque analiza la temporalidad como totalidad, haciéndola un objeto más de
investigación, y excluyendo así la subjetividad en el gesto aprisionador de un
objetivismo esquemático incapaz de captar el impulso vital del ser y su relación con lo demás. Siendo así, el tiempo histórico (juicio histórico) reduciría y
relativizaría la subjetividad en un esquema que la hace objetiva, y que, a la
postre, termina por totalizarla.
Eso que Lévinas designa como juicio escatológico, a partir del cual los seres,
los individuos y la historia quedan supeditados a la completa responsabilidad
del Yo frente al Otro, restituye la imprescindible importancia que tiene el
instante, lo mismo como medida irreductible a cualquier objetivación que como elemento vinculante entre los individuos. Lo escatológico, el cara a cara
con lo trascendental, hace que los individuos desborden la línea temporal sobre la que la historia posa su sombra, dejando la entera responsabilidad de sus
existencias a un proceso que empieza y termina en su interioridad. Es por ello
que Lévinas define la interioridad como «la posibilidad misma de un nacimiento y de una muerte que no extraen de ningún modo su significación de la
historia» (Lévinas, 2002: 79).10 Y es que la escatología no solo prescinde de ese
sistema teleológico del que se vale la totalización histórica para afirmar su
presencia de forma absoluta, sino es capaz de situar al ser más allá de los con10
«[…] para que la totalización de la historia no sea el último designio del ser, es necesario que la muerte que,
para los sobrevivientes es fin, no sea solamente este fin; es necesario que haya en el morir otra dirección
que la que lleva al fin como a un punto de impacto en la duración de los sobrevivientes. La separación indica la posibilidad para un ente de instalarse y tener su propio destino, es decir, de nacer y morir sin que la
ubicación de este nacimiento y de esta muerte en el tiempo de la historia universal contabilice su realidad»
(Lévinas, 2002: 79); «El Juicio viril de la historia, […] es cruel. Las normas universales de ese juicio hacen
callar la unicidad en la que se sostiene la apología y de donde saca sus argumentos. Lo invisible, al ordenarse en totalidad, agravia la subjetividad, porque, por esencia, el juicio de la historia consiste en traducir toda
apología en argumentos visibles y en silenciar la fuente inagotable de la singularidad de donde surgen y en
la cual ningún argumento podría dar razón» (Lévinas, 2002: 257).
GABRIEL LEIVA RUBIO. La idea de infinito: un desfundar lo total y fundar lo ético.
tornos invisibles de esa misma totalidad, fuera del tiempo historiográfico que
esta instaura. En consecuencia, la trascendencia que reviste la escatología devuelve la imagen de una excedencia que la totalidad no logra apresar, «como si
la totalidad objetiva no completara la verdadera medida del ser, como si otro
concepto debiera expresar esta trascendencia con relación a la totalidad, noenglobable en una totalidad y tan original como ella» (Lévinas, 2002: 79). Resulta esclarecedor percatarse de que Lévinas insiste en criticar el manejo que
hace la filosofía occidental del saber metafísico. A este respecto, Merold
Wesphal señala una doble intención de la crítica levinasiana:
Después de Heidegger, el nombre de todo lo malo de la tradición filosófica occidental ha
sido generalmente lo metafísico (en su modo onto-teológico) o la metafísica de la presencia. Lévinas hace de la ontología su chivo expiatorio y reserva el nombre de metafísica para la postura que él afirma. La razón de esta inversión terminológica es doble. En primer
lugar, quiere preservar la conexión entre la metafísica y la trascendencia, y cree que lo que
solemos llamar metafísica occidental ha sido, en gran medida, el intento de eliminar o, al
menos, domesticar la trascendencia. En segundo lugar, cree que la primacía de la categoría de ser ha desempeñado un papel importante en este proyecto que ha convertido a la
«razón» en aliada de la guerra. El ser es epistemológicamente problemático en la medida
en que el ser se entiende como aquello que se entrega al entendimiento humano para ser
pensado, haciendo de los horizontes humanos la medida del significado y la verdad
(Wesphal, 2008: 13)
Es precisamente en esta dimensión exterior a la historia, en ese no-lugar
que recoge y explica aquella faz del ser —en márgenes que la totalidad reduce a
su dinámica y que no puede contener—, donde se concentra la llamada de
atención levinasiana. La crítica del lituano-francés a la metafísica dominante
en occidente se traduce en diatriba a esa pretensión ontológica que intenta
explicar todo lo que es mediante el ejercicio esquemático del logos. Pues, para
Lévinas, hay algo que opera fuera de los límites de lo epistémico y que, aun
siendo metafísico, no practica la totalización del ser. Este tipo de experiencia
no queda circunscrita a los explícitos márgenes de la totalidad, sino a una
suerte de «significación sin contexto» (Lévinas, 2002: 50), a una experiencia
irreductible a dicho saber totalizador. Y, para concretar tal planteo, apunta
Lévinas: «es necesaria una relación original y originaria con el ser» (Lévinas,
2002: 48).11 Es decir, tiene que haber una filosofía primera que explique lo me11
Es en este sentido y «de acuerdo con sus colegas negativistas franceses y con el trasfondo de Nietzsche y Heidegger, donde Lévinas desarrolla su propia narrativa crítica de la filosofía occidental como voluntad de
poder disfrazada de Logos. Sus intentos de totalizar el mundo y nuestra experiencia de él, para hacer que
todo encaje en sus esquemas conceptuales, son vistos como una serie de intentos para hacer que el mundo
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tafísico totalizante, una metafísica que, más que una visión objetivante, sea
una óptica, que más que entender viva la irreductible experiencia del logos. Es
en este sentido que Lévinas concibe lo ético.
3. LA ÉTICA, FILOSOFÍA PRIMERA
Previo a profundizar cómo y por qué Lévinas entiende que esta ética suya
supera la visión de esa metafísica tradicional de occidente, resulta conveniente
detenerse en un importante llamado de atención levinasiano:
Contener más de lo que se es capaz no significa abarcar o englobar con el pensamiento la
totalidad del ser o, al menos poder, con posterioridad, dar cuenta de ello por la función
interior del pensamiento constituyente. Contener más de lo que se es capaz es, en todo
momento, hacer estallar los cuadros de un contenido pensado, superar las barreras de la
inmanencia, pero sin que esta caída en el ser se reduzca de nuevo a un concepto de caída
(Lévinas, 2002: 53).
Es decir, la ética desborda el efecto totalizador del pensamiento, no por el
mero hecho de contenerlo, sino precisamente porque lo ético tiene la potencia
de hacer salir al pensamiento de sí mismo, de romper su hermética inmanencia. De ahí que lo ético no pueda ser asimilado o contenido, puesto que:
no se limita a preparar el ejercicio teórico del pensamiento que monopolizaría la trascendencia. La oposición tradicional entre teoría y práctica desaparecerá a partir de la trascendencia metafísica en la que se establece una relación con lo absolutamente otro o la
verdad, cuya vía real es la ética. Hasta ahora, la relación entre teoría y práctica no se concebía de otro modo que como una solidaridad o una jerarquía: la actividad se funda en
conocimientos que la iluminan; el conocimiento exige a los actos el dominio de la materia, de las almas y de las sociedades —una técnica, una moral,12 una política— que procuran la paz necesaria para su ejercicio puro. Nosotros vamos más lejos y, a riesgo de que
parezca que confundimos teoría y práctica, tratamos una y otra como modos de la trascendencia metafísica. La confusión aparente es intencional y constituye una de las tesis de
este libro (Lévinas, 2002: 55).
sea seguro para un Yo sin obstáculos por cualquier Otro que no sea su propio otro, es decir, la condición
necesaria para su propia posibilidad, algo para ser usado, poseído, disfrutado. Mientras que la metafísica es
el deseo que apunta hacia algo totalmente distinto, hacia lo Absolutamente Otro. La ontología occidental
ha reducido sistemáticamente el Otro a lo Mismo» (Wesphal, 2008: 13).
12
«Lévinas usa las expresiones moralidad y ética intercambiablemente, no obstante, prefiere el uso de ética que
se deriva del griego ‘ethos’, aunque algunas veces no distingue ética de moralidad, sobre todo cuando quiere diferenciar ética como “filosofía primera” de las reglas específicas de la moralidad» (Bernstein, 2004:
253).
GABRIEL LEIVA RUBIO. La idea de infinito: un desfundar lo total y fundar lo ético.
Lo ético no es entonces un logos superior, un esquema otro donde la totalidad encuentra su adecuación y sistematización. Lo ético aparece en Lévinas,
sobre todo, como una suspensión o ruptura de esa dualidad esquemática de
teoría y praxis, desborde de lo esquemático en una trascendencia que es la raigambre más fundante de la relación entre lo Uno y lo absolutamente Otro. Es
con este gesto como Lévinas impugna esa diferencia radical en la generalidad
del concepto que supedita y subsume al Otro en los dominios irrestrictos de la
identidad del logos.
Lévinas se percata de que la alteridad se resiste al esquema del pensamiento, precisamente por estar constituida ella de un enigma indescifrable. Es por
ello que Lévinas protesta contra la injusticia de un pensamiento que, incapaz
de experimentar pacíficamente la alteridad del Otro, ha ejercido su poder
hasta anularla. Es desde este punto de vista que la violencia teórica parece haber justificado la violencia ética.
La tarea pendiente de la filosofía sería entonces salvaguardar lo humano
de aquella faz del ser que termina siempre decantándose por la guerra. ¿Cómo?
Proponiendo la experiencia del Otro y como alteridad absoluta. En resumen,
donde la totalidad ontologizante dibujaba una identidad irrestricta y esquemática, Lévinas propone una filosofía de la alteridad, pero no de una que pueda relativizarse o reducirse a una identidad dialécticamente mediada, sino una
alteridad trascendente (metafísica) que no permita negociación alguna con el
entendimiento y sus representaciones.
La alteridad humana no se piensa a partir de la alteridad puramente formal y lógica por la
que se distinguen unos de otros los términos de toda multiplicidad [...] La noción de alteridad trascendente se nos aparece como una diferencia que contrasta con todas las demás
diferencias, no solamente como una cualidad diferente de todas las demás, sino como la
cualidad misma de la diferencia (Lévinas, 2002: 74).
El Yo, el Otro y la relación que los une, no deben caer bajo el encanto representacional del pensamiento. Ni el Yo puede disolverse en el Otro, ni el
Otro en el Yo, así como tampoco la relación que los liga (Nosotros) puede
tornarse un esquema que trascienda explicativamente su relación, pues, de ser
así, llegaría la totalidad, es decir, la guerra.13
La alteridad levinasiana es trascendente, sí, pero entendiendo esta trascendencia no como un predicado formal, sino como un presupuesto metafísi13
«Si la Alteridad acaba desapareciendo y solamente queda lo mismo, irrumpe la Barbarie, la negación de la
Diferencia, de la Exterioridad, de la Trascendencia» (Mélich, 1998: 14).
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co que antecede y funda cualquier gesto o pretensión representacional del
entendimiento.14 De forma análoga a la alteridad, el Yo no puede quedar sujeto
ni a un esquema ideal que satisfaga condiciones a priori, ni a relativismos de
ningún tipo. Por el contrario, el Yo, el Otro y la relación que los junta no puede ser un constructo ideal (o material) que permanece siempre idéntico a sí
mismo, sino un proceso de recuperación que anude definitivamente lo Uno a
lo Otro de forma tal que resista a la pretensión esquemática del logos.
Ser yo es, fuera de toda individuación a partir de un sistema de referencias, tener la identidad como contenido. El yo no es un ser que permanece siempre el mismo, sino el ser cuya existencia consiste en Identificarse, en recobrar su identidad a través de todo lo que le
acontece. Es la identidad por excelencia, la obra original de la identificación (Lévinas,
2002: 60).
Si bien Lévinas no explica a qué se refiere cuando dice «tener la identidad
como contenido», es evidente que la identidad que refiere, la del Yo (ipseidad), es un movimiento. Pero no un movimiento que se da por la oposición de
contrarios (danza bélica inagotable), puesto que esto supondría, nuevamente,
una configuración ideal que, o bien es el causante y el centro de una totalidad,
o bien es una parte de aquella.15 Ambas lógicas, según lo hasta aquí analizado,
no hacen sino entregar al pensamiento la llave de la verdad absoluta, haciendo
derivar la verdad de la misma instancia que la genera. Paradoja absurda y
reiterada.
De esta instancia del análisis se derivan dos interrogantes que parece imposible ignorar: si el pensamiento no basta para abarcar al Yo, al Otro y a la
«La relación metafísica no podría ser, propiamente hablando, una representación, porque lo Otro se disolvería allí
en el Mismo: toda representación se deja interpretar esencialmente como constitución trascendental. El Otro
con el que el metafísico está en relación y que reconoce como otro no está simplemente en otro sitio. Le ocurre
como con las ideas de Platón, que, según la fórmula de Aristóteles, no está en ningún lugar. El poder del Yo no
franqueará la distancia que indica la alteridad de lo Otro. Ciertamente mi intimidad más íntima me aparece extraña u hostil; los objetos usuales, los alimentos, el mismo mundo que habitamos, son otros con relación a nosotros. Pero la alteridad del yo y del mundo habitado es solo formal. Cae bajo mis poderes en un mundo en el que
habito […]. Lo Otro metafísico es otro como una alteridad que no es formal, con una alteridad que no es un
simple revés de la identidad, ni de una alteridad hecha de resistencia al Mismo, sino con una alteridad anterior a
toda iniciativa, a todo imperialismo del Mismo» (Lévinas, 2002: 62).
15
«Si el Mismo se identificase por simple oposición a lo Otro, formaría ya parte de una totalidad que englobaría al
Mismo y lo Otro» (Lévinas, 2002: 62). «En el “conócete a ti mismo” no se logra su última etapa. No porque el
“conócete a ti mismo” sea limitado o de mala fe, sino porque, por sí mismo, solo es libertad, es decir, arbitrario e
injustificado y, en este sentido odioso; es yo, egoísmo. El ateísmo del yo señala la ruptura de la participación y,
por lo tanto, la posibilidad de buscarse una justificación, es decir, una dependencia frente a una exterioridad sin
que esta dependencia absorba el ser dependiente, sostenido por hilos invisibles» (Lévinas, 2002: 111).
14
GABRIEL LEIVA RUBIO. La idea de infinito: un desfundar lo total y fundar lo ético.
relación que los liga, ¿cómo es posible entonces articular algún tipo de saber
edificante, operante, práctico? ¿Puede articularse alguna idea que anude a los
hombres entre sí de manera efectiva sin que esto suponga la armazón de una
nueva totalidad que, a la postre, termine por derivar en la guerra? O, en otros
términos, ¿puede hablarse de algo una vez ha quedado suspendido el pensamiento para articular una relación entre el Yo y el Otro?
4. EL ROSTRO DEL OTRO O EL QUIEBRE DE LO TOTAL
Para intentar responder a las interrogantes que cierran el epígrafe anterior es fundamental partir de un presupuesto: una posible suspensión del elemento intelectivo como fundamento necesario para desarticular la posible
emergencia de la totalidad. Es decir, donde «…el pensamiento consiste en hablar» (Lévinas, 2002: 64), en discursar o estructurar, ha de haber algún medio,
no totalizador o lógico, que ligue lo Uno (el Mismo) y lo Otro en una relación
no estructurada o esquemática. Y esta relación, que suspendiendo al pensamiento es capaz de ligar lo Uno y el Otro, Lévinas la nombra religión.16
Del origen etimológico del término religión (re-ligāre, ‘volver a ligar’) y del
uso que le asigna Lévinas en su discurso, se derivaría que la relación con el
Otro, al margen del pensamiento, está sucediendo, o debe suceder, por segunda vez. Es decir, ese volver a ligar de lo religioso presupondría un extravío y la
necesaria recuperación de eso que yace perdido. Desde este sentido, teológicamente contornado, Lévinas articula su noción. Es decir, el Yo y el Otro deben religarse prescindiendo de todo aquello que el Yo ha hecho con su
racionalidad para hacerse del Otro. Y esta religión del Otro es la tarea de todo
el proyecto ético levinasiano.
Entender en el Otro la fundamentación del Yo entraña una potencia
enorme, pero volver al Otro, a partir de la mera presentación del Otro, es algo
inconmensurable. Aun habiéndose aclarado esto, quedan irresueltas las preguntas ya planteadas. ¿Cómo tiene lugar esta religión, este volver a ligar el Yo
con el Otro sin que irrumpa el pensamiento y su ejercicio totalizador? Lévinas
responde:
El modo por el cual se presenta el Otro, que supera la idea de lo Otro en mí, lo llamamos,
en efecto, rostro. Este modo no consiste en figurar como tema ante mi mirada, en expo16
«Reservamos a la relación entre el ser mundano y el ser trascendente que no lleva a ninguna comunidad del concepto ni a ninguna totalidad —relación sin relación— el término de religión» (Lévinas, 2002: 103).
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nerse como un conjunto de cualidades formando una imagen. El rostro del Otro destruye
en todo momento y desborda la imagen plástica que él me deja, la idea a mi medida y a la
medida de su ideatum: la idea adecuada. […] El rostro, contra la ontología contemporánea,
aporta una noción de verdad que no es el develamiento de un Neutro impersonal, sino
una expresión (Lévinas, 2002: 74-75).
El rostro aparece en el vocabulario de Lévinas como la exterioridad de la
presencia del Otro (de ahí que el subtítulo de TI sea Un ensayo sobre la exterioridad), la irrupción de ese enigma inconmensurable a partir del cual el Yo y lo
Otro se relacionan y reconocen. El rostro parece ser la evidencia absoluta de
que la verdad no proviene del ser, esa neutralidad impersonal del saber ontológico, sino de una presencia, que desnuda y desborda en su acto de aparición
cualquier posible representación del Otro por parte del Yo. El rostro se aparece entonces como el medio de expresión de la alteridad y de su valor inconmensurable, centro metafísico que derriba las pretensiones de la ontología: la
externalidad del Otro en su forma relacional.
El rostro levinasiano no forma parte de una teoría o esquema. Tampoco es
un tema ante mi mirada, ni un conjunto de cualidades que forman una imagen. El
rostro no puede representarse, sino presentarse y ejercer sobre el Yo la potencia incontenible de la verdad del Otro.
La noción de rostro como verdad del Otro hace de la verdad un movimiento relacional imposible de refrendar en términos gnoseológicos, ontológicos o estéticos. El rostro es metafísico, y los es precisamente en la medida en
que es ético. Es, en definitiva, la presentación de lo trascendente sin la mediación del pensamiento, trayendo consigo la posibilidad de la experiencia que
asegura la verdad de lo humano contra la totalización. Pero, además, el rostro
también desborda la historia, precisamente a partir de esa relación enigmática
que instaura entre el Yo y el Otro y que el juicio histórico de la totalidad no
puede contener ni explicar.17 El rostro contiene algo que, paradójicamente,
no puede ser contenido, una característica que lo constituye como el núcleo de
la propuesta de Lévinas y que lo determina esencialmente. Constituye la presentación de una idea que contiene, como determinación esencial, desbordarse
17
«A diferencia de una filosofía de la trascendencia que sitúa en otra parte la verdadera vida a la cual accedería el
hombre al escaparse de aquí, en los instantes privilegiados de la elevación litúrgica, mística o al morir —y a diferencia de una filosofía de la inmanencia en la que se aprehendería verdaderamente el ser cuando todo “Otro”
(causa de guerra), englobado por el Yo, se desvaneciera al término de la historia—, nos proponemos, en cambio,
describir en el desarrollo de la existencia terrestre, de la existencia económica como la llamamos, una relación
con el Otro que no acaba en una totalidad divina o humana, una relación que no es una totalización de la historia, sino la idea de lo infinito. Tal relación es la metafísica misma» (Lévinas, 2002: 76).
GABRIEL LEIVA RUBIO. La idea de infinito: un desfundar lo total y fundar lo ético.
a sí misma y que, una vez definida, deja necesariamente de ser lo que es.18 A
resultas, aparece la idea de lo infinito:
Nuestros análisis están dirigidos por una estructura formal: la idea de lo Infinito en nosotros. Para tener la idea de lo Infinito, es necesario existir separado. Esta separación no
puede producirse solo como un eco de la trascendencia de lo Infinito. Si no, la separación
se sostendría en una correlación que restauraría la totalidad y haría ilusoria la trascendencia. Ahora bien, la idea de lo Infinito es la trascendencia misma, el desbordamiento de
una idea adecuada. Si la totalidad no puede constituirse, es porque lo Infinito no se deja
integrar. No es la insuficiencia del Yo la que impide la totalidad, sino lo Infinito del Otro
(Lévinas, 2002: 103).
En este trascendental fragmento, Lévinas asienta dos de sus tesis principales: la idea de lo infinito (la trascendencia misma), que impide la constitución
de la totalidad porque se resiste a su integración; y el viraje de lo metafísico,
que pondera la verdad en lo infinito del Otro y no en la potencia del Yo. Partiendo de las consideraciones anteriores hay dos ideas importantes que destacar sobre la idea de infinito: a) no se deja integrar a la totalidad por su propia
determinación esencial; b) no queda contenida en el Yo, lo que hace imposible
que la ipseidad se haga cargo del sentido de lo total (subjetivismo). Gracias a
este movimiento, Lévinas invalida cualquier relativización del Otro, lo mismo
por la totalidad (sistema, esquema), que por la potencia imaginativa o intelectual del Yo. El Otro, gracias a la idea del infinito, queda a salvo de esquemas,
evitando así que pueda ser usado, intelectualizado, reducido.19 Salvaguardar al
Otro es posible en el proyecto levinasiano, precisamente, gracias a la irreductibilidad enigmática de su rostro y a la potencia infinita de su latencia. De ahí
que Lévinas concluya: «la idea de totalidad y la idea de lo Infinito difieren
precisamente en esto: la primera es puramente teorética, la otra es moral»
(Lévinas, 2002: 106). Nuevamente, la ética es la verdadera metafísica.
«[…] si experiencia significa precisamente relación con lo absolutamente otro —es decir, con lo que siempre desborda al pensamiento— la relación con lo infinito lleva a cabo la experiencia por excelencia» (Lévinas, 2002:
51).
19
«La idea de infinito que el rostro encierra es para Lévinas la clave por la que el pensamiento se pone en relación
con lo que va más allá de su capacidad» (Hand, 2009: 42).
18
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5. LA IDEA DE LO INFINITO
La idea de lo infinito es, probablemente, la más definitoria del corpus lévinasiano. Pues, donde resultan imprescindibles las nociones de rostro, Otro,
ética o trascendencia, el concepto de infinito implica la condición de posibilidad,
no solo del quiebre de la totalidad, sino de cada una de las nociones anteriores.
Se hace entonces imprescindible intentar una aproximación hermenéutica a
este concepto a fin de desentrañar sus determinaciones y su alcance en la obra
objeto del presente análisis.
La primera mención al concepto de infinito propone:
¿Y la filosofía misma no se define, a fin de cuentas, como una tentativa de vivir en la evidencia, al oponerse a la opinión del prójimo, a las ilusiones y a la fantasía de su propia
subjetividad? A menos que la evidencia filosófica remita por sí misma a una situación que
no pueda ya expresarse en las categorías de la «totalidad». A menos que el no-saber en el
que comienza el saber filosófico, no coincida con la nada a secas, sino solo con la nada de
los objetos. Sin sustituir la filosofía por la escatología, sin «demostrar» filosóficamente las
«verdades» escatológicas: se puede ascender a partir de la experiencia de la totalidad a
una situación en la que la totalidad se quiebra, cuando esta situación condiciona la totalidad misma. Tal situación es el resplandor de la exterioridad o de la trascendencia en el
rostro del otro. El concepto de esta trascendencia, rigurosamente desarrollado, se expresa
con el término infinito (Lévinas, 2002: 50-51).
Con ello, Lévinas evoca la clásica doxa y la pretensión de la filosofía de vivir por encima de esta. Sin embargo, al desechar la doxa, lo mismo por ser un
conocimiento cambiante, aparente, o por no constituir, en sí mismo, un movimiento que llegue a la verdad a partir de la propia inmanencia del pensamiento y la evidencia que este requiere para fundar su logos, puede incurrirse
en la formulación de una totalidad. La filosofía, cree Lévinas, no solo ha buscado la verdad en la inmanencia del pensamiento, sino que ha necesitado expresarla en marcos de referencia que la atrapen, lo cual ha conducido a que la
verdad pareciese tener que adecuarse a la filosofía y no viceversa. De ahí
la totalización, el esquema, la paralización y la indeterminación del ser, el dualismo insostenible entre teoría y praxis. Es por ello que Lévinas no se decanta
por eliminar la evidencia de la que históricamente se ha nutrido la filosofía,
sino, por el contrario, le exige a la filosofía y a su intrínseco movimiento de
saber que se ajuste, irrestrictamente, a dicho movimiento. Es decir, le exige
consecuencia al movimiento del saber filosófico, una consecuencia que co-
GABRIEL LEIVA RUBIO. La idea de infinito: un desfundar lo total y fundar lo ético.
mienza y termina necesariamente en ese reencuentro definitivo con el original
y auténtico sentido del ser.
Y obsérvese que el aludido reencuentro, por su propia naturaleza, exige
una relación con el ser que no quede circunscrita a los límites fijados por la
totalidad; que no tome a la Nada absoluta como el origen impoluto desde
donde el filosofar ha de iniciar su marcha. Lévinas, protestando contra esa
pretensión que cargan siempre las demostraciones filosóficas (fundadas en la
evidencia), le demanda a la filosofía la honestidad y la modestia de la no demostración. Le exige que constate, a partir de la misma totalidad instaurada
por su movimiento, la existencia de una situación que la antecede, metafísicamente hablando. Una situación que la quiebra y la hace saltar en pedazos, y
que, traducida al ser como experiencia, es lo que Lévinas llama «el resplandor
de la exterioridad o de la trascendencia en el rostro del otro» (Lévinas, 2002:
51). Y, dicho resplandor, necesariamente, ciega la mirada, anula la visión.
Se trata, entonces, de un resplandor que no puede traducirse en palabras
ni ser expresado en juicios de razón. Así como el prisionero de la famosa alegoría platónica queda cegado por la luz del sol una vez ha salido de las sombras, el filósofo ha de temblar de vergüenza20 ante la imposibilidad de explicar
la potencia del rostro del Otro. Y esta experiencia inexplicable que desborda y
termina por quebrar la armazón de lo total en el resplandor del rostro del
Otro es lo infinito. Por esta razón, el rostro del Otro no se deja abarcar, ni por
la doxa, ni por ese pensamiento que se funda en las evidencias. Muy por el
contrario, la idea de lo infinito que resplandece en el rostro del Otro, esa que
no se deja englobar, porque de hacerlo no sería infinita,21 ha de ser la condición de posibilidad de toda opinión y de todo pensamiento.22
Se añade a los atributos de lo infinito el también ser la condición de posibilidad de la verdad del Otro, del Yo y del Nosotros, expresada como relación
esencial que liga lo Uno a lo Otro. Dicho condicionante queda explicitado
«La libertad que puede tener vergüenza de sí misma funda la verdad» (Lévinas, 2002: 106); «a causa de la presencia ante el rostro del Otro, el hombre no se deja engañar por su glorioso triunfo de viviente y, distinto del animal, puede conocer la diferencia entre el ser y el fenómeno, reconocer su fenomenalidad, el defecto de su
plenitud, defecto inconvertible en necesidades y que, más allá de la plenitud y del vacío, no podrá llenar» (Lévinas 2002: 197).
21
«La limitación solo se produce en una totalidad, mientras que la relación con el Otro hace estallar el tope de la totalidad» (Lévinas, 2002: 189).
22
«[…] se desvanece como el viento cuando el pensamiento la toca, o se revela como ya interior a este pensamiento. En la
idea de lo infinito se piensa lo que permanece siempre exterior al pensamiento. Condición de toda opinión, es
también condición de toda verdad objetiva» (Lévinas, 2002: 51).
20
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cuando Lévinas señala que «la idea de lo infinito es el espíritu antes de presentarse a la distinción de lo que descubre por sí mismo y de lo que recibe de la
opinión» (Lévinas, 2002: 51). Siendo así, la opinión y el pensamiento, como
momentos de reconocimiento, quedan amparados bajo una idea que les aporta
basamento y sentido. El Otro, el Yo y el Nosotros son entonces un misterio
que se resiste a ser revelado por el pensamiento, un enigma anclado, únicamente, a la irrestricta inmensidad del infinito.
Provoca, cuando menos, estupor desvelar que en el origen y la esencia del
espíritu —esa condición de posibilidad de lo pensado, potencia excelsa de conceptos, especulaciones y entramados de ideas— subyace un algo que trasciende
cualquier entendimiento suyo:
La relación con lo infinito no puede, ciertamente, expresarse en términos de experiencia,
porque lo infinito desborda el pensamiento que lo piensa. En este desbordamiento se
produce precisamente su infinición misma, de tal suerte que será necesario aludir a la relación con lo infinito de otro modo que en términos de experiencia objetiva. Pero si experiencia significa precisamente relación con lo absolutamente otro —es decir, con lo que
siempre desborda al pensamiento— la relación con lo infinito lleva a cabo la experiencia
por excelencia (Lévinas, 2002: 51).
Pero ¿cómo explicar la relación de lo Uno y lo Otro si ambos, como condición fundacional, son irreductibles al pensamiento? En otras palabras, ¿cómo puede relacionarse una ipseidad, cuya naturaleza interior ha sido fundada
en una idea que se resiste a ser definida, con otra ipseidad de igual condición?
Si el Yo permanece como un enigma tanto a la opinión como al pensamiento,
¿cómo pueden relacionarse el Uno y el Otro?
Sobre este decisivo dilema Lévinas se pronuncia, según es usual en él, de
manera indirecta:
Este libro presentará la subjetividad, recibiendo al Otro, como hospitalidad. En ella se lleva
a cabo la idea de lo infinito. La intencionalidad, en la que el pensamiento sigue siendo
adecuación al objeto, no define la conciencia en su nivel fundamental. Todo saber en tanto que intencionalidad supone ya la idea de lo infinito, la inadecuación por excelencia
(Lévinas, 2002: 53).
Siguiendo la peculiar lógica discursiva de Lévinas, no ha de esperarse una
definición positiva que explique de modo claro y directo el acto que liga o
relaciona lo Uno con lo Otro. En lugar de tales precisiones, apela a lo que no
puede ser dicho de esta relación. Si bien alude a esta relación bajo el concepto
de hospitalidad, este término, lejos de que explicar la relación, lo que hace es
GABRIEL LEIVA RUBIO. La idea de infinito: un desfundar lo total y fundar lo ético.
nombrarla.23 No quiere decir esto que Lévinas se declare incapaz de explicar
esta relación en términos conceptuales, sino que este recibimiento del Otro
por parte del Yo no debe ser explicado, deducido o racionalizado, puesto que
esto supondría retornar, nuevamente, a esa totalización que ejerce el pensamiento cuando toma al Otro como objeto de su impronta. Y es que, donde el
pensamiento impugna el saber, Lévinas sostiene el deber. Lo metafísico es ético y no ontológico, porque el Otro desborda cualquier idea del Yo, y lo ético
es metafísico, porque el deber es para con una idea más allá de lo óntico, una
idea que se resiste a ser englobada por otra.
Además, el modo en que se relacionan lo Uno y lo Otro no debe ser reducido a una relación entre términos cualesquiera. No se trata de explicar una
fórmula o un principio, o de pensar que el Uno se encuentre en un sitio determinado con respecto al Otro.24 La diferencia entre el Yo y el Otro es tan
vacía como la diferencia entre el Yo y el mundo en la medida que es formal y,
por tanto, ausente de contenido:
lo Otro metafísico es otro como una alteridad que no es formal, con una alteridad que no
es un simple revés de la identidad, ni de una alteridad hecha de resistencia al Mismo, sino
con una alteridad anterior a toda iniciativa, a todo imperialismo del Mismo. Otro con
una alteridad que constituye el contenido mismo de lo Otro. Otro de una alteridad que
no limita al Mismo, porque al limitar al Mismo, lo Otro no sería rigurosamente Otro
(Lévinas, 2002: 62).
Lo Otro se mantiene idéntico a sí mismo. No entra en una relación formal
con el Yo, con el Mismo. No hay mediación lógica entre el Yo y lo Otro, pues,
de lo contrario, lo Otro no sería absolutamente Otro, sino un algo relativo. A
este respecto Bernhard Waldenfels señala acertadamente: «el Otro está inmediatamente presente y auto-presente. La alteridad mantiene el carácter de un
fenómeno, o, más exactamente, el otro, al estar separado de la totalidad de los
El término hospitalidad, con muy pocas menciones a lo largo de TI (apenas ocho menciones), bien puede equipararse al de reconocimiento o recogimiento del Otro por el Yo. El concepto de hospitalidad aparece, precisamente,
cuando esa separación entre lo Uno y lo Otro que marca la interioridad reconoce que el Yo es también el Otro,
desbordando así la inmanencia del pensamiento y devolviendo una trascendencia ético-metafísica que solo puede ser reconocida a través de la expresión del rostro del Otro. «El acontecimiento metafísico de la trascendencia,
el recibimiento del Otro, la hospitalidad» (Lévinas, 2002: 265); «Al pensamiento metafísico en el que alguien
finito tiene la idea de lo infinito —en el que se produce la separación radical y, simultáneamente, la relación con
el otro— le hemos reservado el término de intencionalidad, de conciencia […], recibimiento del rostro, hospitalidad y no tematización» (Lévinas, 2002: 303).
24
«El Otro con el que el metafísico está en relación y que reconoce como otro no está simplemente en otro sitio»
(Lévinas, 2002: 62).
23
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seres, es el fenómeno por excelencia cuya epifanía incluye la ausencia» (Waldenfels, 2004: 73-74). El Otro está entonces absolutamente separado25 en una
suerte de presencia ausente que la totalidad no puede percibir. Pero, con estas
precisiones, lejos de aclarar las preguntas anteriores, pareciese que se complejiza el asunto ya que, donde la ipseidad fungía como un misterio indescifrable
para sí misma y para el entendimiento, ahora el Otro se aparece como absolutamente separado y como ausencia inmediatamente presente. Pareciera que la
relación entre el Yo, lo Uno o el Mismo y la alteridad de absolutamente Otro
no puede ser resuelta.
Pero Lévinas dice:
Somos el Mismo y el Otro. La conjunción no indica aquí ni adición ni poder de un término sobre otro. […] la relación del Mismo y del Otro —a la cual pareciéramos imponer
condiciones tan extraordinarias— es el lenguaje. El lenguaje lleva a cabo, en efecto, una
relación de tal suerte que los términos no son limítrofes en esta relación, que el Otro, a
pesar de la relación con el Mismo, sigue siendo trascendente al Mismo. La relación del
Mismo y del Otro —o metafísica— funciona originalmente como discurso, en el que
el Mismo, resumido en su ipseidad de «yo» —de ente particular único y autóctono— sale
de sí (Lévinas, 2002: 63).
El lenguaje es la propuesta levinasiana de espacio relacional donde se da la
identidad de lo Uno y lo Otro. Pero esta identidad del somos que explica Lévinas mediante el lenguaje no es una identidad formal donde lo Uno y lo Otro
son términos idénticos o contiguos, sino que el lenguaje, mediante el gesto del
decir, los logra reunir en una identidad que no solo mantiene la trascendencia
y autonomía del Otro, sino que logra que el Yo salga de sí.26 Es esta la definitiva esencia del lenguaje: la relación con el Otro27 sin que el Otro pierda lo que
es de suyo:
El Otro no se me opone como otra libertad, es decir, parecida a la mía y, por lo tanto,
hostil a la mía. Otro no es otra libertad tan arbitraria como la mía, ya que en ese caso
franquearía inmediatamente lo infinito que me separa de ella para entrar bajo el mismo
concepto. Su alteridad se manifiesta en un señorío que no conquista, sino que enseña. La
enseñanza no es una especie de género llamado dominación, una hegemonía que funciona
en seno de una totalidad, sino la presencia de lo Infinito que hace saltar el círculo cerrado
de la totalidad (Lévinas, 2002: 189).
«El metafísico está absolutamente separado» (Lévinas, 2002: 59).
«La originalidad de la relación, a nuestro parecer, consiste en la autonomía del ser separado» (Lévinas, 2002: 87).
27
«[…] la esencia del lenguaje es la relación con el Otro» (Lévinas, 2002: 220).
25
26
GABRIEL LEIVA RUBIO. La idea de infinito: un desfundar lo total y fundar lo ético.
La alteridad del Otro enseña, precisamente, porque no quiere conquistar,
puesto que la mera presencia de su ausencia desborda esa potencia ontológica
que hasta el momento la ipseidad creía ilimitada. El lenguaje, presente en esa
relación, no es entonces herramienta o medio para adecuar el mundo a
la realidad de los pensamientos, o un aparato de descripción hecho de proposiciones lógicas que determinan la validez o no de una argumentación cualquiera, sino la expresión viva de lo Otro como infinitamente Otro en su
proceso de reconocimiento. De ahí que Josep Maria Esquirol indique que:
El Decir es la expresión de la anarquía, de una situación donde la asimetría nada tiene que
ver con el dominio, sino con la acogida y el recibimiento. Asimetría de la responsabilidad,
y no asimetría del dominio. Mientras la retórica de la persuasión está al servicio del poder, el decir anárquico no se preocupa por asegurar los hitos discursivos: no insiste en el:
«es que yo he dicho que...»; lo Dicho queda desplazado hacia un segundo plano (Esquirol,
2012: 115).
De tal forma, la relación entre el Yo y el Otro en el lenguaje no traduce
una experiencia de totalidad. El Otro permanece impasible ante la potencia de
la inteligencia del Yo porque su condición de absoluto no desaparece en dicho
encuentro.28 El cara a cara no supone entonces un desafío de conquista, ni una
lucha a muerte por el reconocimiento —como pensaba Hegel—, sino una proximidad hospitalaria que se resiste a cualquier operatoria lógica.29 Puede inferirse entonces que el lenguaje que relaciona lo Uno y lo Otro no consiste en
hablar, tarea que le es propia al pensamiento, sino en restablecer esa otrora
potencia metafísica de lo ético a partir de la presentación expresiva del rostro
del Otro. El infinito que se presenta en el rostro del Otro como exterioridad es
expresado desde ese decir que enseña y ampara.
Es importante notar que la relación que instaura el lenguaje acontece preservando los términos no como opuestos, sino como idénticos a sí mismos. El
Otro se relaciona con el Yo de manera metafísica, no porque el Otro sea una
idea que colma y explica lo total, sino, precisamente, porque este Otro es ético,
«Lo Otro metafísicamente deseado no es “otro” como el pan que como, o como el país en que habito, como el
paisaje que contemplo, como a veces, yo mismo a mí mismo, este yo, este otro. De estas realidades, puedo nutrirme y, en gran medida, satisfacerme, como si me hubiesen simplemente faltado. Por ello mismo, su alteridad
se reabsorbe en mi identidad de pensante o de poseedor. El deseo metafísico (sin embargo) tiende hacia lo totalmente otro, hacia lo absolutamente otro» (Lévinas, 2002: 57).
29
«Una relación cuyos términos no forman una totalidad solo puede producirse, pues, en la economía general del
ser como tránsito del Yo al Otro, como cara a cara, como perfilando una distancia en profundidad —la del discurso de la bondad, del Deseo— irreductible a aquello que la actividad sintética del entendimiento establece entre los términos diversos —mutuamente— que se ofrecen a su operación sinóptica» (Lévinas, 2002: 63).
28
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es decir, irreductible a un sistema que condicione o explique su esencia.30 El
infinito que resplandece en el rostro del Otro sitúa al hombre ante la rotunda
constatación de que su saber, su razón y su pensamiento se encuentran necesariamente precedidos por una situación que les resulta inexplicable, donde los
límites que contemplaba hasta entonces su irrestricta libertad han sido borrados por la hospitalidad y el recogimiento de que es capaz la potencia de la
alteridad en su inmediata presentación.
CONCLUSIÓN
Habiéndose realizado el análisis hermenéutico de los principales conceptos que estructuran y definen la propuesta levinasiana en TI, puede concluirse
que lo ético es un acto de protesta contra el concepto de totalidad, determinado este, esencialmente, por su inmanencia. Lo ético aparece aquí como un algo
exterior que se resiste a ser categorizado, definido, reducido a un límite; constituyendo como un concepto cuya cualidad esencial es, paradójicamente, contener más de lo que es capaz. Y es esta la función que Lévinas le confiere al
rostro del Otro: ser evidencia de que el infinito inconmensurable que lo dota
de sentido es, a la vez, la determinación esencial e inabarcable de su más íntima naturaleza. Por eso, el Otro no es un otro cualquiera, sino un absolutamente Otro, un enigma con el que nada puede hacer el pensamiento.
Habría que coincidir en que Lévinas no concibe lo ético entonces como
un sistema de ideas que regulan la conducta y la responsabilidad del hombre.
No toma entonces la pura subjetividad como fundamento de lo ético (Autonomie en Kant),31 ni como espíritu finito objetivado en instituciones y leyes políticas (Sittlickheit en Hegel).32 Lo ético no se regula, ni desde adentro, ni desde
«el establecimiento de este primado de lo ético, es decir, de la relación de hombre a hombre […], primado de una
estructura irreductible en la cual se apoyan todas las demás (y en particular todas las que, de una manera original, parecen ponernos en contacto con lo sublime impersonal, estético u ontológico)...» (Lévinas, 2002: 102).
31
«[…] la autonomía de la voluntad es el único principio de todas las leyes morales y de los deberes conforme a ellas;
toda heteronomía del albedrío, en cambio, no solo no funda obligación alguna, sino que más bien es contraria al
principio de la misma y de la moralidad de la voluntad» (Kant, 1994: 52, § 8). Esta noción de autonomía debe
ser vinculada con otro supuesto: la ley fundamental de la razón práctica, donde Kant explica su famoso imperativo categórico: «Obra de tal modo que la máxima de tu voluntad pueda valer siempre, al mismo tiempo, como
principio de una legislación universal» (Kant, 1994: 47, § 7).
32
La expresión alemana Sittlichkeit no tiene una traducción directa al castellano, pero en el ámbito académico se creó
el término eticidad. En ocasiones, el término se ha traducido al francés y al inglés como ‘vida ética’. De Zan pro30
puso traducir eticidad como ‘mundo ético’. J. M. Ripalda planteó la traducción ‘ética comunitaria’. Las dificul-
GABRIEL LEIVA RUBIO. La idea de infinito: un desfundar lo total y fundar lo ético.
afuera, porque, sencillamente, no es regulable; ni se circunscribe más que a la
expresión rotunda e irreductible del infinito manifestándose en el rostro del
Otro. De ahí que lo ético, más que un punto de vista, resulte una óptica o una
visión sin imagen. Lo ético rompe entonces con lo dual, suspendiendo tanto lo
teórico como lo práctico en una trascendencia metafísica que acontece a partir
de la inconmensurable presencia del Otro.
Donde lo ético —en los términos de la filosofía tradicional de occidente—
reducía o relativizaba la alteridad a un sistema que ponderaba al ser como la
quintaesencia del todo, Lévinas imprime un giro que hace de lo ético lo preponderante, lo esencial y primigenio. La filosofía primera como ética y la ética
como filosofía primera. Pero tal giro no supone un nuevo sistema de ideas que
abarque y explique el anterior. No se trata de un logos más omniabarcante
que su antecesor, sino de un enigma inextricable del cual la razón no puede
dar parte. En definitiva, Lévinas no quiere explicar al Otro sino salvarlo del
esquema totalizador del pensamiento, ese que termina siempre decantándose
por la guerra. Él se propone salvar al Otro de la guerra. De ahí que la relación
ética entre el Yo y lo Otro no sea una relación conceptual o intelectual entre
mismidades y sí una relación entre alteridades absolutamente infinitas e irreductibles a cualquier esquema de pensamiento. Es por esta razón que Lévinas
llega a la idea de infinito, idea que, una vez pensada, el propio pensamiento
tiene que reconocer su inoperancia, puesto que la idea de infinito desborda
cualquier definición que sobre ella se haga.33
BIBLIOGRAFÍA
Bernstein, Richard J. (2004) Evil and the temptation of theodicy. En
Critchley, Simon y Bernasconi, Robert (ed.). The Cambridge
Companion to Lévinas. Cambridge: Cambridge University Press.
De Zan, Julio (2009). La filosofía social y política de Hegel. Trabajo y
propiedad en la filosofía práctica. Buenos Aires: Ediciones del Signo.
tades de traducción han obligado a mantener esta nueva palabra y conferirle significado, en referencia a la vida
ética o mundo ético (véase De Zan, 2009: 171).
33
«[…] la idea de lo infinito tiene esto de excepcional: que su ideatum deja atrás su idea, ya que, para las cosas, la
coincidencia total de sus realidades, objetivas y formales, no está excluida» (Lévinas, 2002: 72).
23
24
RECERCA · DOI: http://dx.doi.org/10.6035/recerca.7207 · ISSN electrónico: 2254-4135 - pp. 1-24
Dostoievski, Fiodor (2000). Los hermanos Karamazov. Barcelona:
Cátedra.
Esquirol, Josep M. (2012). La primera palabra, o la esencia del lenguaje
como amparo. Ágora, 31(1), 103-120. doi: https://doi.org/10.15304/ag
.31.1.227
Hand, Seán (2009). Emmanuel Lévinas. London: Routledge, Taylor &
Francis Group.
Kant, Immanuel (1994). Crítica de la razón práctica. Salamanca:
Sígueme.
Lévinas, Emmanuel (1979). Totality and Infinity, An essay of exteriority.
Boston: Martins Nijhoff Publishers.
Lévinas, Emmanuel (1987). Totalité et Infini. Essai sur l'extériorité.
Kluwer Academie.
Lévinas, Emmanuel (1993). El Tiempo y el Otro. Introducción de Félix
Duque. Barcelona: Paidós, UAB.
Lévinas, Emmanuel (2002). Totalidad e infinito. Salamanca: Sígueme.
Mélich, Joan-Carles (1998). Totalitarismo y fecundidad. La filosofía frente
a Auschwitz. Barcelona: Anthropos.
Sartre, Jean Paul (1937). L’Etre et le Neant. Paris: Gallimard.
Vidal Labajos, Sebastian (2023). Tiempo, subjetividad y dominación
social en las sociedades contemporáneas: de la dominación
abstracta a la ética neoliberal del tiempo. Recerca. Revista de
Pensament i Anàlisi, 28(2), 1-25. doi: http://dx.doi.org/10.6035/recerc
a.6749
Waldenfels, Bernhard (2004). Lévinas and the face of the other. En
Critchley, Simon y Bernasconi, Robert (ed.). Cambridge Companion
to Lévinas (63-82). Cambridge: Cambridge University Press.
Wesphal, Merold (2008). Lévinas and Kierkegaard in dialogue.
Bloomington: Indiana University Press.
Žižek, Slavoj (2020). La realidad de lo virtual (The Reality of the Virtual).
Documental dirigido por Ben Wright (2007). Transcripción y
traducción de la intervención de Žižek: Sergio Aguilar Alcalá.
Revista Iberoamericana de Comunicación, 38, 182-208.
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https://openalex.org/W4280521191
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https://zenodo.org/records/6548815/files/Shavkatjonova%20Muhlisa%20Asqarali%20qizi.pdf
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Quechua
| null |
OʻZBEK TILINING SOHALARDA QOʻLLANISHI VA UNING JAMIYAT HAYOTIDA TUTGAN OʻRNI.
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Zenodo (CERN European Organization for Nuclear Research)
| 2,022
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cc-by
| 638
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OʻZBEK TILINING SOHALARDA QOʻLLANISHI VA UNING JAMIYAT HAYOTIDA
TUTGAN OʻRNI. https://doi.org/10.5281/zenodo.6548815 Shavkatjonova Muhlisa Asqarali qizi
Andijon davlat universiteti
Boshlangʻich taʼlim yoʻnalishi 202- guruh Annotatsiya. Insonning eng muhim xususiyatlaridan biri sizlash
qobiliyatidir. Ravon nutq orqali ifodalangan fikr tushunarli va yoqimlidir. Nutq harakatlari murakkab aʼzolar tizimi orqali amalga oshiriladiki , bunda
bosh miya faoliyati asosiy rol oʻynaydi , nutq faqat inson uchun xos boʻlgan
alohida va yuqori darajadagi aloqa shaklidir. Nutqiy aloqa jarayonida
kishilar fikr almashadilar va bir - birlariga ta'sir etadilar.Nutqiy aloqa til orqali
amalga oshiriladi. Nutq talaffuzi mexanizmi harakatini tushunish uchun nutq
apparatining tuzilishini yaxshi bilishi zarur. Nutq buzilishi uzoq yillar davomida
oʻrganib kelayotgan sohadir. Nutqning normal faoliyati holatiga uning
psixofiziologik mexanizmlarning zaiflashuviga bogʻliq holda til normalaridan
chetlashuvi bilan belgilanadi. Kirish soʻzlar: soʻzlash qobiliyati , ravon nutq , til , nutq. Kirish soʻzlar: soʻzlash qobiliyati , ravon nutq , til , nutq. Nutq tilni ishga solish jarayonidir. Subyektning nutqiy faoliyati ichki
vositasi va uni amalga oshirish usullari sifatida til va nutqni oʻz ichiga oladi. Nutq bu psixik xodisa , kishilarning shaxslararo oʻzaro muayyan hamkorligi
sharoitlarda rivojlanadigan , individual xususiyatlarga ega boʻlgan shaxs
mulkidir. U tildan farqli ravishda ijtimoiy - tarixiy sharoitlarda rivojlanadigan
xalq ijtimoiy mulki hodisasidir. Ravon nutq kishilarning muloqotini va oʻzaro bir - birlarini tushunishlarini
taʼminlovchi mazmunan keng yoyilgan fikrdir. Ravon nutqni fikrlar
dunyosidan ajratib boʻlmaydi : ravon nutq - bu fikrlar ravonligidir , unda
bolaning mantiqiy fikrlash , oʻzi qabul qilayotganlarini mulohaza qilish va
ularni toʻgʻri ifodalash qobiliyati aks etadi. Ravon nutqni shakllantirish , uning
vazifasini oʻzgartirish murakkablashib borayotgan bola faoliyatioqibati
boʻlib , u bolaning atrofdagilar bilan muloqotga kirishish sharoiti , muloqot
shakliga bogʻliq boʻladi. Ravon nutqni shakllanishi ilk yoshdan boshlab asta
- sekin roʻy beradi. Bolalar hayotining dastlabki yetti yilida atrofdagi kishilar
bilan muloqot vositasi sifatida nutqning paydo boʻlishi va uni rivojlantirish
jarayoniga alohida eʼtibor qaratish zarur. Har bir kishi hayotida ravon nutq muhim ahamiyatga ega boʻlib , u uchta asosiy vazifani bajaradi :
individuallararo , ichki individual va umuminsoniy. Til millatning noyob xazinasi boʻlib , doim ogʻzaki va yozma holda
namoyon boʻlgan. Boy , yorqin , maroqli nutq soʻzlayotgan kim boʻlishidan
qatʼiy nazar , nuri hisoblanadi. Tilning oliyjanob imkoniyatlar nutq orqali nutq
jarayonida ochiladi. Nutq boʻlmas ekan tilning cheksiz imkoniyatlari yuzaga
chiqmay qolaveradi. Soʻz va gʻazal sultoni A.Navoiy til va nutq
munosabatlarini shunday izohlaydi. " Til shuncha sharafi bilan nutqning
qurolidir. Agar nutq nomaqbul boʻlib chiqsa tilning manfaatidir " . Demak til qancha zoʻr boʻlmasin , u nutq uchun qurol sifatida xizmat
qilar ekan. FOYDALANILGAN ADABIYOTLAR:
1. X.Muhiddinova , Z. Salisheva , X. Poʻlatova. Oʻzbek tili. -- T.2012
2. M.X.Ahmedova , K.A.Gayubova. Oʻzbek tili. -- T.2019
3. hattp://kutubxona.ziyonet.uz OʻZBEK TILINING SOHALARDA QOʻLLANISHI VA UNING JAMIYAT HAYOTIDA
TUTGAN OʻRNI. Agar til oʻq boʻlsa , nutq kamondir. Oʻqning qudrati , kamonning
qudratiga bogʻliq. Bugungi kunda Respublikamizda taʼlim tizimini chuqur isloh qilish
masalalari jamiyatimiz rivojlanishining asosiy qismida aylandi. Bu islohotlarni
amalga oshirishda Oʻzbekiston Respublikasini yanada rivojlantirish boʻyicha
" Harakatlar strategiyasi " dasturiy amaldir. Darhaqiqat , ona tilini oʻqitishdan asosiy maqsad - oʻquvchilarda oʻz
ona tilida fikrni toʻgʻri , aniq , ravshan va goʻzal ifodalay olish koʻnikmalarini
rivojlantirishimiz lozim. Oʻquvchilarga til hodisalari alohida hodisalar sifatida emas , balki nutq
imkoniyatlarini kengaytiruvchi vositalar sifatida oʻrganish maqsadga
muvofiq. Masalan , oʻquvchilar fonetikadan " Nutq tovushlari " mavzusini
nutq madaniyati va oʻzbek tilshunosligining dolzarb muammolarini oʻrganar
ekanlar , asosiy diqqat eʼtibor tovushlarning trio talaffuzi va imlosini
oʻzlashtirish bilan birga , soʻz boyligini oshirishga qaratilishi lozim. Xulosa. Oʻquvchilarda adabiy til va sheva elementlarini yaxshi farqlash
koʻnikmalarini shakllantirishga erishish adabiy til meʼyorlarini oʻrgatishga
keng yoʻl ochadi. Oʻquvchi nutqini rivojlantirish murakkab jarayon. Unga
monelik qilayotgan omillar faqat taʼlim mazmuni yoki oʻqituvchigagina
bogʻliq emas. Unga monelik qilayotgan omillar faqat taʼlim mazmuni yoki
oʻqituvchigagina bogʻliq emas. Bu jamiyatga ham bogʻliq masala. Barcha
imkoniyatlar toʻlaligini ishga solinsa fikrni ogʻzaki va yozma ravishda toʻgʻri ,
ravon ifodalashga oʻrgatish jarayoni oson kechadi. Oʻquvchi nutqini
rivojlantirish masalalari oʻz yechimini topadi.
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https://openalex.org/W4390110556
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https://ojs.academicon.pl/np/article/download/7231/8311
|
Polish
| null |
Rec.: Marian Plezia, Dokoła reformy szkolnej St. Konarskiego. Studia klasyczne pijarów polskich, Lublin 1953
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Nasza Przeszłość
| 1,966
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cc-by-sa
| 32,496
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R E C E N ZJE i S P R A W O Z D A N IA R E C E N ZJE i S P R A W O Z D A N IA 28» R E C E N Z J E
I
S P R A W O Z D A N I A t. zw. krakowskim okresie, prawdziwy rozkwit badań archiwalnych pod
protektoratem Polskiej Akademii Umiejętności, która w r. 1886 zorga
nizowała naukową Ekspedycję Rzymską. Autor wylicza 27 uczonych
polskich, uczestników Ekspedycji, którzy gromadzili olbrzymi materiał
w „Tekach Watykańskich". y
Wreszcie w V okresie-(1914— 1939) badania w 'Archiwum Watykań
skim prowadzi szereg uczonych polskich. W „Repertorium" Autor zestawił w 135 numerach prace uczonych
polskich, korzystających z materiałów rzymskich, przy tym uwzględnił
prace autorów innych narodowości, którzy wprost lub ubocznie trak
towali sprawy polskie (jak np. Theiner, Pierling, Boudou, Rouet de
Joumel, Smurło i in.). W porządku alfabetycznym nazwisk podano ty
tuły dzieł, zaznaczając przy każdym z nich działy Archiwum Watykań
skiego, z których czerpano głównie materiał, nadto — dla ułatwienia —
sygnatury książek- w Bibliotece Watykańskiej. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". „Studia Teologiczne" wydawane w W ilnie od r. 1932 przez grono
Profesorów Wydziału Teologicznego Uniwersytetu Stefana Batorego pod
naczelną redakcją niżej podpisanego, zostały wznowione w czasie wojny
w Rzymie przez Ks. Prałata Waleriana Meysztowicza, b. profesora
wileńskiego Wydziału Teologicznego. Z jego inicjatywy i jego staraniem
ukazały się trzy nowe tomy „Studiów Teologicznych" w kolejnej nume
racji jako tomy X I, X II i X III, zawierające w dawnym formacie i daw
nej szacie zewnętrznej następujące prace: Zaznaczyć trzeba, że „Repertorium " nie jest kompletne. Autor był
zmuszony warunkami pracy podczas wojny światowej ograniczyć się
do korzystania z Biblioteki Watykańskiej, która aczkolwiek bogata nie
posiada wszystkich prac, opartych na źródłach z Archiwum W aty
kańskiego, stąd w „Repertorium" powstały luki. Autor,
zaznaczając,
iż zamierza dać „opusculum potius utile, quam doctum“ (str. 9), miał
rację. Jest to raczej repertorium dzieł, dotyczących spraw polskich,
znajdujących się głównie w Bibliotece Watykańskiej. Tak np. z licz
nych prac ks. Fijałka opartych na materiałach archiwalnych rzymskich,
..Repertorium1' wymienia tylko wydany razem z Prof. W. Semkowiczem
..Kodeks dyplomatyczny Katedry i kościołów diecezji wileńskiej*. X I. Meysztowicz Valerianus, Repertorium bibliographicum pro rebus
polani cis Archirń Secreti Vaticani, Vaticani 1943. Str. 20+Tabula serie-
rum Archivi Secreti Vaticani siglarumąue ąuibus in „Repertorio" sig-
nantur. X II. Meysztowicz Valerianus, De Archivo Nuntiaturae Varsaviensis
quod nunc in Archivo Secreto Vaticano servatur, Vaticani 1944. Str. 99. X III. Savio Petrus, De actis Nuntiaturae Poloniae quae partem
Archivi Secretariatus Status constituunt, Vaticani 1947. Str. 156. W szeregu prac Wł. Abrahama pominięta została choćby praca
..Polska a chrzest Litw y" („Polska i Litw a w dziejowym stosunku"). Nie można było pominąć „Polskiego Słownika Biograficznego1*, który
wszak w wielu życiorysach opiera się lub przynajmniej rejestruje ma
teriały Archiwum Watykańskiego. X III. Savio Petrus, De actis Nuntiaturae Poloniae quae partem
Archivi Secretariatus Status constituunt, Vaticani 1947. Str. 156. 1. We wstępie do „Repertorium bibliographicum" dał ks. Meyszt
wicz w zarysie historię studiów uczonych polskich w Archiwum W a
tykańskim, rozróżniając pięć okresów. I okres rozpoczął się w r. 1577,
gdy
Sirletus,
prefekt Biblioteki
i
Archiwum
Watykańskiego z po
lecenia
Stefana
Batorego
zarządził
sporządzenie odpisów dokumen
tów dotyczących Polski. Poszukiwania archiwalne, prowadzone następ
nie dla Zygmunta III, zostały na długi czas przerwane z powodu wojen
i w okresie saskim. Dopiero w r. Nasza Przeszłość T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". 1754— 1796 w Warszawie nuncjuszów, podając najważniejszą
bibliografię i dając charakterystykę ich działalności w Polsce. (N aj
mniej znaną dla braku akt jest nuncjatura Serry). Wszyscy ci nuncju
sze po powrocie do Rzymu zostali odznaczeni purpurą kardynalską (A r
chetti, przedstawiony do kapelusza
kardynalskiego
przez
Katarzynę,
otrzym ał biret czerwony w Grodnie z rąk Stanisława Augusta). Wszyscy
ci dyplomaci watykańscy świetnie władali łaciną i francuszczyzną, języ
kiem polskim, niestety, żaden. cjatur odnoszą się poszczególne teki archiwalne. Tablice sporządzone
są dokładnie i będą służyć wielką pomocą dla badaczy naukowych w ich
poszukiwaniach archiwalnych. Jak się dowiadujemy z opisu Autora,
cenne to archiwum po ostatnim rozbiorze Polski nuncjusz Litta odesłał
z W arszawy do Wiednia, skąd dopiero w r. 1859 przewieziono je do R zy
mu. Najwięcej zasług w uporządkowaniu archiwum położył Garampi,
najwybitniejszy i najuczeńszy z pośród nuncjuszów tego okresu, któ
rego działalność w Polsce zasługuje na specjalną monografię. Na uwagę
historyków zasługuje audytor Caleppi, późniejszy kardynał, oraz Ghi-
giotti, który za czasów nuncjatury Garampiego piastował urząd sekre
tarza królewskiego do spraw włoskich. Dla lepszej orientacji przy ko
rzystaniu z akt archiwum Autor skreślił krótkie życiorysy 7 rezydują
cych od r. 1754— 1796 w Warszawie nuncjuszów, podając najważniejszą
bibliografię i dając charakterystykę ich działalności w Polsce. (N aj
mniej znaną dla braku akt jest nuncjatura Serry). Wszyscy ci nuncju
sze po powrocie do Rzymu zostali odznaczeni purpurą kardynalską (A r
chetti, przedstawiony do kapelusza
kardynalskiego
przez
Katarzynę,
otrzym ał biret czerwony w Grodnie z rąk Stanisława Augusta). Wszyscy
ci dyplomaci watykańscy świetnie władali łaciną i francuszczyzną, języ
kiem polskim, niestety, żaden. prawie każde zawiera materiały do spraw polskich. Dwa działy są spe
cjalnie poświęcone Polsce: archiwum Nuncjatury Warszawskiej — Nun-
ziatura di Varsavia, mało przez historyków wykorzystane i, i archiwum
Nuncjatury Polski — Nunziatura di Polonia. Tych dwóch różnych dzia
łów nie należy mieszać. Zbiorom archiwalnym Nuncjatury Warszawskiej jest poświęcony
tom X II „Studiów". Zawiera on wstęp, ogólny opis archiwum Nuncja
tury Warszawskiej, krótkie życiorysy siedmiu rezydujących od 1754—
— 1796 w Polsce nuncjuszów (Serra, Visconti, Durini, Garampi, Archetti,
Saluzzo, Litta) (str. 9— 43), w 20 tablicach wykaz woluminów i tek
z dokumentami (str. 45— 89). Archiwum Nuncjatury Warszawskiej skła
da się ze 195 woluminów i tek, mieszczących kopie ekspediowanych
w latach 1757— 1794 z Polski do Sekretariatu Stanu dokumentów i ory
ginały nadsyłanych listów z Rzymu czy też od różnych osobistości do
Nuncjatury. 1 Materiały z X V I cz. tego archiwum „Ordini Regolari", jakie ze
brałem podczas pobytu w Rzymie, wraz z cennym zbiorem fotografii
dokumentów do historii klasztorów w Polsce i W. Ks. Lit. w okresie
rozbiorów Polski, zostały przez Gestapo zniszczone po uwięzieniu moim
■oraz Kolegów z Wydziału Teologicznego. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Znajdują się również akta lub ich odpisy z lat wcześniej
szych. Istnieje kilka katalogów tego archiwum, ostatni z nich sporządził
Perali w r. 1930. Rozszerzeniem Peraliego są tablice ks. Meysztowicza
z dokładnym i przejrzystym wykazem w 9 rubrykach poszczególnych
tek, liczby kart, tytułów, lat, w których powstały odnośne akta, przez
kogo były pisane i zbierane, wreszcie treść każdej z tek. Rezydencją nuncjatury był dom przy klasztorze Teatynów przy ul. Długiej, pod koniec nuncjatury Garampiego wynajęto na mieszkanie
nuncjusza pałac hr. Dembowskiego przy ul. Senatorskiej. Tom kończy
się dokładnym wykazem imion i nazwisk, co jest rzeczą konieczną
w tego rodzaju publikacjach. Całość tego archiwum rozpada się na 20 działów, każdemu z nich
poświęcona jest tablica, poprzedzona krytycznymi uwagami. A więc:
1) preliminaria dla informacji nuncjuszów o Kościele Polskim, sporzą
dzone przez Garampiego; 2) Kolegia papieskie w Polsce i W. Ks. Lit.,
bezpośrednio zależne od Stolicy Apostolskiej, jak Alumnat Papieski
w Wilnie, kolegia w Krasławiu, Swierzniu, w e Lw ow ie i Brunsberdze;
3) sejmy; 4) dysydenci i schizmatycy; 5) ziemie oderwane od Polski pod
czas I rozbioru; 6) listy Sekretariatu Stanu do nuncjuszów; 7) regesta
listów nuncjatury do Sekretariatu Stanu (wyjaśniające stosunki między
Stolicą Apostolską i Polską); 8) korespondencje Kongregacji Propagandy
W iary z nuncjuszami; 9) listy Kurii rzymskiej do nuncjuszów; 10) rege
sta listów nuncjuszów do Kurii rzymskiej; 11) regesta listów z nuncja
tury do różnych osobistości; 12) listy różnych osób do nuncjuszów;
13) akta odnoszące się do metropolity Felicjana Wołodkowicza; 14) „M i-
scellanea“ ; 15) misje; 16) zakony; 17) biskupstwa i diecezje; 18) „affari
sospesi";
19)
specjalny
dział
dotyczący
Teatynów
(warszawskich);
20) regesta nuncjuszów od r. 1587 do 1713. Ozdobę książki stanowi 15 doskonale odbitych na kredowym pa
pierze reprodukcji portretów 7 nuncjuszów, Stanisława Augusta, 4 pa
pieży, pomników Garampiego, Saluzza i Litty, wreszcie widok ul. Dłu
giej w Warszawie z rezydencją nuncjatury, — szkoda, że w wykazie
ilustracji nie podano bliższych objaśnień. Tom X II
„Studiów Teologicznych"
poświęcony
jest
ostatniemu
w Polsce Nuncjuszowi Arcybiskupowi Cortesiemu. ~ 3. Archiwum Nuncjatury Polski — Nunziatura di Polonia składa się
z 396 + 24 Additamenta woluminów akt, zbieranych przez Sekretariat
Stanu od r. 1567— 1806. Znajdują się tam oryginały listów i dokumentów
Wysyłanych przez nuncjuszów rezydujących w Polsce i przez inne osoby
do Rzymu oraz regesta i kopie ekspediowanych listów przez Sekretariat
do Polski. Obszernym katalogiem tego archiwum w opracowaniu Mons. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". 1782 rozpoczął się II okres, gdy
Albertrandy, wysłany przez Stanisława Augusta, w ciągu trzyletniego
swego pobytu w Rzym ie zgromadził w 110 tekach olbrzymi zbiór doku
mentów, zebranych w archiwach rzymskich. Zbiór ten przewieziony
z Warszawy do Krzemieńca, następnie do Paryża, znalazł się wreszcie
w Bibliotece X X . Czartoryskich w Krakowie. W III okresie (1842— 1881) główne zasługi w poszukiwaniach archi
walnych położyli Aleksander hr. Przeździecki i Theiner. Po otwarciu
tajnego archiwum Watykańskiego dla uczonych w r. 1881 nastąpił w IV, Bardzo pożytecznym dodatkiem
przy
końcu
„Repertorium1*
jest
dokładna tablica orientacyjna wszystkich działów czyli poszczególnych
części („series“ — ..fondi1') Archiwum Watykańskiego, z których każda
ma swą nazwę i numerację akt (archiwum tajne, Camera Apostolica,
Istrumenta Miscellanea ed affini, Registra Avenionensia, Dataria Apo
stolica, olbrzymi dział Sekretariatu Stanu, Segreteria dei Brevi, Acces-
sioni vecchie — recenti — recentissime, Archivio S. Angelo). Tom ten „Studiów" poświęcił Autor śp. Ks. Profesorowi Leonowi
Puciacie, Przyjacielowi i Mistrzowi, który zmarł 12. V II. 1943 r-, wkrót
ce po wypuszczeniu z obozu w Szałtupiu na Litwie, gdzie byli więzieni
przez Gestapo profesorowie Wydziału Teologicznego Uniwersytetu Ste
fana Batorego i Seminarium Duchownego w Wilnie. 2. Archiwum Watykańskie składa się z przeszło 250 oddzielny
działów, stanowiących jakby odrębne archiwa — „fondi", z których 2. Archiwum Watykańskie składa się z przeszło 250 oddzielny
działów, stanowiących jakby odrębne archiwa — „fondi", z których Nasza Przeszłość
19 Nasza Przeszłość 19 R E C EN ZJE i S P R A W O Z D A N IA R E C EN ZJE i S P R A W O Z D A N IA 290 291 cjatur odnoszą się poszczególne teki archiwalne. Tablice sporządzone
są dokładnie i będą służyć wielką pomocą dla badaczy naukowych w ich
poszukiwaniach archiwalnych. Jak się dowiadujemy z opisu Autora,
cenne to archiwum po ostatnim rozbiorze Polski nuncjusz Litta odesłał
z W arszawy do Wiednia, skąd dopiero w r. 1859 przewieziono je do R zy
mu. Najwięcej zasług w uporządkowaniu archiwum położył Garampi,
najwybitniejszy i najuczeńszy z pośród nuncjuszów tego okresu, któ
rego działalność w Polsce zasługuje na specjalną monografię. Na uwagę
historyków zasługuje audytor Caleppi, późniejszy kardynał, oraz Ghi-
giotti, który za czasów nuncjatury Garampiego piastował urząd sekre
tarza królewskiego do spraw włoskich. Dla lepszej orientacji przy ko
rzystaniu z akt archiwum Autor skreślił krótkie życiorysy 7 rezydują
cych od r. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Piotra Savio, archiwisty Archiwum Watykańskiego, jest ostatni z w y
mienionych w yżej tomów „Studiów Teologicznych" p. t. „De actis Nun
tiaturae Poloniae quae partem archivi Secretariatus Status constituunt“. Tom ten, poprzedzony łacińskim wstępem ks. Meysztowicza, wydany jest
w języku włoskim. Dodane są na końcu dwie tablice z wykazami, do jakich lat i nun Katalog składa się z dwóch zasadniczych części: z inwentarza archi
wum Nuncjatury Polski (str. 7— 78) i ze „schedario cronologico“ — w y RE C EN ZJE i S P R A W O Z D A N IA 292 R E C E N ZJE i S P R A W O Z D A N IA 293 kazu poszczególnych akt, ułożonego w porządku chronologicznym (str. 79— 156). Inwentarz archiwum — jak objaśnia Mons. Savio — uwzględ
nia przy poszczególnych tomach zasadniczo trzy krótkie notatki: histo
ryczną — a więc tytuł, data, sygnatura, nomenklatura, nazwiska nun
cjuszów i ministrów Sekretariatu Stanu, znajdują się tam wzmianki
0 pochodzeniu danej teki z aktami oraz o indeksie, o ile się znajduje. Druga notatka dotyczy rodzaju i dat korespondencji. Trzecia wreszcie
podaje wym iary poszczególnych tek archiwalnych, liczbę kart i pism. Przed każdym tomem podana została
sygnatura nowa jak również
dawna. przy
poszukiwaniach źródłowych w Archiwum Watykańskim, to też
ukazanie się tych tomów należy powitać ze szczerym uznaniem *)
Ks. Czesław Falkowski Ks. J ó z e f U m i ń s k i , Powstanie biskupstwa poznańskiego i za
leżnego odeń archidiakonatu czerskiego. Wiadomości Kościelne (Organ
Archidiecezji Wrocławskiej), Wrocław 1952, N r 1— 2, s. 35— 64. Ks. J ó z e f U m i ń s k i , Powstanie biskupstwa poznańskiego i za
leżnego odeń archidiakonatu czerskiego. Wiadomości Kościelne (Organ
Archidiecezji Wrocławskiej), Wrocław 1952, N r 1— 2, s. 35— 64. Zagadnienie powstania biskupstwa poznańskiego, łączące się ściśle
z kwestią początków chrześcijaństwa w Polsce, należy niewątpliwie do
najbardziej spornych zagadnień w literaturze historycznej. Szczupłość
źródeł nie pozwalająca na definitywne i całkiem pewne rozwiązanie tej
kwestii pociągała za sobą (i pociąga nadal) wysuwanie licznych, niekiedy
różniących się krańcowo między sobą, hipotez. O trudnościach związa
nych z próbami wyjaśnienia początków biskupstwa poznańskiego świad
czy najlepiej fakt, że różnice poglądów dotyczą tym razem prac szeregu
najwybitniejszych historyków *. Wykaz chronologiczny akt został ułożony w 9 grupach: 1) listy i de
pesze szyfrowane nuncjuszów do Sekretariatu Stanu (od r. *) Przyp. Redakcji. Recenzja ks. prof. Falkowskiego, obecnie Ordy
nariusza Łomżyńskiego, napisana jeszcze w r. 1948, z przyczyn od nas
niezależnych nie mogła ukazać się wcześniej. Zamieszczamy ją w niniej
szym tomie, tym bardziej, że w czasopismach polskich nie ukazała się
recenzja o „Studiach Teologicznych1*.
1
Najważniejszą literaturę przedmiotu z wymienieniem kwestii spo
nych zestawia M. Z. J e d l i c k i , Kronika Thietmara, Poznań 1953, s. 74
przypis 111 (koniec przypisu na s. 79). Do najważniejszych kwestii spor
nych zaliczyłbym: 1) stanowisko prawne pierwszego biskupstwa pol
skiego (misyjne czy diecezjalne), 2) gdzie była jego siedziba (Poznań
czy Gniezno) oraz 3) z czyjej inicjatywy ono powstało i jaki był stosu
nek cesarstwa do nowoutworzonego biskupstwa. Natomiast nie można za
liczyć do kwestii spornych zagadnienia stosunku pierwszej organizacji
kościelnej w Polsce do arcybiskupstwa magdeburskiego, gdyż zostało
ono wyjaśnione w sposób nie podlegający dyskusji przez P. K e h r a ,
Das Erzblstum Magdeburg und die erste Organisation der christlichen,
Kirche in Polen, Abhandlungen der Preussischen Akademie der Wissen-
.schaften, Jahrg. 1920. Phil.-Hist. Klasse Nr 1, Berlin 1920. Tylko w czę
ści słuszne jest twierdzenie M. Z. J e d l i c k i e g o , op. cit., s. 76 (w przy
pisie), że uczeni, którzy przyjm owali diecezjalny charakter pierwszego
biskupstwa
polskiego,
opowiadali
się
za
jego
przynależnością
do
arcybiskupstwa
magdeburskiego.
Ostatnio
(jeszcze przed
ukazaniem
.się pracy J e d l i c k i e g o ) ks. J. N o w a c k i , Groby królewskie w ka
tedrze
poznańskiej,
Miesięcznik Kościelny Archidiecezji Poznańskiej,
R. V II N r 7/8, 1-952, s. 170 nn. silnie akcentuje diecezjalny charakter
pierwszego biskupstwa w Polsce, bynajmniej nie przyjmując jego za
leżności od Magdeburga. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". 1561); 2) listy
1 depesze szyfrowane Sekretariatu Stanu do nuncjuszów (od r. 1560);
3) korespondencje ministrów (od r. 1564); 4) korespondencje biskupów
(od r. 1563); 5) listy do nuncjuszów (od r. 1561); 6) listy panujących, do
stojników i osób prywatnych do Papieża i do Sekretariatu Stanu (od r. 1541); 7) pisma informacyjne; 8) sprawy; 9) papiery i druki różne. N ie
trzeba dowodzić, iż wykaz chronologiczny jest ogromnym ułatwieniem
w poszukiwaniu akt rozrzuconych w różnych tekach, zwłaszcza wobec
braku przy końcu dzieła wykazu nazwisk i rzeczy. Studium ks. Umińskiego stanowi nową próbę rozwiązania tego tak
bardzo spornego zagadnienia. Autor postawił sobie za cel udowodnie
nie, że nie tylko biskup Jordan, ale także biskup Unger nie byli bisku
pami diecezjalnymi (poznańskimi), lecz tylko dworskimi. Według autora
termin „biskupi dworscy11 oznacza tych biskupów, „którzy przebywali na Brakiem natomiast pracy, zwłaszcza w drugiej jej części, jest nieu
stalona pisownia nazwisk polskich oraz częste ich zniekształcanie. Dla
przykładu wystarczy przytoczyć kilka błędów: „Volschi’* (str. 104) za
miast Wolski, „Miskowski" lub „Myskowski“ zamiast Myszkowski, na
str. 107 poprawnie „Korsak** i „Corsach1*, „Dzialiński" zamiast Działyń-
ski, na str. 115 „Hulsen" i „Hilzen**, „eonte Girolamo Rozdrazew" (str. 118) i „eonte Cristoforo Rozdrazoff11 (str. 119) i „mons. Girolamo Rozra-
zewski" (str. 120), „Crassinski1* i „Coshca‘‘, „Brezniczki“ (str. 121) zamiast
Brzeżnicki; biskup wił. Jerzy Tyszkiewicz figuruje jako „Tyszkiowic**
(str. 122), metropolita Leon Załęski — jako „Leone Szlubic Zalecki (Za-
beschi)** (str. 126), Szaniawski — jako „Szaniowski** (str. 127) itp. *) Przyp. Redakcji. Recenzja ks. prof. Falkowskiego, obecnie Ordy
nariusza Łomżyńskiego, napisana jeszcze w r. 1948, z przyczyn od nas
niezależnych nie mogła ukazać się wcześniej. Zamieszczamy ją w niniej
szym tomie, tym bardziej, że w czasopismach polskich nie ukazała się
recenzja o „Studiach Teologicznych1*. j
„
g
y
1
Najważniejszą literaturę przedmiotu z wymienieniem kwestii spo
nych zestawia M. Z. J e d l i c k i , Kronika Thietmara, Poznań 1953, s. 74
przypis 111 (koniec przypisu na s. 79). Do najważniejszych kwestii spor
nych zaliczyłbym: 1) stanowisko prawne pierwszego biskupstwa pol
skiego (misyjne czy diecezjalne), 2) gdzie była jego siedziba (Poznań
czy Gniezno) oraz 3) z czyjej inicjatywy ono powstało i jaki był stosu
nek cesarstwa do nowoutworzonego biskupstwa. Natomiast nie można za
liczyć do kwestii spornych zagadnienia stosunku pierwszej organizacji
kościelnej w Polsce do arcybiskupstwa magdeburskiego, gdyż zostało
ono wyjaśnione w sposób nie podlegający dyskusji przez P. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". W ielu z nich pozostało już na zawsze na Mazowszu tworząc tam „jak
.gdyby kolonię Poznania" (s. 63). W międzyczasie powstało biskupstwo
poznańskie, które swą pieczą objęło także i ziemię czerską. W chwili
założenia biskupstwa mazowieckiego czyli płockiego związek tej części
Mazowsza z diecezją poznańską był już na tyle utwierdzony, że pozo
stawiono ją przy biskupstwie poznańskim 5. wstaniem tzw. archidiakonatu czerskiego. W brew poglądom W. Abra
hama i M. Gębarowicza, którzy opowiadali się za powstaniem archidia
konatu czerskiego w 1124 r., autor stara się dowieść, że związanie Ma
zowsza czerskiego z diecezją poznańską nastąpiło przed r. 1076, tj. przed
utworzeniem biskupstwa płockiego, w przeciwnym bowiem razie zosta
łoby ono włączone do przeznaczonego głównie dla Mazowsza, biskup
stwa płockiego. To powiązanie ziemi czerskiej z diecezją poznańską
było zdaniem ks. Umińskiego następstwem schronienia się Wielkopolan
{w tym i pewnej liczby duchownych poznańskich) w tej części Mazowsza
podczas reakcji pogańskiej w trzydziestych latach X I w. Można się tego
domyślać na podstawie przekazu Galla, nadmieniającego o uciekinie
rach z Wielkopolski, że ultra flum en Wysla in Masouiam fugiebant. W ielu z nich pozostało już na zawsze na Mazowszu tworząc tam „jak
.gdyby kolonię Poznania" (s. 63). W międzyczasie powstało biskupstwo
poznańskie, które swą pieczą objęło także i ziemię czerską. W chwili
założenia biskupstwa mazowieckiego czyli płockiego związek tej części
Mazowsza z diecezją poznańską był już na tyle utwierdzony, że pozo
stawiono ją przy biskupstwie poznańskim 5. j
p
y
p
p
Tak w grubym skrócie przedstawiają się początki biskupstwa po
znańskiego i archidiakonatu czerskiego w świetle w yw odów autora. Trudno przesądzać, czy wyniki studium ks. Umińskigeo zostaną przy
jęte przez naukę historyczną. Jeszcze w tym samym roku (1952) co roz
prawa autora ukazała się praca ks. J. N ow ackiegoe, omawiająca te
same zagadnienia (w oparciu o ten sam materiał źródłowy), a docho
dząca do krańcowo odmiennych wyników. Jest to chyba najlepszym do
wodem, jak skomplikowana i trudna do rozwiązania jest sprawa począt
ków biskupstwa poznańskiego. Właśnie dlatego moje zastrzeżenia w od
niesieniu do rezultatów pracy ks. Umińskiego traktuję w formie jak naj
bardziej dyskusyjnej. W ydaje się, że autor poszedł zbyt daleko, kwestio
nując istnienie biskupstwa poznańskiego nie tylko przed r. 1000, ale
także i po założeniu arcybiskupstwa gnieźnieńskiego. 2
Za biskupów dworskich uważa ks. U m i ń s k i m. in. tych, któ
rych współcześni nazywali biskupami polskimi — episcopi polonienses.
Zagadnienie biskupów dworskich poruszył po raz pierwszy ks. D a -
v i d, zob. U m i ń s k i , op. cit., s. 39/40 (w przypisie). Ten ostatni jednak
wysunął tezę o biskupach dworskich
niezależnie
od
ks.
D a v i d a.
różniąc się poza tym od niego w pewnych szczegółach. Sprostować na
leży przyjęty przez ks. U m i ń s k i e g o (s. 39) pogląd D a v i d a ja
koby Franko ..eplscopus bellagradensis“ był polskim biskupem dwor
skim, działającym na Pomorzu, por. krytykę tego poglądu przez F.
P o h o r e c k i e g o , Roczniki Historyczne, t. VI, 1930, s. 111— 113.
3 Zgodnie z przeważającym
dotychczas
poglądem autor
odrzuca
(s. 43— 44) tezę o istnieniu biskupstwa poznańskiego przed r. 1000, głów
nie w oparciu o stwierdzenie przez Thietmara legalności założenia arcy
biskupstwa gnieźnieńskiego.
4 Międzyrzecz leży na terenie discezji poznańskiej. 5
Autor słusznie stwierdza (s. 64), że utworzenie odrębnego, for
malnego archidiakonatu (czerskiego) nastąpiło dopiero później.
6
Zob. końcową część przypisu nr 1.
7, Thietmar, jak to wykazała literatura, był niewątpliwie stronni
czy w przedstawieniu początków organizacji kościelnej w Polsce. N ie
uzasadnia to jednak odrzucenia wiadomości Thietmara, że Unger był
biskupem poznańskim. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". dla Jordana i Brunona) właściwsza od dotych
czas używanego określenia „biskupi misyjni", ponieważ „nie wyklucza
wcale misyjnego charakteru ich działalności, a zato obrazuje trafniej
ich pozycję w stosunku do zwierzchności państwowej" (s. 39)2. Zasadni
cza część pracy (s. 44— 54) dotyczy krytyki dotychczasowego poglądu, że
biskup Unger był od chwili powstania metropolii gnieźnieńskiej poznań
skim biskupem diecezjalnym 3. Dowodu na to, że Unger nie był bisku
pem poznańskim jeszcze w kilka lat po zjeździe gnieźnieńskim, dopa
truje się autor w przeniesieniu zwłok Pięciu Męczenników z M iędzy
rzecza 4 do Gniezna. Zdaniem ks. Umińskiego, gdyby istniało w tym
czasie biskupstwo poznańskie, ter nie zezwoliłoby ono na przeniesienie
relikw ii Pięciu Męczenników do Gniezna, ponieważ stanowiły one dla
biskupstwa rzecz zbyt cenną, aby można się było jej tak łatwo pozbyć. Nazwanie Ungera w Vita Quinque Fratrum „episcopus terrae" uznaje
autor za równoznaczne z „episcopus poloniensis", co oznacza jego zda
niem biskupa
dworskiego. Jeżeli zaś biskupstwo poznańskie nie po
wstało podczas zjazdu gnieźnieńskiego, to nie mogło ono powstać ani
za panowania Bolesława Chrobrego ani za rządów Mieszka II, ponieważ
nie było jeszcze wtedy potrzeby założenia nowej diecezji „tuż pod bo
kiem Gniezna11 (s. 55). Okoliczności sprzyjające wyodrębnieniu z arcy
biskupstwa gnieźnieńskiego biskupstwa poznańskiego mogły zaistnieć
dopiero w latach 1038— 1076, to jest w okresie między powrotem z w y
gnania Kazim ierza Odnowiciela a wznowieniem metropolii gnieźnień
skiej. Był to okres kiedy arcybiskupstwo gnieźnieńskie faktycznie nie
istniało, „nie było więc nikogo, ktoby mógł się sprzeciwiać wyodręb
nieniu z Gniezna nowego biskupstwa poznańskiego" (s. 56). Za najpraw
dopodobniejsze uważa autor założenie biskupstwa poznańskiego około
r. 1050. Początki nowozałożonego biskupstwa wiąże ks. Umiński z po- wstaniem tzw. archidiakonatu czerskiego. W brew poglądom W. Abra
hama i M. Gębarowicza, którzy opowiadali się za powstaniem archidia
konatu czerskiego w 1124 r., autor stara się dowieść, że związanie Ma
zowsza czerskiego z diecezją poznańską nastąpiło przed r. 1076, tj. przed
utworzeniem biskupstwa płockiego, w przeciwnym bowiem razie zosta
łoby ono włączone do przeznaczonego głównie dla Mazowsza, biskup
stwa płockiego. To powiązanie ziemi czerskiej z diecezją poznańską
było zdaniem ks. Umińskiego następstwem schronienia się Wielkopolan
{w tym i pewnej liczby duchownych poznańskich) w tej części Mazowsza
podczas reakcji pogańskiej w trzydziestych latach X I w. Można się tego
domyślać na podstawie przekazu Galla, nadmieniającego o uciekinie
rach z Wielkopolski, że ultra flum en Wysla in Masouiam fugiebant. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". K e h r a ,
Das Erzblstum Magdeburg und die erste Organisation der christlichen,
Kirche in Polen, Abhandlungen der Preussischen Akademie der Wissen-
.schaften, Jahrg. 1920. Phil.-Hist. Klasse Nr 1, Berlin 1920. Tylko w czę
ści słuszne jest twierdzenie M. Z. J e d l i c k i e g o , op. cit., s. 76 (w przy
pisie), że uczeni, którzy przyjm owali diecezjalny charakter pierwszego
biskupstwa
polskiego,
opowiadali
się
za
jego
przynależnością
do
arcybiskupstwa
magdeburskiego. Ostatnio
(jeszcze przed
ukazaniem
.się pracy J e d l i c k i e g o ) ks. J. N o w a c k i , Groby królewskie w ka
tedrze
poznańskiej,
Miesięcznik Kościelny Archidiecezji Poznańskiej,
R. V II N r 7/8, 1-952, s. 170 nn. silnie akcentuje diecezjalny charakter
pierwszego biskupstwa w Polsce, bynajmniej nie przyjmując jego za
leżności od Magdeburga. Autor przepisywał nazwiska ze starych akt i zachował ówczesną pi
sownię, dodając czasem przy nazwisku polskim łacińskie brzmienie, np. „Lorenzo Gosliczky (Goslicius)1*, „Miskowski (Mischovius, Miscovius)“ ,
należało jednak ustalić przyjętą pisownię znanych nazwisk historycznych. Tom X III „Studiów**, jak zaznaczono w e wstępie, wydano z fundu
szu Polskiego Instytutu Historycznego w Rzymie. Katalog ten stanowi
pierwszą część pracy Mons. Piotra Savio, część druga, znajdująca się
w druku, zawiera ułożone w analogicznym porządku inwentarze akt
Ambasady Petersburskiej, Nuncjusza i Ministra w Wiedniu oraz Rezy
denta Pruskiego. g
T)okumenty te również przedstawiają cenny i ciekawy materiał dla
historyków polskich. g
T)okumenty te również przedstawiają cenny i ciekawy materiał dla
historyków polskich. y
p
Zarówno katalog Nuncjatury Warszawskiej jak i katalog Nuncja
tury Polski oddadzą nauce historycznej duże usługi, będąc ułatwieniem y
p
Zarówno katalog Nuncjatury Warszawskiej jak i katalog Nuncja
tury Polski oddadzą nauce historycznej duże usługi, będąc ułatwieniem R E C E N ZJE i S P R A W O Z D A N IA R E C E N Z JE i S P R A W O Z D A N IA 294 295 polskim dworze, zostali przez dwór zaproszeni lub przyjęci, dostawali
od dworu utrzymanie i zaopatrzenie i służyli potrzebom religijnym czy
państwowym kraju według interesów i wskazań dworu'* (s. 37). Zda
niem ks. Umińskiego nazwa „dworscy" jest w odniesieniu do szeregu
biskupów polskich (n. p. 5
Autor słusznie stwierdza (s. 64), że utworzenie odrębnego, for
malnego archidiakonatu (czerskiego) nastąpiło dopiero później. Ma to wynikać z tego, że Gall pisał pierwszą księgę na terenie
Mazowsza Płockiego. Dla Galla, przebywającego po wschodniej stronie
Wisły, ultra flumen Wysla ma oznaczać Mazowsze po zachodniej stronie
Wisły. W brew autorowi trzeba twierdzić, że nie ma najmniejszych do
wodów na to, aby Gall pisał jakąkolwiek część swej kroniki na terenie
Mazowsza Płockiego oraz, że tłumaczenie autora pozostaje sztucznym,
nawet w wypadku przyjęcia jego tezy o miejscu pobytu Galla. Mylny
jest również pogląd ks. U m i ń s k i e g o o wczesnym przybyciu G alla
do Polski (na przełomie X I i X II w.), zob. w tej sprawie T. G r u
d z i ń s k i , Ze studiów nad kroniką Galla, cz. I, Zapiski TN T, t. X V II,
1952, s. 73— 74 oraz cz. II, Zapiski TN T, t. X X , 1954, s. 51— 52.
l* Pogląd, że mogło tu chodzić również o Mazowsze lewobrzeżne
reprezentuje T. G r u d z i ń s k i , op. cit., cz. II, s. 65— 66.
14
W sprawie przynależności kościelnej ziemi czerskiej do utw
rzonego w r. 1000 biskupstwa poznańskiego por. J. N o w a c k i , op. cit.,
s. 185— 186. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Za autorem należy przyjąć, że związek Mazowsza czer
skiego z diecezją poznańską datuje się od chwili jej utworzenia, które
jednak wbrew autorowi kładę na r. 1000,4. 8 Autor słusznie zwrócił uwagę na pewną trudność wytłumaczenia
równoczesnego powstania dwóch diecezji na terenie Wielkopolski i to
w bliskiej od siebie odległości. Jest rzeczą ciekawą, że przeciwstawne
sobie pod względem założeń prace ks. ks.: U m i ń s k i e g o i N o w a c
k i e g o zgodnie przyjmują nierównoczesne powstanie arcybiskupstwa
gnieźnieńskiego i biskupstwa poznańskiego. Przyznając słuszność oby
dwom autorom w uznaniu za niezrozumiałe równoczesne utworzenie
obydwóch diecezji wielkopolskich, trzeba jednak zaznaczyć, że nie może
to stanowić argumentu wykluczajcego
ich
równoczesnego
założenia
w r. 1000. Jeżeli by przyjęło się powstanie obydwóch diecezji w różnym
czasie, to już więcej prawdopodobieństwa ma za sobą pogląd ks. N o-
w a c k i e g o o utworzeniu biskupstwa poznańskiego w 968 r. Autor
ten udowodnił w sposób dość przekonywujący, że Poznań był siedzibą
pierwszego biskupstwa w Polsce, usuwając tym samym jedną ze spor
nych kwestii związanych z początkami organizacji kościelnej w Polsce. Pozostaje jednak nadal kwestią otwartą, czy ustalenie się siedziby bi
skupiej w Poznaniu dokonało się drogą prawną (kanoniczną), jak przyj
muje ks. N o w a c k i , ery też via -facti. W tym ostatnim wypadku bi
skupstwo w Poznaniu pozostawała nadal biskupstwem misyjnym. Na
wet w wypadku przyjęcia misyjnego charakteru pierwszego biskup
stwa polskiego, związanego jednak via facti z Poznaniem, znajdujemy
w pewnym stopniu wytłumaczenie dość niezrozumiałego równoczesnego
utworzenia obydwóch diecezji wielkopolskich. Zakładając arcybiskup-
stwo w Gnieźnie nie było można łatwo przejść nad faktem istnienia
w polskim Poznaniu długoletniej siedziby biskupstwa misyjnego. Nie zgadzając się z podstawową tezą autora o powstaniu biskupstwa
poznańskiego dopiero około r. 1050, podkreślam dyskusyjność moich za
strzeżeń, zdając sobie doskonale sprawę ze złożoności całego zagadnie
nia jak i z trudności jego ostatecznego rozwiązania. Autor dal nam
nowe i zupełnie oryginalne ujęcie problematyki początków biskupstwa
poznańskiego, które powinno stać się zachętą do dalszych w tym zakre
sie studiów. Nie bez znaczenia jest również poruszone przez ks. Umiń
skiego zagadnienie biskupów dworskich, wymagające osobnego omó
wienia. Kazimierz Jasiński T a d e u s z S i l n i c k i , Biskup Nanker, Warszawa 1953, wyd. Pax,
s. 134. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Odrzuciwszy w ca
łości przekaz Thietmara o wyłączeniu Ungera, biskupa poznańskiego —
Vungero P o s n a n i e n s i excepto 7 — spod jurysdykcji arcybiskupstwa
gnieźnieńskiego autor pozbawił się wszelkiej podstawy źródłowej, tak
niezbędnej przy każdym badaniu historycznym. Utworzenie biskupstwa
poznańskiego około r. 1050, nie ma, co należy ze szczególnym naciskiem
podkreślić, żadnego poparcia źródłowego. Jest ono wynikiem domysłów R E C EN ZJE i S P R A W O Z D A N IA RE C EN ZJE i S P R A W O Z D A N IA 296 297 autora, wprawdzie logicznie skonstruowanych8, jednakże nie kontrolo
wanych w najmniejszym stopniu materiałem źródłowym. Jedyne źródło,
które ks. Umiński zużytkował na poparcie swej tezy — Żyw ot Pięciu
Braci 9 — nie dostarcza, moim zdaniem dowodu na nieistnienie w tym
czasie biskupstwa poznańskiego, trudno bowiem z niego wyciągna.ć ja
kieś pewniejsze wnioski zarówno za jak i przeciw istnieniu biskupstwa
poznańskiego l0. Stąd też pozostać należy przy tezie, że biskupstwo po
znańskie powstało w r. 1000
Również geneza archidiakonatu czer
skiego w przedstawieniu autora budzi szereg wątpliwości. Błędną jest
przesłanka na której opiera ks. Umiński twierdzenie, że zwrot Galla autora, wprawdzie logicznie skonstruowanych8, jednakże nie kontrolo
wanych w najmniejszym stopniu materiałem źródłowym. Jedyne źródło,
które ks. Umiński zużytkował na poparcie swej tezy — Żyw ot Pięciu
Braci 9 — nie dostarcza, moim zdaniem dowodu na nieistnienie w tym
czasie biskupstwa poznańskiego, trudno bowiem z niego wyciągna.ć ja
kieś pewniejsze wnioski zarówno za jak i przeciw istnieniu biskupstwa
poznańskiego l0. Stąd też pozostać należy przy tezie, że biskupstwo po
znańskie powstało w r. 1000
Również geneza archidiakonatu czer
skiego w przedstawieniu autora budzi szereg wątpliwości. Błędną jest
przesłanka na której opiera ks. Umiński twierdzenie, że zwrot Galla ultra flum en Wysla in Masouiam oznacza Mazowsze położone na lewym
brzegu Wisły (s. 62),s. Gdyby nawet tłumaczenie to okazało się słu
szne 13, to i tak pozostają jeszcze wątpliwości co do tego, czy ludność
wielkopolska uciekała na Mazowsze czerskie; raczej przyjąć należy, że
kierowała się ona na bliższe Mazowsze płockie. Zresztą nawet przyjęcie
osiedlenia się na Mazowszu czerskim licznej kolonii wielkopolskiej nie
może w sposób pewny dowodzić genezy archidiakonatu czerskiego. Słu
sznie natomiast sprzeciwia się autor powstaniu archidiakonatu czer
skiego w 1124 r. ,
,
p
,
,
,
l* Pogląd, że mogło tu chodzić również o Mazowsze lewobrzeżne
reprezentuje T. G r u d z i ń s k i , op. cit., cz. II, s. 65— 66. p
j
,
p
,
,
14
W sprawie przynależności kościelnej ziemi czerskiej do utw
rzonego w r. 1000 biskupstwa poznańskiego por. J. N o w a c k i , op. cit.,
s. 185— 186. Ma to wynikać z tego, że Gall pisał pierwszą księgę na terenie
Mazowsza Płockiego. Dla Galla, przebywającego po wschodniej stronie
Wisły, ultra flumen Wysla ma oznaczać Mazowsze po zachodniej stronie
Wisły. W brew autorowi trzeba twierdzić, że nie ma najmniejszych do
wodów na to, aby Gall pisał jakąkolwiek część swej kroniki na terenie
Mazowsza Płockiego oraz, że tłumaczenie autora pozostaje sztucznym,
nawet w wypadku przyjęcia jego tezy o miejscu pobytu Galla. Mylny
jest również pogląd ks. U m i ń s k i e g o o wczesnym przybyciu G alla
do Polski (na przełomie X I i X II w.), zob. w tej sprawie T. G r u
d z i ń s k i , Ze studiów nad kroniką Galla, cz. I, Zapiski TN T, t. X V II,
1952, s. 73— 74 oraz cz. II, Zapiski TN T, t. X X , 1954, s. 51— 52. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Silnickiego jest zbyt opisowa, zbyt mało ana
lityczna. Punktem wyjścia jest dla Autora z reguły jakiś ustalony
już fakt, wydarzenie. Fakt tsn obszernie wyjaśnia snując w związku
z nim rozważania częstokroć zbyt oderwane od źródeł i literatury. Dla
przykładu przyjrzyjm y się rozdziałowi X I, w którym omówiono sprawę
przeniesienia Nankera z Krakowa do Wrocławia. Obok wielu cieka
wych uwag wypowiedzianych przy tej okazji, uderzyć nas musi brak
rozważenia treści podstawowego w tym wypadku źródła, mianowicie
bulli, a właściwie szeregu buli papieskich wydanych przy okazji zmiany
na stanowisku biskupa krakowskiego, a przecież przede wszystkim na
tej drodze musimy szukać wyjaśnienia samego faktu. Potrzebne byłoby
dalej zestawienie i zanalizowanie wszystkich odnoszących się do tego
wydarzenia relacji źródłowych. Uznanie policzka, jakim według Dłu
gosza znieważył Łokietek Nankera za legendę tylko dla racji prawno-
kanonicznych bez rozważenia między innymi całej relacji Długoszowej
o Nankerze i próby dojścia do jej źródeł, nie może nas zadowolić. W tymże ustępie uwagę naszą zwróci także pominięcie przez Autora
rozważań na temat roli Jana X X II i to mimo tego, że Ptaśnik (Denar
■św. Piotra, s. 184) temu właśnie papieżowi przypisywał decydującą rolę
przy przenosinach. Co zrobiła przed 1945 r. nauka historyczna dla zbadania postaci
Nankera? Z najważniejszych prac można tu wspomnieć studia C. Griin-
hagena (1864), T. Wojciechowskiego (1900), Ptaśnika (1907—8), Fijałka
(1916), T. Silnickiego (1939). Dotknięto w nich różnych okresów życia
i działalności biskupia ustalając w iele faktów o podstawowym znacze
niu, ale zarysowały się również poważne rozbieżności w rozumieniu
i ocenie zwłaszcza ostatnich kilkunastu lat życia biskupa, począwszy
od zagadkowego przeniesienia go w 1326 r. ze stolicy krakowskiej na
wrocławską. Trzeba przyznać, że działalność Nankera jako biskupa
miała miejsce w bardzo skomplikowanych warunkach społeczno-poli-
tycznych, a że jednocześnie względnie skąpe źródła nie oświetlają jej
wystarczająco jasno i jednoznacznie, nic dziwnego, że wywołała kon
trowersje. Postulaty badawcze musiały tu iść przede wszystkim w kie
runku zestawienia
i
poddania gruntownej
analizie m ożliwie
pełnej
podstawy źródłowej. Jednocześnie, skoro aktualna się stała szczegól
nie w ostatnim dwunastoleciu sprawa kultu Nankera, zadaniem stało
się poddanie badaniu wszelkich dotychczasowych przejawów tego kultu. W tym zakresie współczesna historiografia może się poszczycić bardzo
poważnym dorobkiem,
który doskonale można
było zastosować na
gruncie polskim m. in. odnośnie do biskupa Nankera. Niestety, ani
w jednym ani w drugim kierunku nie za wiele zdołaliśmy przez kil
kanaście lat zrobić. Nie spełniły bowiem w pełni, w sensie ściśle nau
kowym, zadania dwie poważniejsze prace prof. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". W i n c e n t y U r b a n , De testimoniis vitam Nankeri episcopi W ra-
tislaviensis
illustrantibus,
Collectanea
Theologica 27
(1956), 250— 286
i nadb. Biskup krakowski (1320— 26) i wrocławski (1326— 41) Nanker należy
niewątpliwie do jednego z ciekawszych przedstawicieli średniowiecz
nego episkopatu polskiego. Z jego imieniem związane są statuty syno- •
Autor połączył ten przekaz z faktem przeniesienia zwłok Pięc
Męczenników do Gniezna, wynikającego z wiadomości Kosmasa, poda
nej pod r. 1039. 10 Ks. U m i ń s k i , jak o tym była już mowa wyżej, z faktu, że
zwłoki Pięciu Braci Męczenników przeniesiono do Gniezna, wnosi iż
biskupstwo poznańskie wówczas nie istniało, w przeciwnym bowiem
razie zwłoki męczenników umieszczono by w Poznaniu. Trzeba tu jed
nak mieć na uwadze fakt, że nie znamy okoliczności towarzyszących
przeniesieniu zwłok spod Międzyrzecza do Gniezna. Należy również
uwzględnić możliwość sprowadzenia zwłok do Gniezna podczas fak
tycznej (po uwięzieniu na terenie Niemiec Ungera) sedyswakancji bi
skupstwa poznańskiego. 11 Teza o utworzeniu biskupstwa poznańskiego w r. 1000 wydaje się
najbardziej prawdopodobna, poza nią może wchodzić w rachubę jedynie
pogląd ks. N o w a c k i e g o o powstaniu niezależnego biskupstwa po
znańskiego w r. 968. RE C E N ZJE i S P R A W O Z D A N IA R E C E N ZJE i S P R A W O Z D A N IA 298 299 ■dslne diecezji krakowskiej z 1320 r., uważane za jeden z najwspanial
szych pomników tego rodzaju u nas. W pamięci potomnych utkwił
przekazany obszernie przez Kronikę Książąt Polsk.ch cbraz jego zmagań
w ostatnich latach życia ze zdobywcą Śląska, królem Janem Luksem
burskim. W grę wchodzi także zagadnienie kultu religijnego Nankera,
w y s u w a n e w X V III w., a następnie po odzyskaniu przsz Polskę Śląska
od 1945 r. styl. Sama myśl pisania tego typu dzieł i to właśnie przez specjalistów
zasługuje jak najbardziej na poparcie. W ydaje się jednak, że nawet
-w takich pracach nie
powinniśmy
unikać
wprowadzenia
czytelnika
w warsztat badawczy, w źródła i literaturę, że powinniśmy pokazywać
mu w sposób możliwie prosty drogi naszego rozumowania, wskazywać
na trudności i możliwości różnych rozwiązań, dbać pilnie o precyzję
sformułowań i dostarczanie czytelnikowi przsde wszystkim argumentów,
które same niejako
prowadzić
go
będą
do właściwych
wniosków. Tymczasem praca prof. 1 wyd. w Księdze Pamiątkowej Bolesława Orzechowicza, Lw ów
1916. t. I.
* wyd. PAU , Kraków 1939. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Urban
zdaje się tych wszystkich niebezpieczeństw nie dostrzegać postępując
dokładnie tak, jak wyżej opisaliśmy. Pierwsze i jedyne z czasów życia
Nankera świadectwa o wewnętrznym, religijnym życiu biskupa znaj
duje w bullach papieskich. Jan X X II w bulli z 1 października 1326 r. przenoszącej Nankera z Krakowa do Wrocławia pisze m. in.: „Con-
sideratis tuarum multiplicibus virtutum meritis nobis et eisdem fra-
tribus non innotis, ąubus personam tuam dominus illustravit“ (cytat
u Urbana, s. 253). Czyż historyk może przyjąć tego rodzaju świadectwa
bez gruntownego rozpatrzenia czy nie chodzi tu o zwykłą formułę, czy
też istotnie kryje się za tym jakaś treść? I tu, i w e wszystkich na
stępnych
przypadkach
Autor nie
stawia sobie nawet tego pytania. W szczególności szkoda, że nie rozpatrzono dokładnie relacji Kroniki
Książąt Polskich. Ogólne podkreślenie prawdziwości Kroniki nie w y
starczy, wiadomo bowiem, że powstała ona w otoczeniu wrażliwym
na niezależność Śląska, co sprzyjało przychylnej pamięci tak o Nanke-
rze, jak i o związanym
z
nim
inkwizytorze dominikańskim
Janie
Svenkenfelt. Wiadomości Kroniki i Długosza stanowią podstawę, do
której nawiązują następni pisarze wspominający o Nankerze i doda
ją cy od siebie nowe elementy. Ciekawszy jest ustęp artykułu Autora,
w którym
w
oparciu
o archiwalia wrocławskie podaje wiadomości
•o wszczęciu przez kapitułę wrocławską w drugim dziesiątku lat X V III w. pierwszych kroków w celu beatyfikacji Nankera. Poglądy nowożytnych
historyków przytoczone zostały w - sposób równie schematyczny jak
i średniowiecznych. Uwagi o pracy Silnickiego ograniczyliśmy do kilku tylko, najistot
niejszych zresztą aspektów metodyczno-konstrukcyjnych, gdyż ustosun
kowanie się do wielu poruszonych w niej problemów historycznych
musiałoby z konieczności znacznie rozszerzyć wąskie
ramy
obecnej
recenzji. Zauważmy
jedynie, że J.'B aszkiew icz w sw ym - omówieniu
pracy Silnickiego3 kwestionuje, nieraz zbyt ostro i zwłaszcza jedno
stronnie, szereg poglądów Autora dotyczących zwłaszcza oceny działal
ności kościelno-politycznej Nankera. Nie ulega wątpliwości, że i te
sprawy obok wielu innych muszą się znaleźć na nowo w nowoczesnym
warsztacie historyka. Z omówienia obu prac o Nankerza widzim y więc, że zarówno życie
biskupa jak i jego kult czekają jeszcze na historyków, którzy dać
nam mogą w dzisiejszym stanie w iedzy obraz znacznie bardziej po
głębiony od tego, którym dysponujemy obecnie. Z drobiazgów, dorzućmy do uwag Baszkiewicza zauważone przeze
mnie pomyłki: s. 43 — archidiakonat radomski połączony był z kole
giatą kielecką a nie wiślicką; Kinga osiadła u klarysek w Sączu, a nie
w Zawichoście; s. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Nanker Silnickiego jest zbyt wyabstrahowany
ze współczesnej mu rzeczywistości społecznej. Sprowadzanie najgłęb
szych przyczyn wydarzeń związanych z Nankerem, jak przykładowo-
przeniesienie z Krakowa do Wrocławia, do jego charakteru, musi być
uznane w tej sytuacji za mało uzasadnione. W dodatku rozbicie opisu
życia biskupa na kilkanaście dość odrębnych fragmentów nie sprzyja
wyrobieniu w pełni uzasadnionego poglądu na badanego
człowieka
i jego rolę historyczną. Stąd i główna, przewijająca się od pierwszej
strony myśl Silnickiego, uznająca Nankera za człowieka o cechach
z innej, poprzedniej epoki, który nie chce i nie może dostosować się
do nowych warunków czy to w Krakowie, czy w e Wrocławiu, nie może
być uważana za udowodnioną przez Autora, co nie przesądza oczywiście-
kwestii jej słuszności względnie niesłuszności. grafii. Ma ona przecież ukazać żywego człowieka w możliwie pełnym
kontekście życia, w konkretnym środowisku, pokoleniu. Można wskazafr
we współczesnej historiografii europejskiej <na znakomite przykłady
rozwiązania tego trudnego zadania, ale nie zapominajmy, że i w Polsce
jeszcze w X IX w., w klasycznej już dziś w pewnym sensie naszej hi
storiografii, znajdziemy duże na tym polu osiągnięcia widoczne cho
ciażby w ujęciu Mieszka Starego przez Smolkę. Z tego stanowiska
można zauważyć, że prof. Silnicki zbyt silnie rozbudowuje tradycyjnie
pojęte tło kosztem dokładniejszego przedstawienia konkretnych sytuacji,
warunków, sił, środowisk, jednym słowem całego „m ilieu“ , w którym
wypadło żyć Nankerowi. Nanker Silnickiego jest zbyt wyabstrahowany
ze współczesnej mu rzeczywistości społecznej. Sprowadzanie najgłęb
szych przyczyn wydarzeń związanych z Nankerem, jak przykładowo-
przeniesienie z Krakowa do Wrocławia, do jego charakteru, musi być
uznane w tej sytuacji za mało uzasadnione. W dodatku rozbicie opisu
życia biskupa na kilkanaście dość odrębnych fragmentów nie sprzyja
wyrobieniu w pełni uzasadnionego poglądu na badanego
człowieka
i jego rolę historyczną. Stąd i główna, przewijająca się od pierwszej
strony myśl Silnickiego, uznająca Nankera za człowieka o cechach
z innej, poprzedniej epoki, który nie chce i nie może dostosować się
do nowych warunków czy to w Krakowie, czy w e Wrocławiu, nie może
być uważana za udowodnioną przez Autora, co nie przesądza oczywiście-
kwestii jej słuszności względnie niesłuszności. wania jakby na równi „świadectw11 pochodzących z różnych okresów
-czasu bez przeprowadzenia dostatecznej analizy, bez zbadania wza
jem nej
zależności
pisarzy, zajęcia
się powodami ich zainteresowań
Nankerem
itd.,
niebezpieczeństwo
pomieszania
źródeł
do
Nankera
z dziejami Nankerowej legendy. Samo streszczenie czy nawet przyto
czenie w całości poglądów pisarzy, zwłaszcza gdy chodzi o dzieła dru
kowane, nie ma większego naukowego znaczenia. Tymczasem ks. 3 Kwartalnik Historyczny, L X I, nr 4, s. 264-—270. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". T. Silnickiego i ks. W. Urbana, jakie poświęcono w ostatnim czasie Nankerowi. Chęć zbliżenia Nankera do czytelnika czy też nieuzasadnione w pracy
przekonanie o niezmienności osobowości tego człowieka prowadzi Autora
do sformułowań mało ostrożnych, jak np. to, żs „Nanker — to od po
czątku człowiek z jednej bryły i to z najszlachetniejszego kruszcu...“
(s. 25). Mało też przekonywuje nas stosowanie tego założenia do po
szczególnych sytuacji życiowych Nankera i wiązanie np. objęcia archi
diakonatu sandomierskiego ze skromnością i obojętnością przyszłego
biskupa na w zględy ambicjonalno-materialne. Zdaje się, że w szcze
gólności w opracowaniach tego typu co „Biskup Nanker“ trzeba się
wystrzegać wszystkiego, co tchnie jakim kolwiek panegiryzmem, właśnie
ze względu na tak łatwo grożące tu odejście od prawdy i ścisłości
historycznej. T. Silnicki oparł się w zasadzie o istniejącą literaturę przedmiotu
i jej ustalenia wykorzystując w szczególności Przeszłość Nankera F i
jałka 1 i własne Dzieje i ustrój Kościoła na Śląsku.1 P o raz pierwszy
uzyskaliśmy w dziele Autora obszerniejsze przedstawienie całości ży
cia Nankera. W ykład podzielono na 20 kilkustronicowych rozdziałków,
z których każdy poświęcony jest jakiemuś fragmentowi czy zagadnieniu
związanemu z życiem Nankera. Autor bardzo rozbudował partie opi
sowe malując obszernie tło wydarzeń. Ułatwia to czytelnikowi nie-
historykowi zapoznanie się z Nankerem. Dzieło Silnickiego ma charak
ter popularno-naukowy, którego walory znacznie podnosi dobry, jasny Zasygnalizujmy
także
innego
rodzaju
zastrzeżenia
budzące
się
w związku z ujęciem postaci Nankera przez Autora, z konstrukcją jego
dzieła. N ie zapominajmy przy tym, że biografia — tak jak ją dziś poj
mujemy — należy niewątpliwie do najtrudniejszych działów historio R E C EN ZJE i S P R A W O Z D A N IA R E C EN ZJE i S P R A W O Z D A N IA 301 300 grafii. Ma ona przecież ukazać żywego człowieka w możliwie pełnym
kontekście życia, w konkretnym środowisku, pokoleniu. Można wskazafr
we współczesnej historiografii europejskiej <na znakomite przykłady
rozwiązania tego trudnego zadania, ale nie zapominajmy, że i w Polsce
jeszcze w X IX w., w klasycznej już dziś w pewnym sensie naszej hi
storiografii, znajdziemy duże na tym polu osiągnięcia widoczne cho
ciażby w ujęciu Mieszka Starego przez Smolkę. Z tego stanowiska
można zauważyć, że prof. Silnicki zbyt silnie rozbudowuje tradycyjnie
pojęte tło kosztem dokładniejszego przedstawienia konkretnych sytuacji,
warunków, sił, środowisk, jednym słowem całego „m ilieu“ , w którym
wypadło żyć Nankerowi. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". 72 — lepiej nie używać określenia augustianie dla
kanoników regularnych na Piasku wrocławskim, aby nie mylono ich
z augustianami — eremitami. Jerzy Kloczowski A l e k s a n d e r
R o g a l s k i ,
Kościół katolicki na Śląsku. Studia
nad dziejami diecezji wrocławskiej, Warszawa 1955, PA X , s. 288, map 3. Ks. Wincenty Urban stawia za zadanie swego artykułu zabranie-
wszelkich „świadectw11 dotyczących wewnętrznego życia biskupa Nan
kera począwszy od czasów współczesnych biskupowi aż po dzień dzi
siejszy. Już w samym założeniu tkwi tu niebezpieczeństwo potrakto Historiografia wrocławskiej diecezji znajduje się w dość szczęśliwym
położeniu i stanie, ponieważ ma w swym dorobku nie tylko cały szereg
pozycji źródłowych, ale bardzo w iele opracowań monograficznych, czy
też drobnych prac szczegółowych. Żadna z polskich diecezji nie może
się z nią równać w tym względzie. Wprawdzie niektóre z tego całego RE C E N ZJE i S P R A W O Z D A N IA 302 RE C E N ZJE I S P R A W O Z D A N IA 303 sienie obrazu, cytując całe partie z innych autorów, np. z „Historii
Śląska w zarysie-* Piwarskiego, por. stronice 30— 31, lub z Silnickiego,
s. 16. zasobu prac nie odznaczają się historyczną obiektywnością, gdyż za
ciążył na nich bardzo silnie duch tendencyjności, nie mniej jednak
przynoszą one cały szereg spostrzeżeń słusznych i pożytecznych, a dla
naukowych badań nieodzownych. Również i syntetyczne ujęcia dziejów
wrocławskiej diecezji nie przedstawiają się najgorzej w porównaniu
z innymi discezjami Polski. Praca autora dzieli się na pięć części oraz zawiera dokumenty,
zwłaszcza nowsze, Uczy 288 stronic i 3 orientacyjne mapki. Pierwsza
część pt. „Dzieje diecezji wrocławskiej od założenia do dni dzisiejszych11
składa się z 10 rozdziałów, druga „Słudzy ołtarza i tronu" (ideologia
i postawa społeczna władz kościelnych w diecezji wrocławskiej w w. X IX i X X ) z 7 rozdziałów, trzecia „Arka przymierza między dawnymi
a nowym i laty" (walka o polskość i z polskością na terenie Kościoła
w diecezji wrocławskiej w X IX i X X w.) ma 12 rozdziałów, czwarta
„Protestantyzm-katolicyzm-polskość (procesy relig jne w łonie katoli
cyzmu diecezji wrocławskiej w X IX i X X w.) liczy 11 rozdziałów,
piąta „Duchowni — przywódcy ludu śląskiego w wieku X IX /X X ) ma
tylko 6 rozdziałów. Zaznaczyć też trzeba, że niektóre rozdziały są bar
dzo krótkie, bo liczą zaledwie dwie stronice (np. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Dla przejrzystości na
leżałoby osobno wyliczyć źródła rękopiśmienne, drukowane i opraco
wania, a wśród materiałów archiwalnych trzeba było podać tytuły
wykorzystanych jednostek lub zespołów, bp podanie źródeł rękopiśmien
nych ogólnie: „Akta Archiwum Państwowego we Wrocławiu1* nie w iele
nam mówi i nie ułatwia bynajmniej dalszych badań i kontroli. Przy
aktach Archiwum Archidiecezjalnego autor podał sygnatury I A 17— 24. Tutaj należało wymienić tytuły poszczególnych archiwaliów i wówczas
autor nie musiałby cytować dopiero pod literą D jednostki „Dioecesan-
Berichte an den Heiligen Vater“. W polskiej literaturze historycznej stanowi niewątpliwie najlepszą
pozycję praca prof. Tadeusza S i l n i c k i e g o pt. „Dzieje i ustrój K o
ścioła na Śląsku do końca w. X IV . Historia Śląska od najdawniejszych
czasów do roku 1400", t. II, z. 1, Kraków 1939. Wznowienie tej pracy
ukazało się nakładem „P a x“ w Warszawie w 1953 r. pt. „Dzieje i ustrój
Kościoła katolickiego na Śląsku do końca w. X IV “ . Praca profesora
Silnickiego sięga tylko do roku 1400. Stąd też w nauce polskiej, zw ła
szcza po roku 1945, odczuwano dotkliwie brak opracowania całości
dziejów wrocławskiej diecezji, niezmiernie potrzebnego w związku ze
zmianami, jakie się dokonały na Śląsku. Tego pięknego zadania podjął
się Aleksander R o g a l s k i , ale podszedł do niego już z pewnym na
stawieniem, jak wyznaje w przedmowie: „celem niniejszej książki jest
przedstawienie i zanalizowanie zasadniczych zjawisk i procesów, jakie
miały miejsce na terenie Kościoła w diecezji wrocławskiej od mo
mentu zajęcia Śląska przez Prusy aż do pogromu Trzeciej Rzeszy, aż
do jego powrotu do Polski". Inne zastrzeżenia dotyczą więcsj natury metodologicznej. W wyka
zie źródeł i literatury podano około 160 pozycji. Dla przejrzystości na
leżałoby osobno wyliczyć źródła rękopiśmienne, drukowane i opraco
wania, a wśród materiałów archiwalnych trzeba było podać tytuły
wykorzystanych jednostek lub zespołów, bp podanie źródeł rękopiśmien
nych ogólnie: „Akta Archiwum Państwowego we Wrocławiu1* nie w iele
nam mówi i nie ułatwia bynajmniej dalszych badań i kontroli. Przy
aktach Archiwum Archidiecezjalnego autor podał sygnatury I A 17— 24. Tutaj należało wymienić tytuły poszczególnych archiwaliów i wówczas
autor nie musiałby cytować dopiero pod literą D jednostki „Dioecesan-
Berichte an den Heiligen Vater“. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". str. 25— 27). Autor
„Kościoła
katolickiego
na
Śląsku*1
musiał
ogarnąć
pod
względem
chronologicznym materiały bardzo szerokie, stąd miał liczne trudności
do pokonania, dlatego też przy czytaniu niniejszej pracy nasuwają się-
pewne zastrzeżenia. I tak ks. prof. Józef Ignacy R i t t e r w
wydanej we W rocław ia
w 1845 roku pracy pt. „Geschichte der Diocese Breslau. Erster Theil. Von der Pflanzung des Christenthums in Schlesien bis zum Jahre 1290“ ,
starał się torować pierwsze ślady. Po nim ks. Jan H e y n e, beneficjat
przy kaplicy św. Elżbiety w katedrze wrocławskiej, bardzo pracowity,
wydał w trzech tomach w latach 1860, 1864, 1868 pracę „Dokumen-
tirte Geschichte des Bisthums und Hochstiftes Breslau". Praca ukazała
się drukiem we Wrocławiu, dziś jest już nieco przestarzała, ale ze
względu na zebrany w niej źródłowy materiał stanowi dla badacza ko
ścielnej przeszłości na Śląsku rzecz nieodzowną. Zamiłowany w prze
szłości Śląska i Kościoła ks. Jan C h r z ą s z c z , proboszcz w Pysko
wicach, dał do ręki chętnych czytelników
w popularniejszej
form ie
„Kirchengeschichte Schlesiens. Fur Schule und Haus“ , wydanej w e
Wrociawiu w 1908 r. W związku z wyniesieniem wrocławskiego biskup
stwa do godności arcybiskupstwa w 1929 r. ogłosił ks. prof. Franciszek
Ksawery S e p p e l t w pięknej syntezie, wnikLwie, ale niekiedy z pew
nym zabarwieniem tendencyjnym nakładem książęco-biskupiego ordyna
riatu w e Wrocławiu „Geschichte des Bisthums Breslau*. Najpierw sam tytuł nie pokrywa się z treścią i należałoby raczej
poprzestać na podtytule „Studia nad dziejami diecezji wrocławskiej1*'
w X IX i X X wieku. Jedynie pierwsza część i to w zbyt krótkim rzucie,
daje nam chronologiczny pogląd na całość dziejów biskupstwa wro
cławskiego, a inne części są ściśle związane z tematyką X IX i X X w . Najpierw sam tytuł nie pokrywa się z treścią i należałoby raczej
poprzestać na podtytule „Studia nad dziejami diecezji wrocławskiej1*'
w X IX i X X wieku. Jedynie pierwsza część i to w zbyt krótkim rzucie,
daje nam chronologiczny pogląd na całość dziejów biskupstwa wro
cławskiego, a inne części są ściśle związane z tematyką X IX i X X w . Inne zastrzeżenia dotyczą więcsj natury metodologicznej. W wyka
zie źródeł i literatury podano około 160 pozycji. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Celowość podawanej w spisie literatury polega między innymi i na
tym, że ułatwia on nam cytowanie w przypiskach, w których możemy
korzystać już ze skróconego tytułu przy podaniu nazwiska autora, dla
tego też w wykazie tytuł dzieła powinien być pełny. Autor nie prze
strzega zawsze tego prawidła i zbyt skraca niekiedy tytuły dzieł, np-
s. 279: E n g e l b e r t
K ,
„Kasper von
Logau“. W
tym
wypadku
w spisie literatury należało podać „Kasper von Logau, Bischof von
Breslau (1562— 1574)**, Breslau 1926, przy Bernardzie B u l o w i e , „D enk- j g
p
Ujmowanie historii Kościoła musi jednak dawać więcej. j
j
ę
j
Praca dra Aleksandra Rogalskiego ma charakter wybitnie popu
larno-naukowy, autor włożył w nią niewątpliwie wiele wysiłku, zgro
madził znaczny materiał, ale w wielu wypadkach ułatwia sobie kre- RE C E N ZJE i S P R A W O Z D A N IA R E C EN ZJE i S P R A W O Z D A N IA 304 305 wiirdigkeiten“ , Berlin 1930/31, przy F e l d m a n i e winien być również
pełny tytuł „Problem polsko-fniemiecki w dziejach", Katowice
1946. Podobnie niepotrzebnie skrócony jest tytuł dzieła
J a b ł o ń s k i e g o
0 książęco — biskupiej delegaturze w Berlinie. Na stronicy 284 czytamy:
„Visitationsberichte Breslau1', t. I— III, W rocław 1902 i n. Ten skrót
w tym miejscu jest stanowczo niewłaściwy. Publikacje w izytacji pa
rafialnych z zasobów Archiwum Archidiecezjalnego w e Wrocławiu w y
dawane przez zasłużonego i pracowitego badacza ks. Józefa J u n g -
n i t z a ukazały się jako: „Veróffentlichungen aus dem Fiirstbischófli-
chen Diozesan - Archive zu
Breslau", jako
tom
I wyszły
„Visita-
tionsberichte der Diózese Breslau: Archidiakonat Breslau", Breslau 1902,
drugi tom „Archidiakonat Oppeln“, Breslau 1904, trzeci „Archidiakonat
Glogau“ , Breslau 1907, czwarty „Archidiakonat Liegnitz", Breslau 1908
Z przytoczonego skrótu można było korzystać najwyżej w przypisku-
Szkoda też, że Wydawnictwo „Pax“ nie postarało się o sporządzenie
indeksu do książki. podobne, że katedra nie uległa wtedy zniszczeniu. Na stronicy 22 na
leżało podać lata rządów biskupstwem wrocławskim biskupa Nankiera
i Przecława z Pogorzeli. Na stronicy 26 autor pisze, że „ośrodkiem
niemczyzny stały się klasztory cysterskie na wsi, dominikanów zaś
i franciszkanów w mieście". 1 Kronika Thietmara. tł. M. Z. J e d l i c k i Poznań 1953, s. 206— 208.
-
W o stand der romanische Dom des Breslauer Bischofs W a
<1149— 1169)?, Archiv fur schlesiche Kirchengeschichte 2, 1937, s. 33—56. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Działalność kardynała Adolfa B e r t r a m a wymaga
jeszcze sumiennego opracowania monograficznego, wydane bowiem do
tychczas przyczynki, nie wyłączając pracy ks. Kurta E n g e l b e r t a 7,
nie przedstawiają tej ciekawej postaci w e właściwym świetle, stąd
też i wydane o nim sądy wydają się przedwczesne. Pod względem merytorycznym dużo zastrzeżeń budzą sformułowania
treściowe drugiej części, zachodzą też w toku pracy i
inne ujęcia,
których nie da się utrzymać przy pełniejszym zbadaniu źródeł. Na
stronicy 7 autor utrzymuje, że założono w 1000 r. „biskupstwa w K ra
kowie i w e Wrocławiu, które wraz z biskupstwem poznańskim miały
stanowić sufraganie arcybiskupstwa gnieźnieńskiego'1. Na stronicy 11
jest już w tej sprawie całkowicie poprawne sformułowanie, że w 1000 r. powstała metropolia w Gnieźnie, której poddano jako sufraganie utwo
rzone biskupstwa w Krakowie, Wrocławiu i Kołobrzegu. Fakt założenia
arcybiskupstwa w Gnieźnie i wszystkie okoliczności temu towarzyszące
opisał świadek ówczesnych czasów, biskup merseburski Thietmar: „ar-
cybiskupstwo to powierzył bratu wspomnianego męczennika Radzimowi
1 podporządkował mu z wyjątkiem biskupa poznańskiego Ungera na
stępujących biskupów: kołobrzeskiego Reinberna, krakowskiego Pop-
pona i wrocławskiego Jana'1
Na stronicy 10 korektor dopuścił się
znacznego
przeoczenia. Jest
tu
mowa o wyniesieniu wrocławskiego
biskupstwa w 1929 r. do godności arcybiskupstwa i poddaniu mu jako
sufraganii biskupstwa berlińskiego, warmińskiego oraz „polskiej pra-
łatury w Pile". Nia idzie tu bowiem o taką prałaturę, tylko o prałaturę
„nullius" w Pile. Na stronicy 16 zaszła pomyłka, że następcą biskupa
Wojciecha został kanonik wrocławski Tomasz", poprawnie ma być „na
stępcą biskupa Wawrzyńca..." Odnośnie kwestii pożaru katedry we
Wrocławiu w 1241 r. w czasie najazdu Tatarów, zdania historyków są
podzielone. W ydaje mi się,
że argumenty ks. Ewalda W a l t e r a *
i Ludwika
B u r g e m e i s t r a 3
w tej sprawie są bardziej prawdo Wymienione usterki nie osłabiają bynajmniej celowości i użytecz
ności pracy dra Rogalskiego, która niewątpliwie stanowić będzie dla
polskiego czytelnika pomoc w poznawaniu przeszłości ziemi śląskiej,
jej kultury, jej zmagań, trudów i wzlotów. Autor zebrał też dużo ma
teriału statystycznego dla zobrazowania zasięgu polskiego języka w na
bożeństwach, duszpasterstwie i kaznodziejstwie, który będzie przydatny
w przyszłych badaniach. Na pełniejszą historię Kościoła na Śląsku, która uwydatni wkład
jego w życie duchowe i materialne społeczeństwa będziemy musieli
jeszcze poczekać. Ks. Wincenty Urban y
Ks. 3 Die Kunstdenkmaler der Stadt Breslau, Breslau 1930, s. 57.
4 Sprawy
narodowościowe u Franciszkanów śląskich w X III w.,
Warszawa 1954, s. 51— 56 i nn.
5 Por. Ks. Wincenty U r b a n , Język polski w duszpasterstwie wroc
ławskiej diecezji. Wrocław 1956 (maszynopis).
8 Dominikanie polscy na Śląsku w X III— X IV wieku, Lublin 1956,
s. 171 i nn.
' A dolf Kardinal Bertram-Fiirsttrzbischof von Breslau (1914— 1945),
Archiv fur schlesische Kirchengeschichte 7, 1949, s. 7— 37. ' A dolf Kardinal Bertram-Fiirsttrzbischof von Breslau (1914— 1945),
Archiv fur schlesische Kirchengeschichte 7, 1949, s. 7— 37. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Jest prawdą, że- klasztorycysterskie i fran
ciszkańskie uległy dość wcześnie silnie niemieckim wpływom, chociaż
niedawno wydana przez o. Czesława Cezara B a r a n a * praca o fran
ciszkanach wykazała jeszcze znaczną ilość zakonników polskiej
na
rodowości. Nie można się jednak zgodzić n a -te n -zaraut* pod adresem
dominikanów. Szerzej wykazuję to podtrzymywanie polskiej kultury
językowej przez wrocławskich dominikanów na innym miejscu.5 Pod
kreślił to również Jerzy K l o c z o w s k i * , że łączność śląskich domi
nikanów z polską macierzą miała w pływ na utrzymanie się polskości
w nadodrzańskim kraju. Zresztą i sam autor przyjmuje (str. 107) zda
nie J. S. B a n d t k i e g o o wybornych kazaniach polskich w kościele
św. Wojciecha we Wrocławiu. Na stronicy 44 jest nietrafne wyrażenie
o gitarzystach". Działalność kardynała Adolfa B e r t r a m a wymaga
jeszcze sumiennego opracowania monograficznego, wydane bowiem do
tychczas przyczynki, nie wyłączając pracy ks. Kurta E n g e l b e r t a 7,
nie przedstawiają tej ciekawej postaci w e właściwym świetle, stąd
też i wydane o nim sądy wydają się przedwczesne. podobne, że katedra nie uległa wtedy zniszczeniu. Na stronicy 22 na
leżało podać lata rządów biskupstwem wrocławskim biskupa Nankiera
i Przecława z Pogorzeli. Na stronicy 26 autor pisze, że „ośrodkiem
niemczyzny stały się klasztory cysterskie na wsi, dominikanów zaś
i franciszkanów w mieście". Jest prawdą, że- klasztorycysterskie i fran
ciszkańskie uległy dość wcześnie silnie niemieckim wpływom, chociaż
niedawno wydana przez o. Czesława Cezara B a r a n a * praca o fran
ciszkanach wykazała jeszcze znaczną ilość zakonników polskiej
na
rodowości. Nie można się jednak zgodzić n a -te n -zaraut* pod adresem
dominikanów. Szerzej wykazuję to podtrzymywanie polskiej kultury
językowej przez wrocławskich dominikanów na innym miejscu.5 Pod
kreślił to również Jerzy K l o c z o w s k i * , że łączność śląskich domi
nikanów z polską macierzą miała w pływ na utrzymanie się polskości
w nadodrzańskim kraju. Zresztą i sam autor przyjmuje (str. 107) zda
nie J. S. B a n d t k i e g o o wybornych kazaniach polskich w kościele
św. Wojciecha we Wrocławiu. Na stronicy 44 jest nietrafne wyrażenie
o gitarzystach". 8 Dominikanie polscy na Śląsku w X III— X IV wieku, Lublin 1956,
s. 171 i nn. 5 Por. Ks. Wincenty U r b a n , Język polski w duszpasterstwie wroc
ławskiej diecezji. Wrocław 1956 (maszynopis).
Ś 3 Die Kunstdenkmaler der Stadt Breslau, Breslau 1930, s. 57.
4 Sprawy
narodowościowe u Franciszkanów śląskich w X III w.,
Warszawa 1954, s. 51— 56 i nn. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Artykuł ks. Schletza, który dał się już poznać w szeregu
prac dotyczących przede wszystkim własnego Zgromadzenia, a który
z przyczyn od siebie niezależnych był przez kilka lat skazany na m il
czenie,
daje
czytelnikom
Annałów,
więc
Francuzom
i innym
nie
Polakom, skondensowaną syntezę części działalności synów św. W in
centego w Polsce. Celem swoim, zasięgiem czasu i działalności misjo
narzy różni się ten artykuł znacznie od wydanej przed 30 laty „Księgi
pamiątkowej trzechsetlecia Zgromadzenia Księży Misjonarzy 1625— 1925“ ,
Kraków 1925. Artykuł przeznaczony jest dla licznych czytelników poza
Polską, jest i ma być jedynie treściwym artykułem, dotyczy jedynie
misjonarzy w Polsce, jedynie od sprowadzenia ich do Polski przez Marię
Ludwikę do czasu kasaty głównych ich ośrodków pod berłem carów. A ogranicza się wyraźnie do trzech zadań, które misjonarze spełniali
w tym czasie w Polsce i krająch sąsiednich w dziedzinie cyw ilizacji
i kultury umysłu i ducha, a mianowicie: praca wśród włościan, działal
ność pedagogiczna, praca naukowa i wydawnictwa. Artykuł ten, choć
pomyślany jako podstawowa orientacja dla nie Polaków w tym przed
miocie, przyda się także historiografii polskiej; nie tylko dzięki skrzęt
nemu zebraniu ważniejszych faktów i osób w każdym z wymienionych
trzech punktów, ale także dzięki wcale obfitej bibliografii przedmiotu,
także archiwalnej, przytoczonej w dokumentacji poruszanych zagadnień. Krasław Białystok Śmiłowicze Bydgoszcz Łysków Wilno Zasław Oświej Kraków Siemiatycze 3. Seminaria duchowne diecezjalne, prowadzone przez misjonar
wylicza Autor tylko w liczbie 19 (ss. 119 nn). Było ich łącznie 25: Białystok
Brzozów
Chełmno
Gniezno
Iłłukszta
Krasław
Krasnostaw
Lublin
2 Lw ów
Warszawa
Łowicz
2 Wilno
Mińsk
Wornie
Mohylów n. Dnieprem Żytomierz
Płock
---------
Poznań
Wiedeń
Przemyśl
Vacs
Tykocin
Tyrnawa Białystok 2 Lw ów Warszawa Brzozów 2 Wilno Łowicz Chełmno Mińsk Wornie Gniezno Mohylów n. Dnieprem Ż Mohylów n. Dnieprem Żytomierz Żytomierz Płock Poznań Już dokładniej podaje Autor liczby niektórych misyj ludowych,
odprawianych przez misjonarzy polskiej prowincji. Jedynie niektórych,
bo inne dane nie zachowały się, ale i te są bardzo wymowne (ss. 114 nn). Np. misjonarze ze Stradomia w Krakowie przeprowadzili w latach
1682— 1782, a więc w okresie stu lat, 459 misyj; w latach 1686— 1763
misjonarze wileńscy 240 misyj, w latach 1741— 1844 misjonarze warszaw
scy 336 misyj. Do bezstronnej
oceny tej pracy trzeba jednak brać
pod uwagę szereg czynników i okoliczności, wpływających dodatnio lub
ujemnie na natężenie działalności misjonarzy. Więc przebieg poszcze
gólnych misyj, które wraz z nauczaniem katechizmu trwały w wiekach
17 i 18 od 2 do 6 tygodni. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Wincenty Urban A l p h o n s e S c h l e t z C. M., L ’Activite culturelle des Pretres de la
Mission en Pologne (1651— 1864), Annales de la Congregation de la Mis-
sion, t. 119— 120, Paris 1954, ss. 113— 134 i nadb. Paris 1954. Recenzje o artykułach nie weszły dotąd w ogólny zwyczaj. Ma to 20 20 Kasza Przeszłość Kasza Przeszłość RE C EN ZJE i S P R A W O Z D A N IA 306 RE C E N ZJE i S P R A W O Z D A N IA 307 swoje strony dodatnie, jeśli się ograniczamy do omawiania krytycz
nego prac obszerniejszych, ale ma też swoje strony ujemne. Dotyczy
to zwłaszcza artykułów ogłaszanych w periodykach i wydawnictwach
seryjnych poza Polską, które docierają do szerszych kół naukowców
dopiero w późniejszych, często bardzo późnych wykazach bibliogra
ficznych. Artykuł ks. Schletza, który dał się już poznać w szeregu
prac dotyczących przede wszystkim własnego Zgromadzenia, a który
z przyczyn od siebie niezależnych był przez kilka lat skazany na m il
czenie,
daje
czytelnikom
Annałów,
więc
Francuzom
i innym
nie
Polakom, skondensowaną syntezę części działalności synów św. W in
centego w Polsce. Celem swoim, zasięgiem czasu i działalności misjo
narzy różni się ten artykuł znacznie od wydanej przed 30 laty „Księgi
pamiątkowej trzechsetlecia Zgromadzenia Księży Misjonarzy 1625— 1925“ ,
Kraków 1925. Artykuł przeznaczony jest dla licznych czytelników poza
Polską, jest i ma być jedynie treściwym artykułem, dotyczy jedynie
misjonarzy w Polsce, jedynie od sprowadzenia ich do Polski przez Marię
Ludwikę do czasu kasaty głównych ich ośrodków pod berłem carów. A ogranicza się wyraźnie do trzech zadań, które misjonarze spełniali
w tym czasie w Polsce i krająch sąsiednich w dziedzinie cyw ilizacji
i kultury umysłu i ducha, a mianowicie: praca wśród włościan, działal
ność pedagogiczna, praca naukowa i wydawnictwa. Artykuł ten, choć
pomyślany jako podstawowa orientacja dla nie Polaków w tym przed
miocie, przyda się także historiografii polskiej; nie tylko dzięki skrzęt
nemu zebraniu ważniejszych faktów i osób w każdym z wymienionych
trzech punktów, ale także dzięki wcale obfitej bibliografii przedmiotu,
także archiwalnej, przytoczonej w dokumentacji poruszanych zagadnień. swoje strony dodatnie, jeśli się ograniczamy do omawiania krytycz
nego prac obszerniejszych, ale ma też swoje strony ujemne. Dotyczy
to zwłaszcza artykułów ogłaszanych w periodykach i wydawnictwach
seryjnych poza Polską, które docierają do szerszych kół naukowców
dopiero w późniejszych, często bardzo późnych wykazach bibliogra
ficznych. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Konarskiego. Stu
dia klasyczne pijarów polskich, Lublin 1953, str. 72. W ciągu ostatnich lat ukazał się cały szereg publikacji dotyczących
polskiego Oświecenia. Nie wchodząc w tej chwili w ocenę wartości
naukowej tych publikacji — wartość ta jest bardzo różna — możnaby
je z grubsza podzielić na dwie grupy. Pierwsza obejmuje publikacje
o charakterze syntetycznym, publikacje, które chcą dać syntetyczny
obraz całokształtu polskiego życia umysłowego w tym
okresie
np.:
S u c h o d o l s k i B o h d a n : Nauka polska w okresie Oświecenia. 1953
(wstęp); L e ś n o d o r s k i B o g u s ł a w , O p a ł e k K a z i m i e r z : Nauka
polskiego Oświecenia w walce o postęp. 1951; lub też jednego tylko,
ale szerokiego jego wycinka np. O p a ł e k K a z i m i e r z : Prawo na
tury u polskich fizjokratów. Warszawa, 1953. Druga obejmuje publi
kacje o charakterze raczej monograficznym; nie zawsze są to mono
grafie w ścisłym tego słowa znaczeniu, niemniej jednak charaktery
styczne jest dla nich, że nie chcą syntetyzować, ale stawiają sobie
za zadanie zbadanie, i to m ożliwie szczegółowe jednego, mniej lub w ię
cej obszernego wycinka polskiego życia umysłowego w okresie Oświe
cenia. Jako przykład takich publikacji mogą służyć: K o l a s a
J a n :
Prawo narodów w szkołach polskich wieku Oświecenia. Warszawa, 1954. R z a d k o w s k a E w a : Encyklopedia i Diderot w polskim Oświeceniu. Wrocław, 1955; O p a ł e k
K a z i m i e r z : Hugona Kołłątaja poglądy
na państwo i prawo. Warszawa, 1952 i in. Kilka szczegółów, które podaje Autor, można by zakwestionować. Np.: Czy ks. 0'Fogerti jest istotnie Francuzem (114), czy też Irlandczy
kiem należącym do francuskiej prowincji ? Czy ks. A. Zygmunt jest istotnie wynalazcą alfabetu dla głucho
niemych (124), czy też tylko przystosował go i rozbudował zgodnie z po
trzebami języka, lub co najwyżej wynalazł nowy system. Wszak w y
nalazcą właściwym był Hiszpan Pedro Ponce w 16 wieku. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". a stałyby się znakomitą pomocą dla naszej historiografii już nie tylko
kościelnej, ale i świeckiej. Gotowym do druku jest o ile mi wiadomo
jedynie katalog jezuitów-artystów, który opracował zmarły przedwcze
śnie o. Poplatek TJ. Również nieżyjąca już Hanna Pohoska pracowała
nad katalogiem pijarów-pisarzy. Nad katalogiem polskich franciszka
nów konwentualnych pracuje o. Cezar Baran. Zrobiono więc w tej
dziedzinie bardzo mało, inne zakony wogóle się jeszcze do tego nie
zabrały. Życzyć można, aby ks. Schletz nie dał się od tej pracy odciąg
nąć współpracą nad ogólnym słownikiem biograficznym misjonarzy, na
co się podobno zanosi. a stałyby się znakomitą pomocą dla naszej historiografii już nie tylko
kościelnej, ale i świeckiej. Gotowym do druku jest o ile mi wiadomo
jedynie katalog jezuitów-artystów, który opracował zmarły przedwcze
śnie o. Poplatek TJ. Również nieżyjąca już Hanna Pohoska pracowała
nad katalogiem pijarów-pisarzy. Nad katalogiem polskich franciszka
nów konwentualnych pracuje o. Cezar Baran. Zrobiono więc w tej
dziedzinie bardzo mało, inne zakony wogóle się jeszcze do tego nie
zabrały. Życzyć można, aby ks. Schletz nie dał się od tej pracy odciąg
nąć współpracą nad ogólnym słownikiem biograficznym misjonarzy, na
co się podobno zanosi. Podsumowując, trzeba stwierdzić, że zestawienie jakie dał ks. Schletz
dla czytelników nie znających polskiego języka, jest niewątpliwie bar
dzo pożyteczne dla ich zainteresowań dziejami misjonarzy w Polsce. 1 jest dla nich podstawowe, bo chyba pierwsze tego rodzaju, jakie im
dano. Innym postulatem, którego spełnienie naświetliłoby lepiej pozy
tywny wkład misjonarzy w dzieło oświaty i nauki w Polsce, byłby kata
log dzieł napisanych przez nich oraz druków, wydanych w ich drukar
niach. Analogicznie czekamy na podobne wykazy prac i druków przy
najmniej pijarów, jezuitów, bazylianów. Ks. Zdzisław Obertyński Za ortografię i korektę Autor nie odpowiada. Jednakowoż jest
rzeczą przykrą, że pozostaną na zawsze w Annałach usterki, jak np. Lukawszewicz (114), Glemme (124), Chodzyński (127). Niestety takie A n -
nales nie są pod tym względem u Francuzów wyjątkiem : ostatnio w y
dane tomy w ielkiej poważnej Histoire de 1’Eglise, redagowanej obecnie
przez profesorów Duroselle i ks. Jarry, roją się od podobnych i gorszych
zniekształceń, za które — i za sporo innych, także rzeczowych — odpo
wiadają autorowie i redakcje. M a r i a n P l e z i a , Dokoła reformy szkolnej St. Konarskiego. Stu
dia klasyczne pijarów polskich, Lublin 1953, str. 72. M a r i a n P l e z i a , Dokoła reformy szkolnej St. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Uwzględnić trzeba dalej ilość misjonowanych
parafij, ich zagęszczenie ludnościowe, zmieszanie z ludnością niekato
licką, liczbę pracujących misjonarzy, stosunek do nich duchowieństwa
parafialnego, klęski elementarne, wydarzenia polityczne, jak rozbiory
Polski, w ojny napoleońskie, powstanie listopadowe i jego skutki. Jednakowoż dla użytku czytelników i badaczy niepolskich, były by
się przydały dane nieco bogatsze, pomimo koniecznego zacieśniania się
do ram artykułu. Wkład bowiem polskiej prowincji misjonarzy w du
chowe życie Polski i krajów ościennych jest tak poważny, że należało
moim zdaniem podać jako dokumentację kilka suchych a wymownych
cyfr. Na przykład: Na nieco dokładniejsze omówienie zasługiwałyby dla obcokrajowców
moim zdaniem Gorzkie Żale; nabożeństwo wprowadzone pierwotnie
w kościele św. Krzyża w Warszawie przez wizytatora ks. Bartłomieja
Tarłę, późniejszego biskupa poznańskiego, a w następstwie rozpow
szechnione w całej Polsce i Litw ie (s. 132). Nabożeństwo tak charakte
rystyczne obecnie dla polskich zwyczajów wielkopostnych. 1. Misjonarskie kościoły parafialne i nieparafialne: Sokółka Białystok Lw ów Lw ów Łysków Chełmno Subocza Głogów Mikulińce Tykocin Horodenka Mław Warszawa Autor podaje czytelnikowi szereg wybitnych polskich misjonarzy,
zasłużonych w dziedzinie organizacji, duszpasterstwa, kaznodziejstwa,
nauki. Krótkie te z konieczności wzmianki nasuwają myśl o postulacie
wykończenia m ożliwie rychło i wydania posuniętej już daleko przez
Autora pracy nad Słownikiem Biograficznym polskich misjonarzy. Nawet
dobrze się do tego nadaje 300-lecie przybycia do Polski misjonarzy, które
obchodzono w r. 1951. Prace nad takimi słownikami zakonów i zgro
madzeń zakonnych w Polsce są u nas ogółem dopiero w kołyskach, 2 Wilno Ihumen Orsz Wojciech Oświe Iłłukszta Gdańska Kraków Sambo Zasław Siemiatycze Krasław Lublin Śmiłowicze 2. Misjonarskie szkoły parafialne i średnie, których Autor nie
podaje w całości, a działające w liczbie 11: RE C E N ZJE i S P R A W O Z D A N IA R E C E N ZJE i S P R A W O Z D A N IA 309 308 zjalnych seminariów przez misjonarzy dlatego, że Szczuka jest opatem
paradyskim. Ten wniosek jest jednak chyba mylny; zapewne chodzi tu
0 darowiznę bpa chełmińskiego Jana Małachowskiego z r. 1677 na rzecz
seminarium chełmińskiego przez misjonarzy, wzgl. dla samych misjo
narzy, darowiznę, którą sejm zatwierdził w r. 1678, a zapewne także
Innocenty X I. Zaś Kazim ierz Szczuka był w Paradyżu jedynie opatem
komendataryjnym — zresztą bardzo dobroczynnym, znacznie później
dopiero i na krótko bpem chełmińskim. A teraz musiał się w jakiś
sposób zajmować sprawą osiedlenia misjonarzy w Chełmie. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Wątpliwym się wydaje, czy późniejszy pierwszy biskup
wigierski
Karpowicz sam ustalał dla swych kazań jubileuszowych w W ilnie te
maty, czy też zostały one z góry wytyczone przez księcia biskupa Mas
salskiego, również fizjokratę (125). Czy słusznym jest używanie w języku francuskim nazwy „Bernar-
dins“ ? (114, przyp. 4). Wszak poza granicami Polski nazwa ta jest nie
zrozumiała, a w e Francji nazywają się oni poprawnie ..Franciscains
observants“, a popularnie _Recollets“ . Nie
sądzę, że wolno tłumaczyć
dosłownie na język obcy polskie
nazwy miejscowości, jeżeli nie są już zdawna ustalone. Na próżno po
szukiwaliby więc Francuzi — jak wiadomo ogółem słabi w geografii —
koło Gdańska miejscowości „Saint Adalbert*1, zamiast święty Wojciech
(117). Przy obecnym stanie badań nad polskim Oświecaniem, który mimo
przeciwnych pozorów, wywołanych stosunkowo licznymi publikacjami,
dotyczącymi tego okresu, pozostawia jeszcze bardzo w iele do życzenia,
najpożyteczniejszymi zdają się być rozprawy, należące do drugiej grupy. (
)
Z krótkiej wzmianki (118) wynikałoby, że Innocenty X I pisze do
Kazimierza Szczuki, zalecając polskim biskupom prowadzenie diece R E C EN ZJE i S P R A W O Z D A N IA R E C EN ZJE i S P R A W O Z D A N IA 310 311 Na nich dopiero mogą się oprzeć prawdziwie naukowo owocne roz
prawy, należące do grupy pierwszej. Na nich dopiero mogą się oprzeć prawdziwie naukowo owocne roz
prawy, należące do grupy pierwszej. rżenia autora, niemniej jednak w wykonaniu ramy te ulegają zacie
śnieniu i ostatecznie rozprawa, z wyjątkiem rozdziału pierwszego, dotyczy
głównie okresu, nazywanego zazwyczaj polskim Oświeceniem. rżenia autora, niemniej jednak w wykonaniu ramy te ulegają zacie
śnieniu i ostatecznie rozprawa, z wyjątkiem rozdziału pierwszego, dotyczy
głównie okresu, nazywanego zazwyczaj polskim Oświeceniem. p
y
g
py
p
j
Rozprawę Mariana Plezi pt.: Dokoła reform y szkolnej St. Konarskiego. Studia klasyczne pijarów polskich. Lublin, 1953 chciałoby się na pierw
szy rzut oka zaliczyć do grupy drugiej. Przy tak szeroko zakreślanych ramach chronologicznych należało się
spodziewać raczej wąskich ram tematycznych. Tymczasem w e wstępie,
na tej samej str. 6 daje Plezia swojej rozprawie bardzo szerokie ramy
tematyczne: „..Tematycznie interesować nas będzie najpierw dorobek
poprzedników, współczesnych
i
następców Konarskiego na polu
pi
śmiennictwa polsko-łacińskiego,
następnie
reforma
nauczania
łaciny
dokonana przez niego samego, a w łączności z nią próby wprowa
dzenia nauki języka i literatury greckiej do szkół pijarskich, dalej pod
ręczniki do nauczania przedmiotów klasycznych wydane przez pijarów
polskich... T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". a wreszcie ich przekłady z literatur klasycznych na język
polski..." Problematyka rozprawy ma więc być bardzo bogata i różno
raka;
częściowo należy ona do historii naue^ania (reforma nauczania
łaciny, próby wprowadzenia nauki języka i literatury greckiej), czę
ściowo do historii nauki (podręczniki), a częściowo wreszcie do historii
piśmiennictwa polsko-łacińskiego. Tytuł jej został tak sformułowany, że w niewielkim tylko stopniu
poucza nas o tym, czego możemy się po rozprawie spodziewać. Tytuł
składa się z dwóch części: właściwego tytułu oraz podtytułu. Tytuł
właściwy: Dokoła reform y szkolnej St. Konarskiego, nic nam prawie
0 rozprawie nie mówi. Właściwe jej oblicze, ale również tylko w przy
bliżeniu, określa dodany przez autora podtytuł: Studia klasyczne pi
jarów polskich. Podtytuł ten należałoby
chyba uznać za właściwy
tytuł rozprawy. Jego sformułowanie nasuwa jednak możliwości w ielo
rakiego jego rozumienia. Mówiąc o studiach klasycznych pijarów polskich, można mieć na
myśli wykształcenie klasyczne (jego program, organizację), jakie otrzy
m ywali w Polsce członkowie zgromadzenia pijarskiego. Takie ujęcie
sprawy nasuwałoby się chyba przede wszystkim przy zetknięciu się
z podobnie sformułowanym tytułem. Stosując szersze jego rozumienie,
możnaby również spodziewać się, że opatrzona nim rozprawa, będzie
rozpatrywać zagadnienie wykształcenia klasycznego, jakie polscy pijarzy
dawali swoim wychowankom. W obu wypadkach rozprawa wchodzi
łaby w zakres historii nauczania. Obok tego możliwe jest jeszcze
trzecie rozumienie tytułu rozprawy Plezi, a mianowicie: mówiąc o stu
diach klasycznych pijarów polskich, możnaby mieć na myśli ich do
robek naukowy w zakresie filologii klasycznej. W tym wypadku roz
prawa wchodziłaby w zakres historii nauki. Zapowiedź tak bogatej, tak różnorakiej problematyki budzi poważny
niepokój, a to z dwóch względów: przede wszystkim nasuwa się py
tanie, co stanowi właściwy problem pracy, która ma poruszać tak
wiele zagadnień? Czy nadmiar problemów nie doprowadzi ostatecznie
do tego, że będzie to rozprawa bezproblemowa? Obok tego niemniej
niepokojącym jest pytanie, jak zdoła się autor uporać z tymi wszyst
kimi zagadnieniami na 72 stronach, zwłaszcza przy tak szeroko zamie
rzonych ramach chronologicznych? Wyczerpujące, wszechstronne, praw
dziwie naukowe opracowanie wszystkich tych zagadnień, musiałoby
chyba zapełnić kilka tomów. Tak więc przystępując do lektury rozprawy Plezi po zapoznaniu
się z jej tytułem i podtytułem, nie wiem y jakie zagadnienia będą w niej
poruszone, nie w iem y też dokładnie, jakich czasów będzie ona dotyczyć. Podtytuł nie daje nam w tej mierze żadnych wskazówek, dla odmiany
granice chronologiczne zakreśla tytuł, ale są to granice bardzo płynne
1 mało określone. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Tytuł wskazuje jedynie, że rozprawa będzie doty
czyć czasów zbliżonych do reform y szkolnej Konarskiego, Bliższe ramy
zarówno chronologiczne, jak i tematyczne zostały zakreślone dopiero
we wstępie, a trzeba stwierdzić, że zakreślono je bardzo szeroko. Spróbujmy najpierw znaleźć odpowiedź na pierwsze z wysuniętych
pytań, a mianowicie czy rozprawa Plezi posiada problem i co ten pro
blem stanowi? Plezia we Wstępie i w Zakończeniu wysuwa aż kilka
wersji problemu rozprawy. Na str. 5 pisze: „...w niniejszym studium
podjęto dla próby zadanie u w y p u k l e n i a w p ł y w ó w a n t y c z
n y c h w
r e f o r m i e s z k o l n e j St. K o n a r s k i e g o (podkreśle
nia recenzenta), na str. 6 formułuje już jednak problem odmiennie:
„...postanowiono zatem p r z e d s t a w i ć
w
niniejszej
pracy
d z i a
ł a l n o ś ć K o n a r s k i e g o n a t l e p e ł n i e j s z e g o o b r a z u s t u
d i ó w
k l a s y c z n y c h , jakim oddawano się przed nim i po nim
w prowincji polskiej..."; nie koniec na tym, bo na str. 7 spotykamy
jeszcze jedną wersję problsmu, którym teraz ma
być
p o p r o s t u
t y l k o
r e f o r m a
n a u c z a n i a
ł a c i n y
p r z e p r o w a d z o n a
p r z e z K o n a r s k i e g o . W Zakończeniu spotykamy jeszcze czwartą
wersję problemu — tutaj kładzie Plezia nacisk
na
w p ł y w ,
j a k i
w y w a r ł a d o k o n a n a p r z e z K o n a r s k i e g o r e f o r m a n a u- Ramy chronologiczne ustala Plezia na str. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Nawet reforma Konarskiego w zakresie nauczania łaciny nie jest
jej punktem centralnym, ale raczej zajmuje w niej nie wiele miejsca. Jest ona tylko jednym z wielu poruszonych w rozprawie zagadnień. Dlaczego tak się stało? Czy jest to rzeczą przypadku, czy może ja
kiegoś nieporozumienia? Nie — jest tylko następstwem tego, jak osta
tecznie Plezia określił zadania swej pracy. Chociaż bowiem wysuwa aż
cztery wersje rzekomego problemu pracy, ostatecznie nie koncentruje
swej uwagi na żadnym z nich, ale zadania swej pracy określa zupełnie
odmiennie. W tym samym Wstępie, w którym wysunął aż trzy zagad
nienia, z których każde osobno miało stanowić' problem pracy, osta
tecznie, po wskazaniu tematów, jakie mają być w pracy poruszone, tak
określa stawiane przed nią zadania : „...wypadło zadowolić się zesta
wieniem i najogólniejszym uporządkowaniem OFafc interpretacją
ma
teriału drukowanego (dotyczącego wysuniętych przez autora tematów —
wyjaśnienie recenzenta) przy świadomej rezygnacji z dociekań szcza-
gółowych...“ (str. 7). Takie określenia zadań pracy przesądza
o jej
charakterze — będzie to praca rejestracyjno-informująca, a nie rozpra
wa monograficzna, usiłująca rozstrzygnąć taki czy inny problem nau
kowy. Zresztą sam Plezia wyraźnie rezygnuje z opracowania mono
graficznego (str. 7), motywując swoją decyzję, zresztą zupełnie trafnie,
niedostatecznym stanem badań nad zagadnieniami, którymi ma się za
jąć jego praca. W ydaje się jednak, że wobec tego wysuwanie we Wstę
pie i w Zakończeniu zagadnień merytorycznych, i to jeszcze z wyraź
nym zaznaczeniem, że to właśnie zagadnienie ma być problemem roz
prawy, jest niepotrzebne. Czytelnik może czuć żal do autora, że zapo
wiada rozważania, na które w pracy rejestracyjno-informującej nie
może być miejsca. Nasuwa się tutaj jeszcze jedno pytanie. Zestawienie, uporządkowanie
i interpretacja niektórych z pośród wskazanych przez Plezię materia
łów drukowanych, jest nie tylko możliwe do wykonania, ale podjęcie
takiej pracy z punktu widzenia naukowego jest celowe, co więcej na
w et -bardzo pożądane. Dotyczy to materiałów, wchodzących w zakres
łacińskiego
dorobku
piśmienniczego
pijarów
polskich,
ich
dorobku
w dziedzinie podręczników do nauczana języków łacińskiego i greckiego,
a wreszcie ich dorobku w dziedzinie przekładów z tych języków. Czy
jednak równie celowym będzie zestawienie i interpretacja materiałów
drukowanych, dotyczących przeprowadzonej przez Konarskiego reformy
nauczania łaciny? Co do
tego
można żywić wątpliwości. Reforma
nauczania łaciny stanowi tylko jeden fragment jego ogólnej reformy
szkolnictwa i nauczania. Materiały, zwłaszcza drukowane, dotyczące tej
reform y dawno już zostały zestawione, zarejestrowane, uporządkowane,
zinterpretowane, i to pod różnymi kątami widzenia. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". 6 w następujący sposób:
„...Chronologicznie zatem interesujący nas przedmiot zamyka się gra
nicami lat 1642, kiedy pijarów sprowadzono do Polski, oraz 1832, kiedy
po powstaniu listopadowym uległy likwidacji nieomal wszystkie ich
kolegia..." Plezia pragnie więc
swymi
badaniami
objąć
dwa
wieki,
niezmiernie bogate w wydarzenia zarówno, gdy bierzemy pod uwagę
historię wewnętrzną zakonu oo. Pijarów, jak i jego działalność zew
nętrzną, jego udział w ówczesnym życiu umysłowym. Takie są zamie- R E C EN ZJE i S P R A W O Z D A N IA RECENZJF. i S P R A W O Z D A N IA 312 313 c z a n i a
ł a c i n y
n a
w s z y s t k i e
d z i e d z i n y
t w ó r c z o ś c i
ł a c i ń s k i e j
p i j a r ó w
p o l s k i c h . Mamy
więc
ostatecznie
aż
cztery wersje problemu, wersje dcść rozbieżne, poza tym jednym po
dobieństwem, że każda z nich w jakiś sposób dotyka reformy naucza
nia łaciny, przeprowadzonej przez Konarskiego. nych informacji, która może być osiągnięta tylko dzięki ogromnej sta
ranności przy gromadzeniu danych bibliograficznych, dzięki wyczer
paniu m ożliwie wszystkich źródeł, które tych danych mogą dostarczyć
i dzięki ich starannemu i systematycznemu opracowaniu. nych informacji, która może być osiągnięta tylko dzięki ogromnej sta
ranności przy gromadzeniu danych bibliograficznych, dzięki wyczer
paniu m ożliwie wszystkich źródeł, które tych danych mogą dostarczyć
i dzięki ich starannemu i systematycznemu opracowaniu. Zacieśnienie przez Plezię zadań pracy do rejestracji i interpretacji
źródeł, i to tylko drukowanych, dotyczących wskazanych przez niego
zagadnień, mniej niepokojącym czyni fakt, że cała jego rozprawa liczy
zaledwie 72 strony. Co prawda, jeżeli weźmie się pod uwagę, że obok
rejestracji i opisu wskazanych źródeł, praca ma również zawierać ich
interpretację (Plezia nie określa bliżej, o jaką interpretację mu chodzi —
chyba wchodzi tu w grę tylko interpretacja filologiczna), jej rozmiary
ciągle wydają się jeszcze nieco zbyt szczupłe w stosunku do stojących
przed nią zadań. Każda rozprawa powinna być rozwiązaniem problemu, który został
w niej wysunięty; niestety rozprawa Plezi nie tylko nie rozstrzyga
żadnego z wymienionych problemów, ale nawet wyraźnie ich nie po
rusza. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". wiednich materiałów drukowanych, wręcz przeciwnie nosi on na sobie
wyraźne cechy próby merytorycznego opracowania zagadnień, ale na
takie opracowanie jest stanowczo zbyt szkicowy. Podobne
łączenie
różnych
zagadnień w jednym, przy tym opa
trzonym określonym tytułem, rozdziale znajdujemy w e wszystkich roz
działach pracy Plezi, z wyjątkiem rozdz. V, który jeden tylko doty
czy wyłącznie zagadnienia uwidocznionego w tytule. Praca Plezi miała być zestawieniem i interpretacją drukowanych
m ateriałów pijarskich, dotyczących wybranych przez autora zagadnień. Czy praca jest istotnie interpretacją zestawionych materiałów? Nie
wskazuje wprawdzie Plezia, o jakiego rodzaju interpretację tutaj jemu
chodzi. Prawdopodobnie chodzi o interpretację filologiczną. Można je d
nak mieć duże wątpliwości, czy omówienia, jakie dodaje Plezia do
wskazanych pozycji bibliograficznych,
są wyczerpującą
interpretacją
tego rodzaju. Są one bardzo szkicowe, zbyt szkicowe nawet na pracę
o charakterze rejestracyjno-informacyjnym. Te zaś partie pracy, które
są nieco obszerniejsze, są niestety w dużej części streszczeniem odpo
wiednich fragmentów „Ordinationes". Zagadnieniem, do którego powraca Plezia w kilku rozdziałach, jest
zagadnienie pi jarskich podręczników do nauczania
języka
łacińskiego
i
greckiego. Jakkolwiek
rozdz. IV,
zatytułowany:
P o d r ę c z n i k i
i w y d a n i a p i j a r s k i e , ma być temu zagadnieniu specjalnie po
święcony, porusza je Plezia, i to dosyć obszernie również i w trzech
pierwszych rozdziałach swojej pracy. W wyniku tego,
w
rozdz. IV
znalazły się tylko te materiały, których nie zdążył Plezia wykorzystać
w rozdziałach poprzedzających. Najlepszym przykładem gromadzenia w ramach jednego rozdziału
szeregu różnych zagadnień jest rozdz. II, zatytułowany: K o n a r s k i e g o
r e f o r m a
n a u c z a n i a
ł a c i n y . Rozdział ten rozpoczyna Plezia
od krótkiej charakterystyki gramatyki łacińskiej Konarskiego, stwier
dzając, że można ją w pełni zrozumieć tylko na tle reform y nauczania
języka łacińskiego, przeprowadzonej przez Konarskiego w szkołach pi-
jarskich, wobec czego daje... krótki rys nowych dążeń, jakie występują
w tym samym czasie w nauczaniu łaciny w e Francji i w e Włoszech,
aby następnie, po szkicowych uwagach o używanych ówcześnie w Pol
sce gramatykach łacińskich, powrócić znowu do gramatyki Konarskiego. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Po rozstrzygnięciu kwestii jej autorstwa i ogólnikowym omówieniu jej
zawartości, przechodzi Plezia do zagadnienia metody nauczania łaciny,
wprowadzonej przez Konarskiego, następnie omawia program jej nau
czania, zawarty w „Ordinationes visitationis apostolicae“ , szczególnie
starannie wyliczając wyznaczoną przez też „Ordinationes11 lekturę. Po
tym następują uwagi o dziele Konarskiego „De emendandis eloąuentiae
vitiis“, a wreszcie po wykazie lektury łacińskiej dla „professorium11,
rozdział został zakończony kilku uwagami syntetycznymi, dotyzącym i
roli reformy Konarskiego w nauczaniu przedmiotów klasycznych. I to
wszystko na 20 stronach; nic dziwnego, że każde z tych zagadnień zo
stało potraktowane bardzo szkicowo, a niektóre partie rozdz. II są
tylko streszczeniem odpowiednich fragmentów „Ordinationes11. Pom ię
dzy niektórymi z poruszanych zagadnień nie widać bliższego związku;
może nawet taki związek istnieje,
ale szkicowy charakter rozważań
sprawia, że czytelnik tego związku nie dostrzega. Zresztą cały rozdz. II
wyłam uje się z ram, jakie ostatecznie zakreślił Plezia swej pracy —
w żadnym wypadku nie jest on zestawieniem i interpretacją odpo Wspomniano już, że nawet prace, ograniczające się do samego tylko
zestawienia źródeł, mogą posiadać dużą wartość naukową, pod warun
kiem jednak, że zawarte w nich zestawienia są m ożliwie kompletne. W jakim stopniu zestawienia materiałów zawarte w pracy Plezi speł
niają warunek zupełności? Najwięcej zastrzeżeń pod tym względem budzi rozdz. I. Otrzymał
on
wprawdzie mało sprecyzowany
tytuł :
W
k r ę g u
s z k o l n e j
r e t o r y k i , ale odnosi się wrażenie, że chyba właśnie w tym rozdziale
miało się znaleźć, zapowiedziane w e Wstępie, zestawienie łacińskiego
dorobku piśmienniczego pijarów polskich. Jeżeli
jednak
zapowiadał
Plezia zestawienie
p i ś m i e n n i c t w a
łacińskiego pijarów polskich,
powinien był uwzględnć tutaj dorobek pijarów w tej dziedzinie w ca
łej pełni. Należało więc uwzględnić zarówno poezję, jak i prozę, a w ra
mach
prozy należało uwzględnić
pijarską
literaturę piękną,
popu-
lamo-kaznodziejską i naukową, w tej mierze, w jakiej została ona
napisana w języku łacińskim. Tymczasem Plezia daje w rozdz. I prze
gląd łacińskiej poezji pijarskiej, głównie przy tym poezji panegirycz-
nej, w zakresie prozy uwzględnia tylko kazania i m owy panegiryczne
oraz daje niezmiernie krótką wzmiankę o Gdańskim i Dmochowskim. Zresztą nawet zestawienia poezji i kaznodziejstwa panegirycznego są
bardzo niekompletne. Wymienieni przez Plezię autorowie stanowią tylko
część panegirystów pijarskich. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Uwzględniano na
wet sprawę reformy nauczania łaciny, choć może nie tak wyczerpująco,
jak to interesuje filologa klasycznego (np. C h r z a n o w s k i I g n a c y :
W ielka reforma szkolna Konarskiego, Warszawa 1908;
K o n o p c z y ń
s k i
W ł a d y s ł a w :
Stanisław Konarski, Warszawa 1926;
K o t
S.:
Reforma szkolna Konarskiego, Kraków 1923; Ł a g o w s k i : Konarski
jako reformator szkól. Przegląd Pedagogiczny 18R4; tenże: Collegium
Nobilium, ibid. 1887— 88; R o s e W i l i a m S.: Stanislas Konarski Rs-
form er of Education in X V IIIth Century Poland, London 1929; S a r g
A.: Die Piaristenschulen im ehemaligen Polen und ihre Reform durch
Konarski, 1864). Dlatego chcąc dzisiaj naukowo opracować to zagad
nienie, nie wystarczy już zestawienie materiałów i ich interpretacja;
celową z punktu widzenia naukowego zdaje się być tutaj tylko ob
szerna,
szczegółowa,
bardzo
wszechstronnie
opracowana
monografia. Z niej jednak Plezia z góry zrezygnował. Skoro praca Plezi ma posiadać charakter rejestracyjno-informacyjny,
nie można jej zaliczyć do drugiej, ze wspomnianych na początku, grup
rozpraw o polskim Oświeceniu. Grupa ta bowiem obejmuje prace for
mułująca i rozwiązujące pewien problem naukowy. Nie oznacza to jed
nak, aby w założeniu swym rozprawa Plezi nie miała posiadać w ar
tości naukowej. Wręcz przeciwnie
prace
rejestracyjno - informacyjne
jeśli tylko spełniają określona warunki, posiadają pewną wartość nau
kową. służąc za niezbędny punkt wyjścia do wszelkich dalszych badań. Jakie są to warunki? Przede wszystkim kompletrość i ścisłość podawa Zobaczmy teraz w jakim stopniu praca Plezi zrealizowała ustalone
we Wstępie zamierzenia. RE C E N ZJE i S P R A W O Z D A N IA R E C EN ZJE i S P R A W O Z D A N IA 315 314 Bogactwo zagadnień, jakie mają być w pracy poruszone, stwarza
konieczność bardzo starannego jej
podziału
rzeczowego. Najlepszym
rozwiązaniem byłoby poświęcenie każdemu z tych zagadnień osobnego
rozdziału. Na tym stanowisku stanął też Plezia, dzieląc swoją roz
prawę na 5 rozdziałów. Niestety podział na rozdziały jest czysto po
wierzchowny;
niektóre
zagadnienia
są
omawiane w
ramach
kilku
rozdziałów, a jednocześnie większość rozdziałów nie ogranicza się do
jednego, zapowiedzianego w tytule, zagadnienia, lecz porusza ich cały
szereg. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". W brzmieniu tytułów nic nie wskazuje na
to, że chodzi tu wyłącznie o podręczniki do nauki języków klasycz
nych, o tłumaczenia z tychże języków i o wydania tekstów do lektury
łacińskiej. Być może Plezia zamierzał dać tylko wybór panegirystów pijar-
skich. Dawanie jednak wyboru autorów w pracy tego typu, zwłaszcza
bez wskazania, że jest to wybór, oraz bez wskazania kryterium, na
podstawie którego wybór został dokonany, m ija się z celem pracy. Zwłaszcza, że zestawienie bardziej kompletnego wykazu panegirystów
pijarskich nie nastręcza większych trudności. Wystarczy pełniejsze w y
korzystanie źródeł, z których Plezia i tak już korzystał, a więc Estrei
chera i Bielskiego i uwzględnienie dwóch jeszcze źródeł,
o
których
Plezia nie wspomina, a które mogą oddać dużs usługi, a mianowicie:
H o r a n y i A .: Scriptóres Piarum Scholarum, Budae
1809; V i n a s
T h o m a s :
Index Bio-bibliographicus C. C. R. R. P. P. Matris Dei
Scholarum Piarum qui in universo ordine pietatem, litteras ac scien-
tias scriptis suis... omaverunt, Romae 1908. Druga uwaga dotyczy sposobu korzystania przez autora z „Ordina-
tiones“ ; autor korzysta nie z łacińskiego oryginału „Ordinationes“ , ale
z ich polskiego przekładu z r. 1925. Zasadniczo nie jest przyjętym
korzystanie w opracowaniach naukowych z przekładu źródła o ile jego
oryginał istnieje i jest dla badaczy dostępny, a już szczególnie nie
jest przyjęte, jeżeli źródłem tym jest pomnik prawny, jakim są nie
wątpliw ie „Ordinationes". N ie stanowią one rzadkości bibliotekarskiej,
są łatwo dostępne w każdym prawie większym księgozbiorze, posiada
jącym druki polskie z w. X V III. Trudno więc ustalić, czemu autor,
1 to właśnie jeszcze filolog klasyczny, korzysta z przekładu polskiego
zamiast łacińskiego oryginału. Reasumując, należy stwierdzić, że praca Plezi posiada wiele braków,
czy oznacza to jednak, że nie posiada ona wartości. Bynajmniej. Za
w arty w niej
materiał inform acyjny może oddać
usługi badaczom
polskiego życia umysłowego w okresie Oświecenia. Zwłaszcza materiały
z zakresu podręczników pijarskich do nauczania łaciny i greki, po
dobnie jak i dotyczące pijarskich przekładów z języków klasycznych
mogą stanowić punkt wyjścia do dalszych, tym razem już merytorycz
nych badań. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Pominął Plezia takich, jak np.: B i e n -
k i e w i c z R e g i n a l d u s
S. P.: Caelestum iustitiae vice-regia nu-
minum Poloniae maiestate excelsum... Jasna
Góra
1739; B ł e s z y ń
s k i H i e r o n i m S. P.: Oecumenicum ecclesiae universalis concilium
D. Thomas Aąuinas declaratus oratio, Kraków 1743; tenże: Oratio de R E C EN ZJE i S P R A W O Z D A N IA R E C E N ZJE i S P R A W O Z D A N IA 316 317 laudibus D. Joseph, b. m. 1748; D o g i e l M a c i e j S. P.: Arcus trium-
phalis in... domus Oginscianae... Vilnae 1740; J a s t r z ę b s k i J o s e -
p h u s S. P.: Oratio in laudem S. Sebastiani, Varsaviae 1727; K r a s n o -
d ę b s k i K l a u d i u s z S. P. Oratio de laudibus S. Bonaventurae,
Varsavias 1717; tenże: Arbor triumphalis ecclesiae ad aąuinatam flu-
men radicata... Jasna Góra 1721; M a d e j s k i A e g i d i u s S. P.: Rex
libertatis in absoluto scientiarum regno D. Thomas Aąuina... Varsaviae
1720; P a l f f y T h o m a s S. P.: Oratio in laudibus D. Thomae Aqui-
natis, Varsaviae 1719 i wielu innych, których już tutaj z braku miejsca
nie będziemy podawać. jej rozdziałów. Tytuł rozdz. I:
W k r ę g u
s z k o l n e j
r e t o r y k i
nie wskazuje, czego możemy się po tym rozdziale spodziewać. Tytuły
rozdz. IV i V:
P o d r ę c z n i k i
i
w y d a n i a
p i j a r s k i e
oraz
T ł u m a c z e p i j a r s c y , mogą nasuwać przypuszczenia, że chodzi tu
0 wszystkie podręczniki i wszystkie przekłady,
jakie wyszły
z pod
pióra
pijarów polskich, jak
również wszystkie dzieła, które zostały
wydane w ich drukamii. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Jak widać z powyższych pozycji tematyka tego
rodzaju nie jest obcą naszym historykom. narzy, a po jego kasacie w r. 1864 przez kler diecezjalny. Tego rodzaju
praca o nauce i profesorach biblistyki jest nie tylko ciekawa, ale nadto
pożyteczna. Przynosi bowiem nowe naświetlenie i nieznane wiadomości
z tej tak mało znanej, a nietkniętej prawie przez historyków oświaty
nauki
w polskich zakładach
teologicznych. Stąd
też
witać
należy
z uznaniem każdą rozprawę, która do nauki teologicznej wnosi w ia
domości nowe, dotąd nieznane. Objektywne i na źródłach oparte na
świetlenie i publikowanie krótkich chociażby studiów sprostuje nie
jeden
fałsz historyczny;
Seminaria
duchowne
w
Polsce wym agają
w dalszym ciągu opracowania, a rzetelna w tym względzie praca rzuci
nowy snop światła na kulturalną i oświatową rolę Kościoła w Polsce,
zwłaszcza, kiedy weźm ie się pod uwagę tendencyjne i jednostronne na
świetlenie problemów historyczno-kościelnych, chociażby ubocznie tylko
traktowanych, naszych historyków epoki stalinowskiej. Szczegółowiej zajmę się omówieniem rozprawy ks. Gryglewicza. Co
stanowi jej wartość, a jakie posiada usterki. Praca ks. Gryglewicza po
siada niewątpliwie swoją wartość. Zarówno tematyka, jak i jej prze
prowadzenie stanowi w zapoznanej dziedzinie badań nad dziejami teo
logii polskiej pozycję dodatnią. Autor zarejestrował nazwiska profeso
rów Pisma św. w lubelskim
seminarium duchownym,
zwłaszcza na
przestrzeni X IX stulecia, podał krótką ich biografię i omówił treść w y
kładów z zakresu biblistyki. W e form ie uzupełnień podajemy tu na
stępujące dane. Po krótkim wstępie, który stanowi wprowadzenie do całej rozprawki,
autor omawia wykłady Pisma św. w studium OO. Dominikanów w Lu
blinie (s. 100— 112). Pismo św. nie było osobnym przedmiotem, ale trak
towano je łącznie z dogmatyką. Tak było u dominikanów od r. 1643
z przerwą do r. 1847. Ks. Gryglewicz zajmuje się wykładami Pisma św. w latach 1844— 48. Przytacza kilka nazwisk i autorów podręczników. To
wszystko. A szkoda, że nie wykorzystał lepiej rękopisu: L.ber studii
formalis in conrentu regali lublinensi Sacri Ordinis Praedicatorum (rkps
w Arch. Sem. Duch. -w Lublinie), na który powołuje się. Znalazły by się
zapewne i inne jeszcze materiały w archiwach dominikańskich. Wiemy
na ogół mało o dominikanach polskich X V III stulecia, o ich studiach
zakonnych. Polska prowincja znajdowała się w tym okresie w stadium
wewnętrznego rozluźnienia, piękną natomiast kartę posiadają domini
kanie w tym czasie na Litw ie i Rusi. Szczegóły, dotyczące studiów
w X V III w. rzuciłyby niewątpliwie jakieś nowe światło na poziom
naukowy dominikanów lubelskich. ,
7
Nasza Przeszłość 4
(1948)
209— 224
Roczniki Teologiczno-kan
niczne 2 (1955) 61— 107; 3 (1956) 119— 160. 1 Nasza Przeszłość 3 (1947) 162— 190.
2 Józef Jakubowski, żołnierz i kapłan, Kraków 1945.
3 Nasza Przeszłość 2 (1947) 245— 253.
4 Ruch B iblijny i Liturgiczny 1949 i odb. s. 19.
5 Homo Dei 19 (1950) 527— 534.
* Bolletino Ceciliano 1952 nr 2, s. 24.
7
Nasza Przeszłość 4
(1948)
209— 224
Roczniki Teologiczno-kan
niczne 2 (1955) 61— 107; 3 (1956) 119— 160. (
)
2 Józef Jakubowski, żołnierz i kapłan, Kraków 1945. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Należy jednak wyrazić żal, że rozprawa, która na pierwszy
rzut oka tak sympatycznie zapowiadała się jako merytoryczny wkład
do badań nad życiem umysłowym polskiego Oświecenia, przy bliższym
z a p o z n a n iu się z nią, okazała się szkicowym przyczynkiem, a nawet
raczej zbiorem kilku szkicowych przyczynków o charakterze rejestra-
cyjno-informacyjnym. Pełne wykorzystanie wszystkich czterech wspomnianych źródeł roz
szerzyłoby być może również i zasoby materiałów, wymienionych w po
zostałych
rozdziałach, chociaż trzeba przyznać,
że są one znacznie
kompletniejsze od materiałów, zgrupowanych w rozdz. I. Zastrzeżenia, tym razem nie co do kompletności zestawienia, ile
raczej co do sposobu ich podania, budzą zamieszczone w rozdz. IV in
formacje o pijarskich wydaniach tekstów do lektury łacińskiej. Infor
macje te mają charakter bibliograficzny. Niestety w dużej części nie
spełniają one wymagań, stawianych
wszelkim informacjom tego ro
dzaju. Innego jeszcze typu zastrzeżenia budzi rozdz. V, dotyczący pijarskich
przekładów
z języków klasycznych. Każdą wskazaną
tam
pozycję,
zaopatruje Plezia uwagami, w których stara się określić jej wartość
jako przekładu Szkoda tylko, że uwagi te są tak sumaryczne i że z re
guły prawie nie zawierają własnej opinii Plezi, lecz referują tylko
opinie Ogrodzińskiego lub Sinki. Hanna Waśkiewicz Ks. F e l i k s
G r y g l e w i c z ,
Studium Pisma św. w Lubelskim
Seminarium
Duchownym. Roczniki
Teologiczno-kanoniczne
2
(1955),
109— 157 i nadb. Lublin 1955. Na zakończenie dwie drobniejsze uwagi. Pierwsza dotyczy sposobu
formułowania tytułów poszczególnych rozdziałów. Plezia wykazuje ten
dencję do bardzo ogólnego formułowania tytułów, co może prowadzić
do niejasności lub nieporozumień. Wystąpiło to w tytule całej roz
prawy, powtarza się również w odniesieniu do tytułów poszczególnych Rozprawa ks. Feliksa Gryglewicza stanowi przyczynek do historii
nauk biblijnych w seminariach polskich, w szczególności w zakładach
teologicznych lubelskich: w studium OO. Dominikanów, seminarium
OO. Jezuitów, do którego uczęszczali też alumni diecezjalni, seminarium
diecezjalnym, kierowanym przez kapłanów Zgromadzenia Księży M isjo RE C E N ZJE i S P R A W O Z D A N IA RE C E N ZJE i S P R A W O Z D A N IA 319 318 10— 11). Ta ostatnia nie w iele szczegółów dorzuca do dawniejszej roz
prawy J. Bielińskiego. Jak widać z powyższych pozycji tematyka tego
rodzaju nie jest obcą naszym historykom. 10— 11). Ta ostatnia nie w iele szczegółów dorzuca do dawniejszej roz
prawy J. Bielińskiego. 1 Nasza Przeszłość 3 (1947) 162— 190. 5 Homo Dei 19 (1950) 527— 534. f
p
3 Nasza Przeszłość 2 (1947) 245— 253. * Bolletino Ceciliano 1952 nr 2, s. 24. (
)
4 Ruch B iblijny i Liturgiczny 1949 i odb. s. 19. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Zasady nauczania misjonarskiego zostały RE C E N ZJE i S P R A W O Z D A N IA RE C E N Z JE i S P R A W O Z D A N IA 320 321 zebrane
w
osobnym
dyrektorium,
wydanym
ostatecznie
w
Paryżu
w r. 1895 pt.: D irectoire des grands seminaires confies aux Pretres de
la Mission. - Zawiera ono w oparciu o uchwały trydenckie metody w y
chowania seminaryjnego w myśl wskazań św. Wincentego a Paulo, a uzu
pełnione w ciągu w ieków przez konwenty generalne Zgromadzenia
Misji. Obok ogólnego dyrektorium istniały reguły dla poszczególnych
urzędów, a także dla profesorów, wykładających w seminariach diece
zjalnych. Reguły te były oparte na starej tradycji, sięgającej również
czasów św. Wincentego a Paulo, o dostosowane w późniejszych czasach
do nowych potrzeb Kościoła, ukazały się również drukiem kilkakrotnie
(bez karty tytułowej) pt.: Regulae communes professoribus tum theolo-
giae, tum. philosophiae (b. r. w.). Wśród nich były reguły i przepisy
dla profesorów Pisma św. a dodać trzeba, że wszystkie te zasady naucza
nia obowiązywały profesorów w seminariach duchownych, a więc także
polskich. Znajomość wspomnianego dyrektorium i reguł dawałaby roz
prawie ks. Gryglewicza możność lepszego i szerszego poznania przed
miotu. wanych w seminariach X V III wieku, jak Calmeta, Gravesona, Brictiusa. Nie
wspomina
natomiast
podręcznika
polskiego
biblisty,
profesora
w kilku kolejno seminariach duchownych, a najdłużej wykładającego
w seminarium zamkowym w Krakowie, ks. J a k u b a
J a c h i m o w -
s k i e g o . Wydał on w Krakowie w r. 1789 swoje wykłady Pisma św. SŁ Testamentu pt. Praelectiones Theologicae in Sacram Scripturam
Veteris Testamenti, ad usum Seminariorum intra Regnum Poloniae
existentium concinnatae (s. 372). Ocena tego podręcznika od strony bi
blijnej należy oczywiście do biblistów. Jedno jest pewne, że dzieło Ja-
chimowskiego było owocem długoletnich wykładów i naukowych do
ciekań, oparte jednak w dużej m ierze na pracach Calmeta. Przygoto
wywał je autor podręcznika do druku w czasie długotrwałej a przykrej
choroby. Jachimowski wyznał to w przedmowie do czytelnika: „Lucru-
bationem istam, quam fieri curavi. feci, tum per otium diutumae ac
molestae
infirmitatis
meae;
ąuatenus
molestias
aegntudinis jucun-
diores
iacerem,
tum
utilitatem
intendens
Cleri
junioris
educatio-
nis; cui fere totum tempus vocationis et status mei vacavi“ 8. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Trudno
dziś z całą pewnością stwierdzić, w których seminariach wykładano
z książki Jachimowskiego, w każdym wypadku wykładowcom-misjo-
narzom musiała być znana i wykorzystana przy wykładach *. Przejdźm y do szczegółów. Na s. 112 jest mowa o erekcji seminarium
lubelskiego i krasnostawskiego. Ks. Gryglewicz powołuje się jako na
źródło na notatki ks. J. A. Wadowskiego: Seminarium duchowne (w L u
blinie), przechowywane w tece Kurii Biskupiej w Lublinie, Rep. 60. V III. 6. Możemy wskazać autorowi starsze i pewniejsze źródła, dotyczące po
czątku fundacji misjonarzy i seminarium lubelskiego. U śp. ks. L. Za
lewskiego w Lublinie znajdował się rkps: Liber jurium fundationis do-
mus lublinensis Congregationis Missionis, który według relacji ks. St. Młynarczyka otrzymała po śmierci właściciela Biblioteka Narodowa
w Warszawie. Nadto w Archiwum Księży Misjonarzy w Krakowie na
Stradomiu przechowuje się duży rękopis łaciński pt.: Historia Congre
gationis Missionis in Polonia, w którym znajduje się 1) opis fundacji
lubelskiej (Initia, progressus et status praesens quoad temporalia D o-
mus
Lublinensis
Congregationis
Missionis
conscriptus
anno
1734) i
2) opis fundacji Zgromadzenia M isji w Krasnymstawie (Initia, progressus
et praesens status Crasnostaviensis Congr. Miss. anno 1775 conscriptus). W r. 1778 wydali misjonarze (prawdopodobnie wileńscy) streszczenie
Pisma św. w form ie wierszowanej (heksametrem). Streszczenie to po
dawało studentom krótką wiadomość o autorach ksiąg świętych, na
stępnie relację wierszowaną Pisma św. (Biblia Sacra carminicis m em o-
ricis comprehensa). Autor podpisał się inicjałami: J. C. C. M .10 Dziełko
kursowało po seminariach misjonarskich i dotarło zapewne i do Lublina. Ks. Ignacy Laws (t 1843), o którym pisze ks. Gryglewicz na s. 122,
pochodził z Brunsbergi (dzisiejsze Braniewo). Z nowicjatu OO. K ar
m elitów przeszedł do Zgromadzenia M isji w Warszawie (1779). Warto
było wspomnieć, że swoją karierę profesorską rozpoczął on właśnie
w lubelskim seminarium duchownym, a wiadomość ta znajduje się
w cytowanym przez autora rękopisie lubelskim. Czytamy w nim: „RD. Ignatius Laws d. 10 Augusti 1785 venit ex domo Varsaviensi ad docen- O
seminarium duchownym w Lublinie, kierowanym przez kapłanó
Zgromadzenia M isji od r. 1714 — do końca X V III wieku, a ściśle mó
wiąc do r. 1797 i o nauce Pisma św. z tychże lat ks. Gryglewicz pisze
mało, i nie wymienia z tego okresu nazwisk profesorów tego przedmiotu. Prawda, że w X V III w. łączono często -wykłady Pisma św. z dogmatyką. Pismo św. stanowiło podstawy dla teologii dogmatycznej. 8
Posługiwanie się podręcznikami przez profesorów misjonarski
było powszechnie stosowane. Jeśli nawet jakiś profesor posługiwał się
skryptem, był on tylko streszczeniem podręcznika. Konwent generalny
Zgromadzenia Misji, odbyty w Paryżu w r. 1717 pod kier. generała
wspomnianej
kongregacji,
ks. Jana Bonnet, zabronił ks.
Cyboniemu
z Polski na wydanie podręcznika z własnymi objaśnieniami. Por. Recueil
des principales circulaires des superieurs generaux de la Congregation
de la Mission, t. I. Paris 1877, 309, przyp. 2. 10
Por. ks. F r.
B ą c z k o w i c z , Z
dziejów
domu
stradomskieg
Roczniki ob. Zgromadzeń św. Wincentego a Paulo 27 (1925' 32. p
yp
•
Praelectiones Theologicae, Author ad lectorem, przy końcu książ
ss. nlb. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". y
y
y
p
j
W ostatnim 10-leciu pojawił się szereg prac z historii polskich za
kładów teologicznych. Warto wyliczyć ważniejsze pozycje. Ks. W ła
dysław Wicher zajął się nauką teologii moralnej w dawnych semina
riach mi s j o n a r s k i c h O seminariach duchownych na przełomie X V III
i X IX w. pisał autor niniejszej recenzji w swej monografii o ks. Jó
zefie Jakubowskim2. Nadto publikował tenże wiadomość „O studiach
kard. Ledóchowskiego w seminarium świętokrzyskim w Warszawie" *
i „O niektórych podręcznikach liturgicznych w dawnych seminariach
duchownych w Polsce“ 4. Ks. Leon Świerczek C. M. opublikował cie
kawy artykuł o muzyce liturgicznej w seminariachs, który znalazł od
dźwięk i za granicą, a dotyczy on programu na czasy obecne8. Sprawą
W ielkiego Seminarium Misyjnego zajął się ks. Marian Rechowicz (K ra
ków 1948). Ten sam autor opracował w szeregu artykułach źródłowo
dzieje Seminarium Generalnego w e L w o w ie 7. Nie mniej posunęły się
hadania nad historią wydziałów teologicznych. Prof. JBarycz ogłosił
na łamach Naszej Przeszłości metrykę promowanych Wydziału Teolo
gicznego U. J. Cenną pozycją jest niewątpliwie sumienna rozprawa ks. Tadeusza Glemmy o W ydziale Teologicznym Uniwersytetu Jagielloń
skiego w latach 1795— 1847 (Kraków 1949). Sprawami wyższych uczelni
warszawskich zajęli się: ks. abp Michał Godlewski (Epizod z dziejów
Seminarium Głównego w Warszawie w 1831 roku, Collectanea Theolo-
gica 21 (1949), 16— 41), oraz ks. W ładysław Kwiatkowski (Początki W y
działu Teologicznego U. W., Wiadomości Archidiec. Warsz. 1952, nry Kilka zaledwie wierszy poświęcił ks. Gryglewicz studiom teologicz
nym jezuitów lubelskich. To trochę za mało, a brak odpowiedniej pro
porcji jest w rozprawie rażący. Wychowywaniem i kształceniem kleru na terenie Lublina zajmowali
się w przeszłości: dominikanie, jezuici, misjonarze i kapłani diecezjalni. Musiała istnieć wśród nich jakaś rywalizacja, a drogą porównania można
było ustalić, które spośród studiów lubelskich odpowiadało swemu za
daniu. Ponieważ jednak ks. G ryglewicz za cel pracy wziął seminarium
diecezjalne, prowadzone przez kapłanów Zgromadzenia Misji, a po ich
kasacie przez kapłanów diecezjalnych, poświęcił temu zakładowi teolo
gicznemu najwięcej troski. Do cech ujemnych części rozprawy z okresu misjonarskiego (s. 112—
— 133) należy brak znajomości bibliografii, dotyczącej misjonarzy pol
skich, zarówno starszej, jak i powojennej. Autor nie jest obeznany
z dziejami misjonarzy, nie orientuje się w zasadach tej kongregacji, do
tyczącej dyrekcji seminariów. 14 S c h l e t z , Słownik Biograficzny Zgrom. Księży Misjonarzy w P o l
sce, t. II (“w maszynopisie) i tamże podane archiwalia.
15 T a m ż e, t. I. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Nie mniej
spotykamy w X V III stuleciu szereg autorów z dziedziny nauk biblij
nych. Podręczniki tych pisarzy teologicznych były używane współcześnie
w innych seminariach, prowadzonych przez
misjonarzy. A
ponieważ
istniała „uniformitas“ , przypuszczać należy, że i w lubelskim seminarium
7. nich wykładano. Ks. Gryglewicz w ylicza ważniejszych autorów, uży Nasza Przeszłość Nasza Przeszłość 21 21 R E C EN ZJE i S P R A W O Z D A N IA RE C E N ZJE i S P R A W O Z D A N IA 322 323 dos clericos. Discessit hinc Culmam d. 22 7-bris 1788 anno“
Z w y
czajem ówczesnym każdy z profesorów uczył kilku przedmiotów teolo
gicznych. Nie ma w rękopisie wzmianki o Lawsie jako o wykładowcy
Pisma św. Możemy natomiast wnioskować, że w okresie pobytu w Lu
blinie uczył skrypturystyki, skoro wydał popularną egzegezę do pery
kop Ewangelii pod dziwacznym tytułem:
Porozdzielane i
objaśnione
niedzielne i świąteczne Ewangelie, służące kapłanom do używania (W ar
szawa 1787) 12. Ks. Laws wykładał przez długie lata w różnych semi
nariach: w Chełmnie, Łowiczu i w seminarium św. Krzyża w Warsza
wie. Ks. Gryglewicz cytuje na s. 122 dziełko ks. Lawsa: Hebdomadale
sive sacrarum scientiarum synopsis per..., Varsaviae ad S. Crucem, 1805. Dzieło Lawsa o takim tytule jest m i nieznane. Być może, że ks. G ry
glewicz miał takie dziełko z taką właśnie kartą tytułową, doklejoną
może później. Praca powyższa znana jest jednak w literaturze biblijnej
pt.: Hebdomadale studiorum seu rudimenta theologica loco exercitiorum
hebdomadalium ad usum Seminarii Varsaviensis S. Crucis concinnata,
Varsaviae die 11 Februarii 1805. Celowo przytoczyłem dokładny tytuł. O ks. Lawsie jako o autorze książki nie ma wzmianki na karcie ty
tułowej, podpisał się dopiero po „praefatio authoris'1 pełnym tytułem:
,.sexvus
obsequentiasimus,
Professor
historiae
ecclesiasticae,
herme-
neuticae et pastoralis J. A. Laws, Congr. Miss. Domus Varsaviensis“ . Treść tej książki podał ks. Gryglewicz w swej p racy1*. kapłańskich (1828) został w sierpniu t. r. wysłany do Lublina. Wykładał
kolejno historię Kościoła (od 1828), teologię dogmatyczną (od r. 1829)
i hermeneutykę (od r. 1830), oraz uczył śpiewu przez trzy lata. Wiado
mość powyższą mógł ks. Gryglewicz zaczerpnąć nie tylko z rękopisu
misjonarskiego w Krakowie: Catalogus seminaristarum Seminarii In-
tem i d. Varsaviensis, ale także z akt znajdujących się w arch. Kurii
Biskupiej w Lublinie, a mianowicie: Seminarium Lubelskie, Rep. 60,
V III. nr 22. Z Lublina wyjechał ks. ss. 188.
13 Ks. L a w s jest postacią dość znaną w naszej literaturze teolo
gicznej. Pisali o nim: ks. S. Ch(odyński) w Encykl. Kość. ks. Nowo
dworskiego, t.: X II, 16— 17; ks. F r. B ą c z k o w i c z , Z dziejów domu
stradomskiego, Roczniki, j. w. 21 (1915) 138— 139 (błędnie go pisze Laws);
ks. A. S c h l e t z , Działalność naukowo-oświatowa ks. Józefa Jakubow
skiego, Lw ów 1939, 25; T e n ż e , Józef Jakubowski, żołnierz i kapłan,
Kraków 1945, 142; T e n ż e , O niektórych podręcznikach liturgicznych
w dawnych seminariach duchownych w Polsce, Kraków 1949, 8—'10
(odb. z Ruchu Bibl. i Liturg.); T e n ż e , Słownik Biograficzny Zgrom a
dzenia Misjonarzy w Polsce (1651— 1951), t. II (w maszynopisie); ks. H.
F e i c h t , X. M chał Mare n Mioduszewski 1787— 1868, Księga Pam. ku
czci prof. A. Chybińskiego, Kraków 1930, 70 (pisze go także błędnie
Laws). Ks. Gryglewicz powyższych pozycji nie zna. 11 Cathalogus Missionariorum in domo Lublinensi commorantium,
pod r. 1785, w fasc. Memoriale defunctorum fratrum nostrae Congrega-
tionis, (mój odpis lubelskiego rękopisu). 11 Cathalogus Missionariorum in domo Lublinensi commorantium,
pod r. 1785, w fasc. Memoriale defunctorum fratrum nostrae Congrega-
tionis, (mój odpis lubelskiego rękopisu).
12 Drugie wydanie ukazało się pod zmienionym nieco tytułem: Ewan
gelie porozdzielane i objaśnione niedzielne i świąteczne służące kate-
chistom do używania w cesarsko-królewskich państwach, Lw ów 1820,
ss. 188.
13 Ks. L a w s jest postacią dość znaną w naszej literaturze teolo
gicznej. Pisali o nim: ks. S. Ch(odyński) w Encykl. Kość. ks. Nowo
dworskiego, t.: X II, 16— 17; ks. F r. B ą c z k o w i c z , Z dziejów domu
stradomskiego, Roczniki, j. w. 21 (1915) 138— 139 (błędnie go pisze Laws);
ks. A. S c h l e t z , Działalność naukowo-oświatowa ks. Józefa Jakubow
skiego, Lw ów 1939, 25; T e n ż e , Józef Jakubowski, żołnierz i kapłan,
Kraków 1945, 142; T e n ż e , O niektórych podręcznikach liturgicznych
w dawnych seminariach duchownych w Polsce, Kraków 1949, 8—'10
(odb. z Ruchu Bibl. i Liturg.); T e n ż e , Słownik Biograficzny Zgrom a
dzenia Misjonarzy w Polsce (1651— 1951), t. II (w maszynopisie); ks. H.
F e i c h t , X. M chał Mare n Mioduszewski 1787— 1868, Księga Pam. ku
czci prof. A. Chybińskiego, Kraków 1930, 70 (pisze go także błędnie
Laws). Ks. Gryglewicz powyższych pozycji nie zna. , (
j
p
g
ę
p
)
12 Drugie wydanie ukazało się pod zmienionym nieco tytułem: Ewan
gelie porozdzielane i objaśnione niedzielne i świąteczne służące kate-
chistom do używania w cesarsko-królewskich państwach, Lw ów 1820,
ss. 188. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Piotra Damiana
(Wiktora) Ożarowskiego, ani innych mniej lub zupełnie nie znanych
ze swego życia wewnętrznego duchownych. Misjonarzy ówczesnych pomawia Autorka o brak ubóstwa (179), ale
może nie uwzględnia, że każdy z nich ma zgodnie z konstytucjami Zgro
madzenia prawo do własności prywatnej, a tylko dowolne rozporządza
nie nią jest ograniczone. Krytycznie też patrzy Autorka na krakowskich
kapucynów za to, że nie chcieli pod pozorem braku miejsca przyjąć
do swego klasztoru starca, który się podawał za ich brata Grzegorza,
sybiraka, który po 40 latach zesłania przyszedł do Krakowa pieszo,
0 żebranym Chlebie (101). Nie
podaje nam
Autorka,
czy
kapucyni
istotnie rozpoznali w nim swego współbrata zakonnego, przypuszcza, że
może był nie łatwy w pożyciu, że stracił ducha zakonnego, ale że jed
nak... M ówi też dalej (tamże, przyp. 2), że albertyni pisząc do niej o ka
pucynach są bardzo wstrzemięźliwi w wiadomościach, aby „nie zranić
świętej miłości" bliźniego. A jednak rezerwa kapucynów i franciszkanów
konwentualnych — o reformatach nic nie słyszymy — wobec br. A l
berta i jego poczynań jest zupełnie zrozumiała. Rezerwa i nieufność. To samo nastawienie cechowało niegdyś w ciągu wieków i musiało
cechować franciszkanów konwentualnych wobec nowych bernardynów,
bernardynów wobec nowych reformatów, reformatów
wobec
nowych
kapucynów. Dodajmy do tego jeszcze powtarzające się w dziejach tylu
zakonów pojawienie się zelantów pojedynczych lub też całych ich grup,
chcących gwałtownie ulepszać i poprawiać własny zakon, a kończących
często niechlubnie, a zrozumiemy stanowisko kapucynów i franciszka
nów wobec początków albertynów i twierdzenie tychże, że dla kapu
cynów byli „solą w oku“. Twierdzenie zresztą, moim zdaniem, przesadne
1 niesłuszne, bo wyraża także uznanie dla swojej własnej, wyższej do
skonałości. A le nawet wśród tak życzliwych albertynom bernardynów Na książkę tą składa się 25 rozdziałów, które można by sklasyfi
kować w następujący sposób: 1— 7, przed „nawróceniem"; 8— 12 szuka
nie drogi; 13— 25, „ojciec zadżumionych“ . Rozdziały są bez tytułów, ale
podają szczegółowo swą zawartość. Co prawda, zawartość ta podana jest
często według mody francuskiej dość enigmatycznie, choć poetycznie
i pięknie. Wcale obfita jest wykorzystana bibliografia (s. 287— 290), na którą
składają się nie wydane rękopisy samego Alberta, inne o nim, dalej
książki, broszury, dzienniki. W ydaje się jednak, że Autorka nie prze
prowadziła podziału tej bibliografii według ich wartości, ani krytyki
źródeł. Obok firm bardzo solidnych i znanych, spotykamy tam jednak
pozycje, które dają do myślenia. W idzimy tam nieprzeciętne powagi,
czy to stanowiskiem czy charakterem: rektor ks. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". P o święceniach R E C E N ZJE i S P R A W O Z D A N IA R E C E N ZJE i S P R A W O Z D A N IA 324 325 Pom ijam inne jeszcze drobne braki, bo wszystkie prawie sylwety
profesorów lubelskich wymagają małych retuszów i uzupełnień. daleko idąca ostrożność i czujność i nie wolno mu ufać a priori każdemu
zwierzeniu penitenta o jego niezwykłych przeżyciach. daleko idąca ostrożność i czujność i nie wolno mu ufać a priori każdemu
zwierzeniu penitenta o jego niezwykłych przeżyciach. p
y
g j
y
p
Dobrze by było, gdyby ks. Gryglewicz zajął się i opracował historię
nauki Pisma św. w dawnych seminariach duchownych w Polsce. Żmudna
co prawda, ale jakże wdzięczna
okazała by się tego rodzaju praca,
która byłaby wkładem poważnym do dziejów teologii polskiej. Nie w ydaje się także słusznym twierdzenie Autorki, że „od czasów
św. Franciszka z Asyżu rzadcy są święci, którzy osiągnęli taki stopień
równowagi" (267), jak właśnie br. Albert. Czyżby wolno było odmówić
wysokiego stopnia równowagi setkom kanonizowanych i niekanonizo-
wanych świętych, którzy wśród przeciętnych społeczeństw uchodzą za
niezrównoważonych właśnie dla tego, że są szaleńcami bożymi? T o za
leży od tego, co się rozumie w treści rzeczownika „równowaga". Wszak
nie brakło ludzi i to nie głupich, którzy przynajmniej początkowo w i
dzieli brak równowagi właśnie u br. Alberta. Ks. Alfons Schletz M a r i a W i n o w s k a , Frere Albert ou la Face aux outrages, Paryż,
ćd. La Colombe 1953, ss. 294, w tym 1 mapka + 15 ilustracji poza tekstem. Autorka wiana jest chlubnie i nie potrzebuje reklamy. Można się
cieszyć, że duchowa sylwetka br. Alberta Chmielowskiego została skre
ślona właśnie jej piórem. Skreślona z pietyzmem i miłością, która nie
rzadko przechodzi wręcz w entuzjazm. Praca jej należy do dziedziny
zarówno i przede wszystkim hagiografii, ale także i historii. Autorka
dobrze się orientuje w dziejach zewnętrznych życia Adama Chmielow
skiego. Porusza się swobodnie na terenie dogmatyki i mistyki i umie
jętnie wnika w jego życie wewnętrzne. Autorka jest ogółem surowa dla ówczesnego duchowieństwa krakow
skiego. Może poniekąd ma słuszność twierdzić, że ok. r. 1900 było tam
niewielu kapłanów, naprawdę uduchowionych (217). A le przecież bywał
tam o. Rafał Kalinowski, o. Marian Morawski, przejściowo bywał o. Henryk Jackowski, nie licząc zmarłego wcześniej
o. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Sopuszyński do Tykocina, zajm o
wał się tam pracą duszpasterską i uczył prawdopodobnie w seminarium
tykocanskim (1832— 33). W r. 1833 objął stanowisko profesora semina
rium duchownego w Poznaniu, gdzie po roku (18 V III 1834) zakończył
życie u. O
profesorze Pisma św. z lat 1846— 1848,
ks. Andrzeju
Dorobi
podał ks. Gryglewicz (s. 129— 130) uwagi, oparte na notatach jednego
z słuchaczy. W ten sposób odtworzył
autor w przybliżeniu wykłady
Dorobisa, autorów biblijnych, z których czerpał
i metodę nauczania. Ks. Dorobis należał wogóle obok księży Chmielewskiego, Malinowskiego
i Bołdoka do bardziej znanych profesorów lubelskich. Dorobis był dość
znaną postacią Kościoła polskiego w X IX stuleciu. Choć cenne i trafne
są uwagi o nim ks. Gryglewicza, można by jednak wspomnieć jeszcze
o innych placówkach i pracach ks. Dorobisa. W Lublinie wykładał Do
robis dwukrotnie: 1838— 1841 historię Kościoła i j. łaciński; 1844— 1847
Pismo św., teologię moralną i rubryki. Piastował nadto urząd dyrektora
kleryków. Potem został profesorem seminarium duchownego w W ło
cławku (1847— 1851), a stamtąd powołano go do Warszawy, gdzie wkrótce
objął urząd wizytatora misjonarzy polskich (1851— 1860). Jako w izy
tator wydał drukiem szereg listów okólnych do misjonarzy i sióstr m i
łosierdzia. Przygotował również
do druku i dwukrotnie powiększył
dzieło ks. Pawła Rzymskiego: Wykład obrzędów kościelnych (Warszawa
1857) i Cantionale Ecclesiasticum (Warszawa 1856). W rękopisie pozo
stały Dzieje Kościoła unickiego, wykorzystane przez ks. Likowskiego
przy pisaniu dzieła o unii. Dorobis wręczył też powracającemu z Rosji
przez Warszawę M gr Chigiemu memoriał o stanie zakonów w Polsce
(De institutis regularibus in Polonia). W latach 1860—63 spełniał Dorobis
funkcje asystenta domu św. Krzyża w Warszawie, a później wykładał
do r. 1867 w seminarium duchownym w Płocku. Po kasacie zgroma
dzenia poświęcił się pracy duszpasterskiej w diecezji płockiej, gdzie
w Zadusznikach rozpoczął budowę nowego kościoła. Ostatnie lata swego
życia przepędził w diecezji sejneńskiej, gdzie zmarł jako oficjał i prałat
archidiakon katedry w Sejnach w r. 1883 15. Na s. 124 pisze ks. Gryglewicz: „O ks. Janie Sopuszyńskim brak w ia
domości, poza podaną datą, kiedy wykładał Pismo św. i uczył śpiewu
w Seminarium Duchownym". Możemy skądinąd biograficzne dane o ks. Sopuszyńskim uzupełnić. Ur. 1805 r. w Raszynach, pow. Mława, wstąpił
w r. 1824 w Warszawie do Zgrom. Księży Misjonarzy. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Jednakowoż wiadomo każ
demu obeznanemu z życiem modlitwy, że u dusz nim żyjących, zakorze
nionych już w życiu modlitewnym, trwającym w modlitewnym zjed
noczeniu z Bogiem, wyrabia się i Irwale pozostaje szczególne, nowe in
tensywne nabożeństwo, skierowane formalnie do osoby Boga Ojca. Tego
Autorka nie uwypukliła ani w życiu samego br. Alberta, ani w trzech
rozdziałach (20— 22), poświęconych s. Bernardynie, pierwszej przełożo
nej generalnej ss. albertynek, a zawierających liczne jej wypowiedzi,
charakterystyczne dla jej życia wewnętrznego. Opierając się więc tylko
na wywodach Autorki, wnioskować by należało o braku tego nabożeń
stwa zarówno u br. Alberta, jak u s. Bernardyny. Autorka przyznaje, że do tragedii Chmielowskiego w Starej Wsi mamy
bardzo mało źródeł z pierwszej ręki. Pomimo tego w ydaje się, że po
trzebna by tu była diagnoza dokładniejsza, przynajmniej hipotetyczna. A mianowicie:
1. Przypuśćmy, że lekarze istotnie nie poznali się na
jego chorobie. To jednak nie wyklucza faktu, że casus Chmielowski —
zawsze według szczupłych danych, jakie posiadamy — doskonale m iejci
się w ramach psychiastenii i połączonych z nią potwornie męczących
skrupułów. 2. W Starej Wsi widzim y już dalszy rozwój choroby, która
zapowiada się przynajmniej na rok przedtem. Jest to melancholia, któ
rej symptomem są niektóre obrazy z tych właśnie lat. Mam na myśli
przede wszystkim dwa obrazy, oba z lat 1879— 1880, mianowicie „Szara
godzina** oraz „W e Włoszech**, zwany też „Mnich na cmentarzu**. Oba
te dzieła przypominają, żywo swym romantycznym smutkiem niektóre
tw ory Bocklina, jak
„Św ięty gaj“ ,
a
zwłaszcza „W yspę umarłych**
w kilku jej odmianach. Ów symptom, „ekspresję marzycielskiej melan
cholii... w okresie 1877— 1880“ zauważył trafnie świetny filozof i dobry
psycholog ks. rektor Konstanty Michalski, który też stwierdza, że póź
niej, tj. po wyzdrowieniu Chmielowskiego, znika w jego obrazach zu
pełnie owa poprzednia melancholia. (Por. M i c h a l s k i . K. ks.,
Brat
Albert, Kraków 1946, 127 oraz cytat za nim. 117 i 126, Katalog dra
J. S i e n k i e w i c z a , nr 15 i 16). Do jezuitów przychodzi więc Adam
Chmielowski w jesieni 1880 r. już w stanie równowagi niedoskonałej. 3. Dalszym czynnikiem, który tę niestałą, i niepewną równowagę silnie
podrywa, jest fizyczny skutek nagłego zaprzestania palenia i całkowi
tego wyrzeczenia się nikotyny. Wygląda to na poryw wielce szlachetny,
ale nieprzemyślany i nieroztropny. Gorzej, bo wygląda to na postano
wienie, zrobione bez zgody przełożonych. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Konstanty Michalska,
metropolita Szeptycki, kard. Dunajewski, biskup Nowak, o. Jan Paweł -
ski, ks. Czesław Lewandowski, Helena Modrzejewska, Zdzisław Dębicki,
brat Leon. Ale znajdziemy tam również wypowiedzi osób, których w ia-
rogodność winna być dopiero udowodniona a nie budzi zaufania. Z dru
giej jednak strony, nawet goście br. Alberta z Ogrzewalni mogą być
cennymi i wiarogodnymi świadkami, choć ich charakter ogółem zaufania
nie budzi. Przy całej wartości tej biografii br. Alberta nasuwają się jednak
przy jej czytaniu niektóre wątpliwości. Np. nie w ydaje się słusznym
potępienie tego, że spotykały się z nieufnością w Polsce pod koniec
ubiegłego stulecia drogi „niezwykłe" w życiu duchownym (80). Wszak
w tej dziedzinie obowiązuje każdego roztropnego kierownika sumienia R E C E N ZJE i S P R A W O Z D A N IA RE C E N ZJE 1 S P R A W O Z D A N IA 326 327 notuje Autorka z krytyką, (206) niezadowolenie pewnego niewymienio-
nego bernardyna, gdy mu na Kalatówkach podano śniadanie, jak jed
nemu z „opuchlaków". Sądzę, że ów bernardyn miał w zasadzie słuszność;
wszak odbył długą, nużącą wędrówkę na Kalatówki nie jako turysta,
nie w odwiedziny, jak tylu pożądanych i niepożądanych gości, lecz po to,
aby tam braciom czy siostrom odprawić mszę św., zapewne na ich w y
raźne życzenie czy prośbę. wych skrupułów, pewności potępienia i, jak się wydaje, nie znajduje
nikogo, któryby go zrozumiał i zastosował jedyne w tym stanie celowe
lekarstwo duchowe: całkowitą, ślepą ufność w Bogu (79). Przeciwnie,
po niewymienionych „ekstrawagancjach** Chmielowskiego, jezuici „szyb-
ko*- uznają, że popadł on w rodzaj aberratio mentis, żegnają go i skie
rowują nawet do domu zdrowia (80 n). Psychiatrzy nie umieją się poznać
na jego chorobie, zabiera go do siebie jego brat Stanisław Chmielowski
(81) i „uzdrowienie** ma miejsce u tamtejszego proboszcza, ks. Pogo
rzelskiego w Szarogrodzie (85). Autorka wstawia uwagę, że casus Chmie
lowski nie jest typem spotykanym w książkach duchownych (79). Obok twierdzeń, które uważam za wątpliwe, są jeszcze, nie liczne
co prawda, ale poważniejsze niedomówienia, które trzeba uważać za
braki. Możnaby je pominąć w dziele czysto historycznym, kronice czy
syntezie, ale są one niewątpliwie brakami w dziele hagiograficznym. Autorka ogółem stara się wejść w miarę możności w sanctuarium su
mienia br. Alberta i to z subtelnym umiarem, z delikatnością dykto
waną zrozumiałym i należytym szacunkiem wobec zagadnień i przeżyć,
rozgrywających się pomiędzy duszą i Bogiem. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Wszak jego przełożony, to
„rozumny i dobry psycholog** (73); w ięc wątpić wolno, czy ten dobry
psycholog był by się zgodził bez zastrzeżeń na tak ryzykowne posta
nowienie nowicjusza. Z drugiej zaś strony wiemy, że Adam miał bo
lesne doświadczenia z kierownikami sumienia, „lękliw ym i lub ieno-
rantami, którzy krępują duszę,
zamiast
pozostawić
ją
kierownictwu
Ducha** (121). Nasuwa się więc domniemanie, że Adam Chmielowski,
nauczany ujemnym doświadczeniem, nie przedłożył przełożonemu do Drugim poważnym brakiem jest m. zd. tylko ułamkowe wyjaśnie
nie wewnętrznej, a w swoich skutkach także zewnętrznej tragedii A da
ma Chmielowskiego w nowicjacie jezuitów w Starej Wsi, 1880— 1881. Pociąga ono za sobą lekki, lecz wyraźnie dostrzegalny krytycyzm Autorki
w stosunku do tamtejszych jezuitów. Oto krótki przebieg według opisu
Autorki: Adam Chmielowski wstępuje 24 9 1880 do nowicjatu w Sta
rej Wsi za rektoratu o. Kacpra Szczepkowskiego. Magister nowicjuszów,
„rozumny i dobry psycholog" (73), o. Wojciech Baudiss nie zakazuje
mu malarstwa. Adam rozpoczyna 30-dniowe rekolekcje i postanawia
zerwać z paleniem papierosów, co jak wiadomo, może u namiętnych pa
laczy wywołać zaburzenia nerwowe. Pewnego dnia znajduje niedopałek,
nie umie się opanować i wypala go, a następnie popada w prawdziwą
burzę wyrzutów sumienia, że nie dotrzymał postanowienia. Autorka zu
pełnie słusznie podkreśla, że to cierpiała przede wszystkim jego miłość
własna, że nie dotrzymał słowa, czego sam nie dostrzegł, a co powinien
był dostrzec jego kierownik sumienia (78). Dołącza się do tego, zgodnie
z programem pierwszego tygodnia ćwiczeń duchownych św. Ignacego,
nakaz rozmyślania o grzechu, sprawiedliwości bożej, śmierci, „dla niego,
który już nie potrafi rozmyślać** (79). Adam staje się ofiarą straszli R E C EN ZJE i S P R A W O Z D A N IA 328 RE C E N ZJE i S P R A W O Z D A N IA 329 Jeszcze inna refleksja: zakony pustelnicze, zwł. kartuzi, znają w y
padki z nowicjuszami, które też ,.nie są notowane w książkach du
chownych", mianowicie usposobienia, które psychicznie nie znoszą sa
motności, życia pustelniczego. Charaktery bardzo szlachetne, ale któ
rym ścisłe przestrzeganie reguły pustelniczej grozi chorobą umysłową
i to pomimo własnego pociągu do tego życia. Czy dla tego Chmielowski
nie wstąpił do kamedulów, swoich przyjaciół? Czy dlatego nie poszedł
za pierwotną zachętą o. Rafała Kalinowskiego? Czy dla tego o. K a li
nowski pisze mu później, że dusza żyw i się jedynie w samotności, więc
doradza mu, aby przynajmniej brał „kąpiele pustelni"? (123). T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Za tą
radą br. Albert szedł sam, stosował ją wobec swych braci i sióstr, aby
ich ustrzec od „największego niebezpieczeństwa apostolatu, jakim jest
aktywizm " (188). Aby mogli się wzorować na św. Bernardzie, którego
Autorka słusznie przytacza, który nauczył się „plus in silvis quam in
libris" (238), ale i na nim samym: na artyście, którego oglądanie cudów
przyrody prowadzi do kontemplacji Stwórcy. aprobaty swego postanowienia zerwania nagłego a zupełnego z niko
tyną. 4. Wypalony łakomie niedopałek sprowadza burzę wyrzutów su
mienia, a nie widać żadnego przełożonego, ani kierownika sumienia, który
by wkroczył jako lekarz, chociażby za pomocą energicznego złajania
miłości własnej nowicjusza. Znów się nasuwa podejrzenie, że Adam
nie otworzył się całkiem szczerze swemu mistrzowi nowicjuszów czy
też kierownikowi sumienia. 5. Szczytowe nasilenie i pokusy rozpaczy
przychodzą u niego w pierwszym tygodniu wielkich rekolekcji, jako
znany objaw na pewnym wyższym szczeblu życia wewnętrznego. Ze
swymi skrupułami nie umie sobie poradzić, a pokusy rozpaczy dopro
wadzają go do jakichś dziwactw, a następnie do choroby, którą jezuici
..pośpiesznie" zakwalifikowali jako rodzaj aberratio mentis. Dodać należy,
że nie wiemy, czy Chmielowski pozwalał sobie samowolnie na dodat
kowe umartwienia cielesne, które również mogły ujemnie wpływać na
jego stan zdrowotny. 6. Że diagnoza jezuitów była słuszna, na to wska
zuje fotografia Adama Chmielowskiego, po jego wyjściu ze Starej Wsi. Robi na niej wrażenie człowieka wycieńczonego fizycznie, ale i psy
chicznie, a nawet niezupełnie normalnego umysłowo. 7. Że
sam
br. Albert uznawał tę diagnozę ale i terapię jezuitów za słuszną, tego daje
sam dowód, a mianowicie: 1) darzy nadal stale jezuitów zaufaniem,
a jezuici stale wspomagają swego eksnowicjusza
(238). Jego zaufanie
nie musi być jedynie przejawem tego, że nie ma do nich żadnego żalu
(93). 2) Br Albert sam stosuje do s. Bernardyny, pierwszej przełożonej
ss. albertynek, na jej skrupuły i pokusy potępienia analogiczną receptę,
tj. ufność w Bogu ale i lekarza: „Zamiast zanudzać swego spowiednika
idź zobaczyć się z dr. Sawickim; ten ci da trochę waleriany i każe ci
dobrze się wyspać" (79). Zresztą to stara recepta, znana bez wym ienia
nia waleriany od wieków i kartuzom, i św. Teresie i tylu innym. Tak
mi wygląda założenie, rozwój i koniec tragedii br. Alberta w Starej
Wsi; jest to oczywiście jedynie hipoteza, bo z powodu braku dokład
niejszych źródeł, nie ma też zupełnie pewnych niektórych podstaw. Jeszcze jeden brak: Autorka nie uwypukliła stosunku br. Alberta
do krakowskiego księcia biskupa, kardynała Puzyny. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". RE C EN ZJE i S P R A W O Z D A N IA R E C E N ZJE i S P R A W O Z D A N IA 331 330 ku 1916 zwykłym pociągiem osobowym nie trzy (279), lecz przynajmniej
S l/i godzin. . ku 1916 zwykłym pociągiem osobowym nie trzy (279), lecz przynajmniej
S l/i godzin. . 142), lecz w r. 1889 otrzymał od Austrii dla siebie i swoich następców
na stolicy krakowskiej tytuł książęcy. Przy wszystkich jego niezaprze
czonych zaletach
i zasługach trudno mu jednak przypisać „dobroć
anielską" (156). Chociażby w świetle jego zatargu z krakowskimi m isjo
narzami i decyzji odebrania im rzekomo prawnie fundacji bpa Sza
niawskiego, a nadanie jej zmartwychwstańcom, którym kard. Dunajewski
zawdzięczał w bardzo znacznej mierze swoje biskupstwo. Jak wiadomo,
proces ten z misjonarzami kuria krakowska przegrała, ale przy tym
zaginął oryginalny przywilej fundacyjny bpa Szaniawskiego dla m i
sjonarzy... 3. Inne. — Cenzura wojenna austriacka (284) nie mogła być groź
dla
nekrologów br. Alberta w r. 1916; przeciwnie, dla byłego pow
stańca przeciwko Rosji mogła być tylko bardziej względna i to jeszcze
po ogłoszonym przez państwa centralne utworzeniu polskiego niepo
dległego królestwa. — Nie jest ścisłym, że br. Albert „odgadł" społeczną
rolę muzyki (141). To nie był jego wynalazek. Taką je] wartość znano
i stosowano znacznie wcześniej, a w pracy misyjnej stosowali ją, jak
wiadomo, ze świetnym wynikiem jezuici w Redukcjach paragwajskich. —
W okolicach Ołomuńca nie mógł istnieć w r. 1863/4 proboszcz „cze-
chosłowacki", lecz był to Morawianin (16). — Rysie nie istniały już
wówczas w lasach Werchraty, a w ilki latem tam nie tylko nie napa
dały ludzi (191), ale i nie bywały. j
y
—
Książe biskup krakowski Sapieha nie był arcybiskupem w l
tach 1914— 1926 (241, 275, 280). Narracja Autorki jest prawdziwa je
dynie sensu diviso, nie zaś sensu composito. Ok. r. 1900 Kraków nie
był jeszcze arcybiskupstwem (217), ani też późniejszy książę metropolita
i kardynał Sapieha nie był tam wtedy jeszcze ordynariuszem, a objął
diecezję osobiście dopiero w r. 1912. — Bp Nowak nie był krakowskim
koadiutorem (275, 285), lecz biskupem pomocniczym, vulgo sufraganem,
a później bpem przemyskim. Analogicznie bp Czesław Sokołowski nie
był
koadiutorem,
lecz biskupem pomocniczym siedleckim (112, 290),
a później nominatem sandomierskim. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". — Siemieńscy Lucjan i jego córki
Klementyna Chojecka, karmelitanka Małgorzata Teresa l Lucyna W il
czyńska nie mają rezydencji w Chorostkowie (27n, mylnie pisane Chro-
rostków). Mieszka tam wówczas Wilhelm Siemieński, który nie jest
krewnym poprzednich. Dodać można, że do czasu pierwszej w ojny świa
towej i jej zniszczeń istniał tam nieznany dzisiaj obraz pędzla Adama
Chmielowskiego. — Nie nazwany szantażysta, który dokuczał br. A l
bertowi, nazywał się Emil Doberschiitz, nie był ani włóczęgą, ani no
torycznym bandytą (175), lecz „człowiekiem interesów". Nie był are
sztowany, lecz na podstawie ówczesnych wojennych zarządzeń wysie
dlony przymusowo z zaboru austriackiego, jako „lastiger Auslander",
do swej rodzinnej Bydgoszczy, wówczas pod zaborem pruskim. Uzyskał
to wysiedlenie nie nazwany w książce kapłan, mianowicie znany dzia
łacz na Śląsku i w Brazylii, misjonarz ks. Jan Rzymełka, wówczas kie
rownik zakładu ks. Siemaszki w Krakowie. Do niego zwracał się br. Albert z wyrzutem: „Zgubiłeś duszę!" Frere Albert jest biografią, nie zaś systematycznym wydaniem jego
doktryny. A była by to rzecz pożyteczna, dla Polaka pociągająca, dla
obcych pouczająca i budująca. Wiadomo zaś, jak mało wiedzą oni o pol
skim dorobku świętości w Kościele. Np. jak szeroko znanym jest opie
kun trędowatych o. Damian, jak mało nasz o. Jan Beyzym. Dlatego
też książka Winowskiej ma
taką
wartość
uświadamiającą. Pomimo
chronologicznego układu strona ascezy i mistyki udała się doskonale. A le trzeba te zagadnienia wyłaniać, trzeba zapatrywania, nauki, prze
życia br. Alberta wyszukiwać. A nie jest to rzeczą łatwą, bo spis rze-
rzy jest dokładny, ale na modę francuską poetycki nie oddający treści. Temu zaradził by nieprzewidziany niestety przez wydawców dobry sko
rowidz rzeczowy. A jest tam istotnie bardzo dużo zapatrywań, wska
zówek, rad i nauk br. Alberta, mających trwałą wartość dla szerokich
sfer katolickich, nie tylko dla jego własnego Zgromadzenia. Oto kilka
przykładów. Codzienna komunia św. jako lekarstwo duszy, i to na tyle
lat przed dekretem Piusa X (85n); uświęcenie człowieka przez pracę
(145); klasyczne „porzucanie Boga dla Boga (215, 229), jeśli tego wymaga
•obowiązek, tak zgodne z duchowością kartuzów, a za nimi Ignacego
Loyoli. Klasyczne zachowanie się brata misjonarza Marcina Kudełki
czy też ss. albertynek wobec ekstaz br. Alberta, czekających „aż mu to
przejdzie" (159n), żywo) przypominających (tłumaczenie przerażonemu
świadkowi lewitację m. M arceliny Darowskiej przez konwerskę s. T e
resę Ciszkiewicz, jako „taki rodzaj m odlitwy". Klasyczna przestroga br. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Jego pontyfikat
trwał 15 lat (1894— 1911). Puzyna nie był biskupem słomianym, a nadto
był tercjarzem franciszkańskim, swoje obowiązki terjarskie brał bardzo
poważnie, więc choćby z tych dwóch przyczyn musiał się interesować
żywo albertynami. Ich cel i praca musiały go
też bardzo obchodzić
z pobudek duszpasterskich, które, jak wiadomo, były naczelną troską
kardynała Puzyny. Oprócz niektórych braków istnieją w pracy Marii Winowskiej także
nieścisłości, wzgl. pomyłki. Dla duchowej sylwetki br. Alberta są one
obojętne. Tym bardziej są obojętne dla czytelnika nie Polaka i poza
Polską. Jednakowoż żywot br. Alberta, choć należy przede wszystkim
dc hagiografii, nie zwalnia od ścisłości historycznej, pomimo że licentia
poetica może sobie dużo pozwolić. Oto kilka przykładów: 1. Osoby. — Ks. Czesław Lewandowski, cytowany bardzo częst
otrzymuje chyba stale mylny tytuł „pere" = ojciec. Był on jednak m i
sjonarzem (Lazarystą), a ci są Zgromadzeniem kapłanów świeckich i nie
używają tytułu „ojciec", lecz „Monsieur". Możnaby poniekąd uspra
wiedliwić tytułowanie go ojcem tym, że przez długie lata był ojcem du
chownym alumnów krakowskiego seminarium diecezjalnego. — Zało
życiel
zrazu
schroniska,
później
dużych
zakładów wychowawczych
w Krakowie i Czernej, misjonarz, nazywa się Siemaszko (Kazimierz,
1 1904), nie zaś Siemiaszko (97). — Jezuita, misjonarz wśród unitów
na Podlasiu, przyjaciel i powiernik br. Alberta, nazywa się Pydynkow-
ski, nie Pydynkiewicz (92). — Łucja Dębicka, której t>r. Albert jako
dziecku przepowiedział godność królewską (265), siostra Celiny Bzow
skiej, nie była nigdy karmelitanką, ale żyje dotąd jako niepokalanka. —
Kard. Dunajewski nigdy nie był arcybiskupem ani metropolitą (120, 135, A le na marginesie tych ciężkich przeżyć br. Alberta nasuwają się
pewne refleksje i analogie z przeżyciami św. Ignacego Loyoli. Wiadomo,
że Ignacy również cierpiał od straszliwych skrupułów, na które żaden
z jego ówczesnych spowiedników nie umiał znaleźć skutecznego lekar
stwa. Że, nie wiedząc jeszcze wówczas, czym jest roztropność i umiar,
nadużywał praktyk pokutnych fizycznych, co w sumie doprowadziło
do ciężkiej choroby. Z drugiej zaś strony, właśnie przykład Ignacego,
poświęcanie się tego hiszpańskiego arystokraty służbie nędzarzy, prze
bywanie stale w ich odrażającym towarzystwie, przezwyciężanie natu
ralnego wstrętu do brudu fizycznego i moralnego, do robactwa i cho
rób, a nadprzyrodzona miłość do Chrystusa w osobie nędzarza, to mo
gło stać się już wówczas w Starej Wsi podnietą d® późniejszego po
wołania br. Alberta. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Nie odpowiada też za liczne błędy francuskie ortogra
ficzne i opuszczenia, które nieraz zniekształcają znaczenie zdania. Jest
to wina wydawnictwa La Colombe. Niemniej dzięki Autorce br. Albert
przestaje być ukrytą wartością. Należy wyrazić życzenie, aby książka
ta ukazała się niebawem również w naszym języku, dla naszych szero
kich sfer. A le po uwzględnieniu wymienionych powyżej postulatów. Podział materiału maryjnego został ujęty według wskazań znanych
i
cenionych w świecie katolickim mariologów Roschini’ego i Be
Szkoda tylko, że autorzy bibliografii, wprowadzając porządek i podział
rzeczowy i bardziej teologiczny, nie wprowadzili wyraźnego oddzielenia
materiału mariologicznego, tj. ściśle naukowego, od bogatego materiału
naukowo-popularnego wzgl. całkowicie popularnego. Sądzę, że można
było łatwo, przynajmniej odpowiednimi znakami wydzielić materiał dla
teologów-mariologów czyli bibliografię mariologiczną, od materiału nie
naukowego czyli od bibliografii maryjnej. Pewnie, że wygląda to może
bardziej imponująco w tej formie, bo wydzielony materiał ściśle nau
kowy, przedstawiałby się raczej skromnie. Nie posiadamy przecież roz
praw i artykułów mariologicznych na miarę taką, jaką widzim y w in
nych krajach, zwłaszcza w ostatnich latach. Ks. Zdzisław Obertyński Z. S z o s t k i e w i c z — S. W e s o ł y , Bibliographia Mariana Polo-
norum ab anno 1903 ad annum 1955 — Polska Bibliografia Maryjna od
roku 1903 do 1955, Ed. „Marianum“, Roma 1955, s. V, 76. W pracy naukowej i korzystaniu z wydanych druków i książek wiele
pomaga dobrze opracowana w danym dziale nauki bibliografia. Tak
jak inne gałęzie wiedzy, tak też i teologia a w teologii jej dział m a-
riologia posiadają każda swoją bibliografię. W mariologii trzeba w y
różnić opracowania w skali ogólnoświatowej od opracowań bibliogra
ficznych krajowych wzgl. o bardziej
zacieśnionym zakresie jak np. bibliografie zakonne. Myśl wydania takiej bibliografii nurtowała w wielu umysłach teolo
gów polskich. Co więcej w ostatnich latach, zwłaszcza z okazji 100-lecia
ogłoszenia dogmatu Niepokalanego Poczęcia przystąpiono do jej reali
zacji '). Polska bibliografia maryjna winna być wydaną raczej w kraju,
w Polsce, aby była łatwo dostępną dla ogółu wiernych a zwłaszcza dla
kapłanów i teologów. Dlatego starania i wysiłki podjęte w kraju winny
być podtrzymane i doprowadzone do pomyślnego końca, jakim jest w y
danie kompletnej polskiej bibliografii maryjnej i m ariologicznej!), Do r. 1905 Polska nauka teologiczna nie posiadała swojej krajow ej
bibliografii maryjnej. Dopiero rocznica dogmatu Niepokalanego Poczę
cia (50-lecie) i z nią związane uroczystości w naszym kraju, przyniosły
jakby w darze, wydanie polskiej bibliografii maryjnej. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Alberta dla dewotek, że w godzinę śmierci mogą się spostrzec, iż na
leżały nie do Boga, lecz do spowiednika (191); przestroga tak świetnie
idąca po linii nauk i rad św. Teresy W ielkiej, św. Franciszka Salezego,
kardynała Lavigerie, o. Honorata, m. Marceliny Darowskiej. Klasyczne
i niezawodne stwierdzanie przez mistyka prawdziwego uobecniania się
Boga w jego duszy (221). Klasyczne stwierdzenie konieczności rozrywki
■czy pracy fizycznej jako psychicznego odprężenia w kontemplacji (229), 2. Miejscowości. — Narol nie leży na Podolu (209, 213), nie ma tam
ani crarnoziemu (213), ani stepu (229), lecz gleba piaszczysta i lasy. —
Horyniec nie jest słynnym miejscem pielgrzymkowym (210). Chociaż
tamtejsza, zbudowana w lesie kapliczka św. Antoniego, wewnątrz której
bije obfite źródło, otwarta dzień i noc, jest stale otoczona pieczołowitą
czcią, miłością i troską ludności. — Poturzyce (27), nazywa się Potu-
rzyca i nie leży na Podolu. — W Zarzeczu byli Dzieduszyccy, nie Sie
mieńscy (46). — Podróż koleją z Zakopanego do Krakowa trwała w ro 2. Miejscowości. — Narol nie leży na Podolu (209, 213), nie ma ta
ani crarnoziemu (213), ani stepu (229), lecz gleba piaszczysta i lasy. —
Horyniec nie jest słynnym miejscem pielgrzymkowym (210). Chociaż
tamtejsza, zbudowana w lesie kapliczka św. Antoniego, wewnątrz której
bije obfite źródło, otwarta dzień i noc, jest stale otoczona pieczołowitą
czcią, miłością i troską ludności. — Poturzyce (27), nazywa się Potu-
rzyca i nie leży na Podolu. — W Zarzeczu byli Dzieduszyccy, nie Sie
mieńscy (46). — Podróż koleją z Zakopanego do Krakowa trwała w ro R E C EN ZJE i S P R A W O Z D A N IA RE C E N ZJE i S P R A W O Z D A N IA 332 333 rzeczy bezwględnie wymaganej u kartuzów. Klasyczna zasada, że n ie
wystarcza samo głoszenie ewangelii, lecz życie nią (258). rzeczy bezwględnie wymaganej u kartuzów. Klasyczna zasada, że n ie
wystarcza samo głoszenie ewangelii, lecz życie nią (258). stawiony w porządku chronologiczno-alfabetycznym. Schemat podziału
rzeczowego polskiej bibliografii maryjnej, wydanej w Rzymie, jest bar
dziej przejrzysty i praktyczny. Pozycję tę należy witać z radością, jako
ważny przyczynek dla polskiej mariologii. stawiony w porządku chronologiczno-alfabetycznym. Schemat podziału
rzeczowego polskiej bibliografii maryjnej, wydanej w Rzymie, jest bar
dziej przejrzysty i praktyczny. Pozycję tę należy witać z radością, jako
ważny przyczynek dla polskiej mariologii. Autorka nie odpowiada za brzydkie wydanie, ani za ortografię pol
ską i niemiecką. y
! Za pośrednictwem o. Przeora ze Skałki i dzięki życzliwości o. Syk
stusa Szafrańca dowiedziałem się, że najwięcej materiałów do wydania
bibliografii m aryjnej zgromadził p. B. Zynda. 1 Myśl opracowania bibliografii maryjnej zajęła umysły starszych
i młodszych. Mam na myśli profesorów teologii i studentów. O ile mi
wiadomo, zbieraniem materiału do wydania bibliografii maryjnej zajęli
się: Seminarium krakowskie pod kierunkiem ks. K. Smoleńskiego, oo.
paulini w Częstochowie, zwłaszcza o. Damian Nowak i o. Sykstus Sza-
franiec (głównie bibliografią dotyczącą Jasnej Góry) i wreszcie p. Bo
lesław Zynda. 1 Myśl opracowania bibliografii maryjnej zajęła umysły starszych
i młodszych. Mam na myśli profesorów teologii i studentów. O ile mi
wiadomo, zbieraniem materiału do wydania bibliografii maryjnej zajęli
się: Seminarium krakowskie pod kierunkiem ks. K. Smoleńskiego, oo.
paulini w Częstochowie, zwłaszcza o. Damian Nowak i o. Sykstus Sza-
franiec (głównie bibliografią dotyczącą Jasnej Góry) i wreszcie p. Bo
lesław Zynda.
! Za pośrednictwem o. Przeora ze Skałki i dzięki życzliwości o. Syk
stusa Szafrańca dowiedziałem się, że najwięcej materiałów do wydania
bibliografii m aryjnej zgromadził p. B. Zynda. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Autorzy zdają sobie
z tego
sprawę, że
ich
dzieło nie jest wyczerpującym zestawieniem
wszystkich druków polskich o Maryi. Mimo braków, można jednak ta
dziełko uważać za dość udaną i pożyteczną próbę bibliografii m aryjnej,
po której czetkamy na coś doskonalszego w kraju. Dla uzupełnienia bi
bliografii nie zamierzam podawać wszystkich pominiętych pozycji, które
liczą się na setki. Przecież autorzy bibliografii, jak sami podają, oparli
się tylko na niektórych źródłach im dostępnych, zwłaszcza na urzędo
wych bibliografiach polskich i na rocznikach bibliograficznych, które
okazały się mało dokładnymi oraz na dwóch czasopismach: Ateneum
Kapłańskim i Przeglądzie Powszechnym. A to za mało. W iele artykułów
jest rozrzuconych w różnych czasopismach. Są one nieraz drobne, ale
wartościowe dla całości mariologii polskiej. Przy tym zaznaczyć należy,
że i te dwa poważne czasopisma: Ateneum Kapłańskie i Przegląd P o
wszechny nie są dokładnie wykorzystane. Oto niektóre braki i opusz
czenia np. ks. Tad. Karyłowskiego, Stabat Mater, Przegl. Powsz. 159
(1923) 236— 251; ks. H. Cichowskiego, Nestorianizm i sob. efeski, Przegl. Powsz. 189 (1931) 155— 172; ks. Charszewskiego (recenzja maryjna), A te
neum Kapł. 26 (.1930) 312— 322. Do opuszczonych druków wyżej wspomnianych można dołączyć sze
reg dzieł maryjnych o charakterze raczej popularnym. N ie mniej jednak
są to prace pożyteczne. Oto między innymi: ks. Wł. Kuc, Trium f M iry i
Królow ej Różańca św., Bochnia 1934, s. 101; O. H. Petitot, Objaw en.e-
Najśw. Maryi Pa/nny w Lourdes św. Bernadecie, Kraków 1935 s. 103;
ks. M. Meschler, Najśw. Panna je j cnotliwe życie i błogosławiona śmierć. Tłum. z niem. Ad. Kuleszo, Wilno 1935, s. 152; ks. Wł. Smolarkiewicz,
Sw.ęty rok Maryi. Nabożeństwo maryjne, b. m. w. 1937, s. 224; ks. J. Cyrek, Ślubowanie jasnogórskie, Kraków 1936, s. 32; ks. J. Szczepański,
Zjaw ienie się M atki Bożej na Górze Sałetyńskiej, Dębowiec 1936, s 59;
ks. St. Kuczyński, Najśw. Panna z Lourdes, Warszawa 1905, s. 99. Na ten
sam temat opuszczono dziełko pt.: Lourdes, Kraków-Kleparz 1925, s. 242;
A licja Byszewska, Cudowne Objawienie Matki Boskiej w Lourdes, b. m. w. 1933, s. 30. Do liczby pominiętych w bibliografii a tylko popularnych
broszur i dzieł o M aryi należy dołączyć: Ed. Paszkowskiego, Doi
osa,
Warszawa 1905, s. 136; O. St. Cz. Mączki, Co nam mówią obrazy M ryi,
Lw ów 1934, s. 41; Wł. Bełzy, Królow a Korony Polskiej. Żywot Najśw-
M aryi Panny, Matki Chrystusa Pana, Lw ów 1906, s. 88; K. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Dla upamiętnie
nia mianowicie uroczystego jubileuszu wydano (Lw ów
1905) dwuto
mową „Księgę Mariańską", która oprócz szeregu różnych artykułów, po
święconych czci N. M. Panny w Polsce, przyniosła nam w drugiej swej
części polską bibliografię maryjną pt.: Polska bibliografia maryjna od
wynalezienia sztuki drukarskiej do roku 1902, w opracowaniu prof. W. Bruchnalskiego. Bibliografia
maryjna
Szostkiewicza-Wesołego
jest
wartościowym
wkładem w literaturę teologiczno-maryjną polską. Nie mniej jednak
trzeba przy wielkim uznaniu dla pracy i trudu, jakie włożono w jej
"wydanie, zaznaczyć, że posiada braki i że nie jest pełnym wyrazem m y
śli mariologicznej a tym bardziej myśli maryjnej w ogóle. Zebrano
dużo, bo aż 1210 pozycji maryjnych. Autorzy zebrali mnóstwo pozycji
•w
postaci
książek,
broszur,
artykułów,
recenzji,
wydawanych
tak
w kraju, jak i za granicą. Co więcej, bibliografia ta obejmuje liczne
druki wydane przez Polaków za granicą w obcych językach. Od r. 1903 wydawano jednak i pisano w dalszym ciągu różne rozr-
prawy, dzieła, broszury, artykuły o Matce Bożej. Jednym słowem litera
tura maryjna nieustannie wzbogacała się nowymi pozycjami. A kiedy
Polska doczekała 100-lecia dogmatu Niepokalanego Poczęcia, powstała
znów piękna myśl zebrania w jednym dziełku bibliograficznym dorobku
maryjnego, minionego, ostatniego 50-lecia, aby kontynuować rozpoczętą
przez prof. Bruchnalskiego pracę. Myśl taka powstała i została zamie
niona w czyn przez członków Sodalicji Mariańskiej, istniejącej przy
Papieskim Kolegium Polskim w Rzymie. I oto posiadamy nowowydaną
za granicą polską bibliografię maryjną, która aczkolwiek jest konty
nuacją poprzedniej, jest jednak odmiennym sposobem ułożona. Materiał
bowiem bibliograficzny został tu zebrany i ułożony według zagadnień
rzeczowo uporządkowanych, a nie, jak u Bruchnalskiego, gdzie jest ze- Bibliografia o której piszemy, nie jest jednak pełnym wyrazem tego, RE C E N Z JE i S P R A W O Z D A N IA RE C EN ZJE i S P R A W O Z D A N IA 334 kult na tle życia religijnego w dawnej Bochni, Bochnia 1934 s. 128; ks. Ign. Charszewski, Kościół i obraz M atki Boskiej w Żurom inie, Kielce
1904, s. 36; ks. J. Midura, Dzieje obrazu M atki Boskiej w Zawadzie k Dę
bicy, Kraków 1935 s. 202; ks. M. Jastrzębiec, W obronie czci Jasn^góryy
Poznań 1911 i 1912 s. 6 nlb. 191; ks. Fr. Smagliński, Cudowny obraz
M atki Boskiej Byszewskiej, Toruń 1937, s. 75; Fr. Mączyński, K ściół
Najśw. M aryi Panny w Krakowie, Kraków 1938, s. 127; ks. A. J. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Zło
towski, F.gura łaskami słynąca M atki Boskiej i kościół sejneński, b. m. w. 1938, s. 90; Tadeusz Dobrowolski i Edward Szramek, Obraz M atki
Boskiej Piekarskiej w Opolu. Roczniki Tow. Przyj. Nauk. na Śląsku. T. VI. Katowice 1938, s. 522; Wł. Horbacki, Kościół Mariacki, Kraków
1948, s. 111, 1 nlb. kult na tle życia religijnego w dawnej Bochni, Bochnia 1934 s. 128; ks. Ign. Charszewski, Kościół i obraz M atki Boskiej w Żurom inie, Kielce
1904, s. 36; ks. J. Midura, Dzieje obrazu M atki Boskiej w Zawadzie k Dę
bicy, Kraków 1935 s. 202; ks. M. Jastrzębiec, W obronie czci Jasn^góryy
Poznań 1911 i 1912 s. 6 nlb. 191; ks. Fr. Smagliński, Cudowny obraz
M atki Boskiej Byszewskiej, Toruń 1937, s. 75; Fr. Mączyński, K ściół
Najśw. M aryi Panny w Krakowie, Kraków 1938, s. 127; ks. A. J. Zło
towski, F.gura łaskami słynąca M atki Boskiej i kościół sejneński, b. m. w. 1938, s. 90; Tadeusz Dobrowolski i Edward Szramek, Obraz M atki
Boskiej Piekarskiej w Opolu. Roczniki Tow. Przyj. Nauk. na Śląsku. T. VI. Katowice 1938, s. 522; Wł. Horbacki, Kościół Mariacki, Kraków
1948, s. 111, 1 nlb. co wydrukowano o Maryi w ostatnim 50-leciu. Autorzy zdają sobie
z tego
sprawę, że
ich
dzieło nie jest wyczerpującym zestawieniem
wszystkich druków polskich o Maryi. Mimo braków, można jednak ta
dziełko uważać za dość udaną i pożyteczną próbę bibliografii m aryjnej,
po której czetkamy na coś doskonalszego w kraju. Dla uzupełnienia bi
bliografii nie zamierzam podawać wszystkich pominiętych pozycji, które
liczą się na setki. Przecież autorzy bibliografii, jak sami podają, oparli
się tylko na niektórych źródłach im dostępnych, zwłaszcza na urzędo
wych bibliografiach polskich i na rocznikach bibliograficznych, które
okazały się mało dokładnymi oraz na dwóch czasopismach: Ateneum
Kapłańskim i Przeglądzie Powszechnym. A to za mało. W iele artykułów
jest rozrzuconych w różnych czasopismach. Są one nieraz drobne, ale
wartościowe dla całości mariologii polskiej. Przy tym zaznaczyć należy,
że i te dwa poważne czasopisma: Ateneum Kapłańskie i Przegląd P o
wszechny nie są dokładnie wykorzystane. Oto niektóre braki i opusz
czenia np. ks. Tad. Karyłowskiego, Stabat Mater, Przegl. Powsz. 159
(1923) 236— 251; ks. H. Cichowskiego, Nestorianizm i sob. efeski, Przegl. Powsz. 189 (1931) 155— 172; ks. Charszewskiego (recenzja maryjna), A te
neum Kapł. 26 (.1930) 312— 322. co wydrukowano o Maryi w ostatnim 50-leciu. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Żulińskiej,
Królow a Korony Polskiej, Lw ów 1906, s. 78; o. Lud. Perroy S. J., Ifajśw. Panna wzorem pokory i cichości. Przekł. z franc. Kraków 1934, s. 230. Z książek maryjnych ks. Majewskiego opuszczono trzy pożyteczne, mia
nowicie: Orędowniczko nasza w życiu i przy śmierci, Warszawa 1935,
s. 128; Matka łaski Bożej, Warszawa 1936, s. 177; Przyczyna naszej ra
dości, Warszawa 1938, s. 145. Nie ma też wzmianki o wydanym dziele
o teologu i poecie: St. Sarbiewski M. C. S. J. Poloni poemata omnia. Sta-
raviesiae 1911 s. L X IV + 624. Opuszczono niektóre druki wydawnictw dokumentów papieskich, do
tyczące N. M. Panny, ogłoszone w języku polskim, w ostatnim 50-leciu,
a szczególnie ważne dla polskiej mariologii i jej rozwoju. Pod nr 61— 64
w Bibliografii podano jeden tylko drukowany w Polsce dokument ma
ryjny, mianowicie P. Popiela Leon XI I I i jego Encykliki o Różańcu M ariań
skim, Przegl. Pol. 176, (1910) 21— 44,191— 209. Trzy inne podane dokumenty
maryjne są wydane poza granicami Polski. A tymczasem i w kraju ma
my dawniej i w ostatnich latach powojennych drukowane tłumaczenia
dokumentów papieskich, dotyczące czci N. M. Panny. Np. encyklikę pap. Piusa X I-go o Różańcu św. przetłumaczył ks. bp St. Okoniewski (Pel
plin 1937, s. 8). Posiadamy tłumaczenie Bulli: „Ineffabilis Deus“ pap.f
Piusa IX -go, (Maryawita I — 1904, s. 313—315, 346— 347, 455— 458, 458—
489) jak i również polski przekład encykliki pap. Piusa X-go: „Ad diem
illum laetissimum“ ks. A. Szaniawskiego (Przegl. Kat. 1904, s. 225— 227,
241— 244, 257— 260, 273— 276, 289— 291, 301— 308). Ten sam dokument ma
ryjny, ukazał się po polsku na łamach „M aryaw ity" (I — 1904, 360— 364,
391— 394, 423— 426). Bulla dogmatyczna o Wniebowzięciu N. M. P. „M u -
nificentissimus Deus“ pap. Piusa X II-go, została wydrukowana w H o
mo Dei 20 (1951) 26— 40. W ydrukowały ten ważny dokument m aryjny
i inne czasopisma np. Tyg. Powsz. 1950, nr 299. Wszystkie ważniejsze
dokumenty papieskie, dotyczące Najśw. Dziewicy, były żywo i bezpo
średnio omawiane i drukowane w kraju. Dobrze, że uwzględniono w bibliografii czasopisma i kalendarze ma
riańskie (nr 940— 1027) i objęto również stowarzyszenia mariańskie oraz
bractwa różańcowe (nr 1028— 1129), lecz nie podano jednak i tu pełnego
ich zestawienia. Opuszczono cały szereg kalendarzy maryjnych m. i. K a
lendarze Cudownego Medalika, które ukazały się w Krakow ie w la-
tarh
1930— 1938. W bibliografii pominięto liczne druki maryjne,
dotyczące
historii
kultu maryjnego w Polsce. W yliczym y tylko ważniejsze: O. B. Łubień
ski, H'storia Cudownego Obrazu M atki Boskiej Nieustającej Pomo~y,
Kraków 1916, s. V I + 335; St. Fischer, Matka Boska Bocheńska i Jej T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Panny na soborze w Efezie, Głos Kar. 5
(1931) 345— 349; O. J. Puchalik C. SS. R., Dogmatyczna podstawa pośred
nictwa M. Bożej, Przegl. Kat. (1924) 724— 726; St. Windakiewicz, Trady
cja Mariańska w Polsce, Sodalis Marianus 30 (1931) 113— 116; K. Gołba,
Było to w Efezie, Sodal. Mar. 30 (1931) 138— 145; ks. Al. Zychliński, Nasz
udział w życiu Bożym. II. O Chrystusie historycznym i o Maryi Matce
Kościoła, Głos Karmelu 16 (1947) nr 3, s. 4— 5; Ed. Ostachowski, 300-lecie
Karm elu w Czernej i jego znaczenie dla Polski, Głos Karm elu 7 (1981)
182— 192; Tenże, Ojciec Rafał (Kalinow ski) czciciel Najśw. Maryi Panny,
Głos Karmelu 8 (1934) 387— 390; ks. Fr. Dziasek, Najśw. Maryja Panna
w Ciele Mistycznym Chrystusa, Wiad. Dusz. 8 (1948) 133— 144; ks. J. K o
walski, Serce Ciała mistycznego, Meteor 31
(1939)
101— 112; ks. Lech
Kaczmarek, Pełnia łaski w życiu Bogarodzicy, Wiad. Duszp. 8 (1952)
241— 245; Encykliki maryjne, Wiad. Duszp. 7 (1951) 106— 108; ks. J. P i
wowarczyk, Przed Dogmatyzacją Wniebowzięcia, Tyg. Powsz. 6 (1950) nr
36, s. 2; ks. St. Franki, Wniebowzięcie Bogarodzicy, Gazeta Kość. 45
(1938) 514— 516, 532— 534, 548— 550; ks. A. Kwieciński, Wniebowzięta K ró
lowa w sztuce, Królowa Apost. 37 (1951) 64— 66; ks. A. Słomkowski, K ult
Serca Maryi — rec. dzieła O. A. Krupy: K ult Serca Maryi, Tyg. Powsz. 4 (1948) nr 45, s. 11; O. Neuman, Z dziejów kultu N. Serca Maryi, Głos
Karmelu 20 (1951) 56— 62; ks. Al. Prumbs, Dogmatyczne naświetlenie
kultu Niepokalanego Serca Maryi. Wiad. Duszp. 3 (1947) 181— 185; Rozwój
kultu Najśw. M. Panny, Wiad. z Diec. Łódz. 20 (1946) 22— 38; ks. J. W oj-
tukiewicz, Najśw. Marya Panna, Ku Szczytom, Wilno I. grudz. 1938 —
styczeń 1939, s. 9— 17; J. D. — Papież Niepokalanej (Pius X ) błogosła
wionym, Rycerz Niep. 30 (1951) 171— 173; ks. Fr. Myszka CM., Niepokalane
Poczęcie a Kościół Wschodni, Meteor 30 (1938) 198—205; Jan Dobraczyń
ski, Matka Boża w literaturze współczesnej, Rycerz
Niep. 31
(1952)
44— 45; ks. K. Szweda, Bł. Pius X o wszechpośrednictwie N. M. Panny,
Rycerz Niep. 31 (1952) 262— 264; ks. St. Franki, Współodkupicielka —
z zagadnień M ariologii współczesnej, Gazeta Kość. 46 (1939) 322— 324;
O. R. Kostecki, Matka Odkupiciela i Matka Nasza, Królow a Apost. 3 7
(1951) 63, 67; Pośrednictwo Matki Boskiej, Homiletyka 32 (1914) 557; ks. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Dział
o
stowarzyszeniach
mariańskich
jest niezu
pełny. Pominięto
np. Stowarzyszenie
Dzieci Maryi, które posiadało
w Polsce swoje własne czasopismo m aryjne pt.: Rocznik Mariański, po Dobrze, że uwzględniono w bibliografii czasopisma i kalendarze ma
riańskie (nr 940— 1027) i objęto również stowarzyszenia mariańskie oraz
bractwa różańcowe (nr 1028— 1129), lecz nie podano jednak i tu pełnego
ich zestawienia. Opuszczono cały szereg kalendarzy maryjnych m. i. K a
lendarze Cudownego Medalika, które ukazały się w Krakow ie w la-
tarh
1930— 1938. Dział
o
stowarzyszeniach
mariańskich
jest niezu
pełny. Pominięto
np. Stowarzyszenie
Dzieci Maryi, które posiadało
w Polsce swoje własne czasopismo m aryjne pt.: Rocznik Mariański, po 336 R E C EN ZJE i S P R A W O Z D A N IA R E C E N Z JE i S P R A W O Z D A N IA 337 święcony szerzeniu czci Niepokalanie Poczętej oraz sprawom stowarzy
szeń Dzieci Maryi i Cudownego Medalika (miesięcznik), redagowany
przez Zgr. X X Misj. Kraków Stradom 4. Rocznik mariański wychodził
od końca r. 1924— 1939. Wśród artykułów są godne wzmianki: ks. Fr. Smidody, Kościół i klasztor OO Karm elitów na Piasku w Kraków.e
i jego cud. obraz M. Boskiej (RM. 3 (1927) 367— 375); ks. Wl. Stawinogi,
K ult Matki Bożej w literaturze polskiej, szczególnie w poezji (RM. 3
(1927)
164— 168,
208— 211, 256— 261); ks. Tad. Petrzyka, Początek czci
dla Matki Bożej Lourdeńskiej w Polsce (RM. 1 (1925) 18— 23. Rocznik Ma
riański był tym dla Dzieci Maryi, czym dla Sodalicji Mariańskich Wiara
i Zycie oraz Sodalis Marianus. przeniósł się i przesunął do czasopism. Był czas, kiedy można było je
dynie wypowiedzieć swoją myśl w czasopismach. Dobrze się więc stało,
że włączono do bibliografii maryjnej małe artykuły i krótkie recenzje,
a zwłaszcza pisane przez fachowych teologów. Przyszła bibliografia ma
riologiczna i maryjna musi jak najszerzej uwzględnić tego rodzaju lite
raturę maryjną. Z drobnych artykułów i recenzji podajemy również nie
które ważniejsze uzupełnienia: ks. F. Gryglewicz, Jerozolimska tradycja
Wniebowzięcia N. M. Panny, Homo Dei 20 (1951) 40— 45; ks. St. Abt., Nc
1500-lecie Soboru Efeskiego, Przegl. Kat. 69 (1931) 17— 18; Celina Stoń-
ska, Ruch O xfordzki a nabożeństwo do M atki Najśw. Przegl. Kat. 69
(1931) 22— 24; ks. L. Maciejewski, O cnotach Maryi, Maryawita (I — 1903)
25— 26, (I — 1904) 75— 77, 172— 173, 426— 428; O. Eugeniusz, Dogmat Bo
skiego Macierzyństwa Najśw. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Bączek, Krytyczna recenzja o jednym z wielkich cudów współczesnych
Piotra Rudera, Homiletyka 25 (1910) 305— 313; ks. Fr. Błotnicki, H isto
ria nabożeństwa majowego. Gazeta Kość. 45 (1938) 274— 275); O. R. K o
stecki, Najśw. M aryja Panna na tle dogmatów, Królowa Apost. 35 (1949)
67— 68, 84—86; ks. Z. Golian, Wykład Pozdrowienia Anielskiego, Homi
letyka 20 (1908) 330— 336; O. R. Kostecki, Matka Najśliczniejsza, Róża
Duch. 7 (1950) 178— 180; ks. Fr. Dziasek, Matka Jezusa Maryja, Królowa
Apost. 37 (1951) 43— 45; O. R. Kostecki, Znak życia na wzór Maryi, Głos
Karmelu 20 (1951) 196— 199; ks. A. Fiat (Generał Zgrom. XX. Misj. z Paryża), Konferencja o Niep. Pocz. Maryi, wygłoszona i
wydana
w Krakowie nakł. SS. Mił. 1904, 4-a s. 10; O. R. Kostecki, Poświęcenie
się Niepokalanemu Sercu Maryi, Róża Duch. 51 (1949) 243— 244, 341— 342;
ks. bp Stefan Wyszyński, List pasterski na dzień poświęcenia Narodu
Polskiego Niepokalanemu Sercu Maryi, Wiad. Diec. Lub. 23 (1946) 285—
293; Tenże, List pasterski o codziennym odmawianiu Różańca świętego,
tamże 24 (1947) 290— 293; ks. kard. Stefan Wyszyński, Przemówienie R ó
żańcowe w czasie uroczystości Różańca na Bielanach. 15 VI I I 1951 r. R y
cerz Niep. 30 (1951) 230— 233. rowski, O czci N. M. Panny — praca dogmatyczna, Maryawita (I— 1903)
9— 12, (1— 1904) 104— 106, 135— 136, 200—201, 233— 235, 263— 268, 294—
296, 328— 330, 461— 463, 525— 526, 585— 586; ks. J. Matulewicz, O dogmacie
N. M. P. Maryawita (1— 1903) 7— 9, (1— 1904) 56— 58, 168— 169, 248— 249,
782. W Bibliografii Szostkiewicza-Wesołego pod nr 229 i 230 są umiesz
czone dwa manuskrypty, jeden z podaniem nazwiska autora, a drugi
bez podania nazwiska. Nie ulega wątpliwości, że rękopisy nie należą do
bibliografii w ścisłym tego
słowa znaczeniu. Takich
manuskryptów
w ostatnich czasach wiele czeka na wydrukowanie. Należy także wspomnieć o błędach drukarskich, które się wkradły,
do samej książki wzgl. do spisu nazwisk np. zamiast właściwego nazwi
ska Smoroński czytamy Smorkoński, (s. 1) albo zamiast Skimborowicz
jest błędnie Skimbrowicz (s. 24), a zamiast G. Augustynik jest G. Augu
styniak (s. 25 i 45) itd. Podobnie i w spisie nazwisk „Index analiticus'1
notuje na s. 68: Fudalewski Wł., 470 gdy tymczasem jest ta pozycja
pod nr 490. Żaczek nazywa się Żaczek itd. Są to rzeczy nieuniknione
w tak drobiazgowej pracy i nie przedstawiają braków istotnych. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Podo
bnie jak
i nieścisłości w
podawaniu
dokładnym
liczby
stron
itp. powinny być w przyszłości uzupełnione. Najważniejszy zarzut dotyczy
dużej ilości opuszczonych pozycji maryjnych. Powstaje więc pytanie,
jak należy uzupełnić bibliografię Szostkiewicza-Wesołego jak również
i W. Bruchnalskiego? Czy należy podjąć się opracowania obszernej cało
ści: Bibliografia mariologiczna i maryjna polska od wynalezienia druku
do naszych czasów? Czy też może tylko wydać trzecią bibliografię pt.:
Uzupełnienia do bibliografii W. Bruchnalskiego i Szostkiewicza-Wesołego? Czy wreszcie wydać tylko bibliografię mariologiczną ściśle naukową
X X -go wieku? 3) W zór ostatniej bibliografii, którą omawiamy, z pew
nymi zmianami, należy przy następnych wydaniach zatrzymać i udo
skonalić. Na doskonałą bibliografię mariologiczną, jako na dobry prze
wodnik po literaturze mariologicznej w Polsce, czekają polscy teologo
wie, a na bibliografię maryjną wydaną w kraju czekają zarówno ka
płani jak i czciciele Maryi w Polsce. Oto krótki szereg niektórych tylko tzw. „małych artykułów1', w któ
rych są nieraz wartościowe wypowiedzi dla mariologii polskiej. Warto
wiedzieć i o tych małych drukach, zwłaszcza gdy pisali je ludzie o du
żej wiedzy teologicznej i maryjnej. Do powyższych braków dołączmy _ pominięte jeszcze druki maryjne
o większych rozmiarach, czy to popularno-naukowe czy też tylko po
pularne, czy wreszcie ściśle naukowe. Podajemy niektóre z ważniej
szych opuszczeń: ks. Cz. Pacuszka, Matka Boska i matka ludzi, Płock
1946, s. 96; ks. M. Nassalski, Upomnienie Duchowne, Włocławek 1903,
s. 424; ks. P. Mańkowski, Ecce Mater tua, Kraków 1916 s. XI, 239; ks. Fr. Jarniński, Wykład Litanii Loretańskiej, Płock 1903, s. 364; ks. P. Kurtyka CM., Fatima. Sławne Objawienie
Niepokalanej z r. 1917. Z dodatkiem dziewięciu kazań i modlitw na nowennę do N. M. P. Fa
timskiej oraz Niepokalanego Serca Maryi. Erie Pa 1950, s. 230; ks. G. Augustynik, Pielgrzymka Jubileuszowa do miejsc wsławionych cudami
Najświętszej M aryi Panny czyli Nabożeństwo majowe na uczczenie 50-
letniego Jubileuszu
Dogmatu Niepokalanego
Poczęcia
N. M. Panny,
Kielce 1904, s. 389; O. B. Smyrak, Życie mariańskie Karmelu, Kraków
1938, s. 127; ks. W. Bogacki, Chwała Maryi, Łomża 1938, s. 238; ks. Ski
biński, Miesiąc Maryi Saletyńskiej (wyd. Il-ie), Dębowiec 1937, s. 170;
ks. Fr. Kuligowski, Czytania majowe na temat pieśni polskich o N. M. Pannie w zastosowaniu do czasów obecnych (wyd. Il-ie), Warszawa 1948,
s. 239 + 1 nlb. Wł. Szafrański, Niepokalana Tw oim wzorem, Włocławek
1946, s. 199; ks. W. Bogacki, Marja wzór młodzieży, Łomża 1927, s. 160;
ks. Br. Obuchowicz, Sposób odmawiania i śpiewania Różańca św. wyd. V. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Gdy jest mowa o zasłużonym i wartościowym czasopiśmie Sodalis
Marianus, to trzeba zaznaczyć, że i tu są opuszczone liczne artykuły
maryjne, jak np. M. Bartynowskiego, Leon XI I I Papież, czciciel Matki
Bożej, Sodal. Mar. 3 (1904) 3, 75, 213; ks. J. Górki, Pius X jako czciciel
Maryi, Sodal. Mar. 7 (1908) 247, 273 oraz liczne artykuły o. J. Godaczew-
skiego. W iele materiału maryjnego można znaleść w miesięczniku Hom ile
tyka. Biorę dla przykładu rocznik 1904-ty, gdzie mamy wartościowe
artykuły maryjne, między innymi takie: Posłannictwo i godność Boga
rodzicy, ks. abpa J. Bilczewskiego (s. 1— 17); Historya i wykład Pozdro
wienia Anielskiego, ks. Wł. Chotkowskiego (s. 18— 37); Marya i Mara
ks. bpa H. Kossowskiego (s. 38— 60); Różaniec. Przyczynek do jego hi-
storyi i znaczenia (is. 61— 70); Z dania Ojców Kościoła i Świętych Pań
skich o Najśw. Niepokalanej Bogarodzicy (s. 86— 96); Kazanie na u ro
czystość Oczyszczenia N. M. P. (s. 333— 350); Jubileusz nadzwyczajny ku
czci Niepokalanego Poczęcia N. M. Panny (s. 117— 130); Matka Dobrej
Rady (s. 327— 337). O artykułach tych nie wspomina bibliografia ma
ryjna. W iele pominiętego materiału maryjnego można znaleść w Przeglądzie
Katolickim. Weźmy np. rocznik jubileuszowy 1904. Znajdujemy w nim
dobry artykuł ks. Ł. Janczaka, O czci N. M. Panny, a osobliwie o czci
Niepokalanie Poczętej N. Maryi Panny (s. 6— 7, 22— 24, 40—41, 56— 57,
''O— 71, 90— 91, 105— 106, 120— 122). Jest tu także ciekawy artykuł spra
wozdawczy M ikołaja Krzystofowicza pt.: Kongres ku czci Matki Bożej
(Przegl. Kat. (1904), s. 667— 670, 685— 688, 718— 719, 733— 735, 750— 752,
766, 799— 800, 811— 813, 828— 830). Trudno wyliczać wszystkie pozycje maryjne opuszczone, zwłaszcza,
gdy się ma na myśli nie same tylko druki naukowe, ale także popularne
broszury wzgl. dzieła popularno-naukowe, artykuły, iecenzje, kazania
maryjne oraz małe artykuły, rozrzucone po różnych czasopismach. P o
mysł bowiem, wykorzystania czasopism i zawartych w nich drobnych
artykułów i recenzji maryjnych w bibliografii Szostkiewicza-Wesołego
jest pożytecznym. W iemy przecież, że w obecnym stuleciu powstało
w iele czasopism i cały ciężar podawania nauki maryjnej i nauczania 22 Nasza Przeszłość RE C E N ZJE i S P R A W O Z D A N IA RE C E N ZJE i S P R A W O Z D A N IA 338 339 J. 3
O. Joachim Bar, franciszkanin, jest Zdania, że należy wpierw w y
dać bibliografię mariologiczną X X w. Jest ona najbardziej potrzebną
dla teologów i mariologów polskich. O.
H i e r o n i m
Eug .
W y c z a w s k i
OFM.,
Wprowadzenie
studiów w archiwach kościelnych, Warszawa 1956, str. 159. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". W międzyczasie jednak prowadzona inten
sywnie akcja odzyskania archiwaliów dała pozytywne wyniki w postaci
rewindykacji „akt dawnych", o czym wspominam znowu w innym arty
kule pt. Odnaleziony
rękopis,
drukowanym w „Orędowniku diecezji
chełmińskiej" R. 6 (1950) N r 1 s. 29— 35. Dotyczy on najstarszej księgi
tutejszego archiwum diecezjalnego, bo t. zw. „Codex epistolaris" bisku
pów chełmińskich z lat 1574— 1606, i z tego tytułu mógłby być uwzględ
niony w „wskazówkach bibliograficznych" tak na s. 8 jak 84. nizacji kościelnej (7— 45), 2) kancelarii (46— 70), 3) zawartości archiwów
(71— 109) i 4) treści ksiąg archiwalnych (110— 152). nizacji kościelnej (7— 45), 2) kancelarii (46— 70), 3) zawartości archiwów
(71— 109) i 4) treści ksiąg archiwalnych (110— 152). W rozdziale pierwszym zaczyna od zagadnienia terytorialnej organi
zacji diecezjalnej, wskazując na poważne zmiany granic diecezji, jakie
dokonały się w Polsce od chwili rozbiorów, co pociągnęło też za sobą
przesunięcia w sieci archiwalnej. W przesunięciach tych winien orien
tować się poszukujący źródeł w archiwach kościelnych, żeby mógł „tra
fić do właściwych archiwów". Stara się Autor podać pod tym w zglę
dem praktyczne wskazówki, ilustrując je szeregiem przykładów. Przy
tym należało by jednak zwrócić uwagę i na to, że niektóre diecezje i ka
pituły zachowały wprawdzie swoje archiwa, ale w niepełnym składzie
zespołów, bo w niektórych wypadkach (mam na myśli diecezję cheł
mińską) część archiwaliów zdeponowano ongiś w archiwach państwo
wych, skąd nieraz wogóle nie wróciły. Stąd historyk w swoich poszu
kiwaniach źródeł do danej diecezji winien pamiętać także i o archiwa
liach kościelnych znajdujących się w zbiorach państwowych. Po omówieniu zagadnienia układu terytorialnego przechodzi Autor
do „organizacji Kościoła również od strony kościelnych władz i urzę
dów" (18), a więc: biskupa, administratora, sufragana, archidiakonatów,
dekanatów, parafii,
oficjalatów, kapituł katedralnych i kolegiackich,
kolegiów niższego duchowieństwa i seminariów duchownych. Przy każ
dym daje wyjaśnienie charakteru i zakresu ich działalności z częściowym
uwzględnieniem ich historycznego rozwoju. Objaśnianie poszczególnych
urządzeń kościelnych czy procedury sądowej nie należy zasadniczo do
pojęcia heurystyki. Z uwagi jednak na znaną dziś powszechnie „słabą
stronę" przygotowania studentów do pracy naukowej takie wyjaśnienia
będą niewątpliwie z wielką korzyścią. W rozdziale drugim omawia Autor sposób urzędowania poszczególnych
władz i instytucji oraz strukturę ich kancelarii. Najobszerniej traktuje
0 urządzeniu kancelarii biskupiej, podając jej genezę i czynniki, jakie
wpływały na jej ukształtowanie, oraz zadania i czynności jej urzędników. W ramach kancelarii urzędów diecezjalnych omówił także krótko kan
celarię oficjała stołecznego, oficjałów okręgowych
i parafii. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Warszawa 1904 8-ka, s. 554; ks. Edm. Crapez, Chwalebna Kata
rzyna Laboure. Tłum. z franc. Warszawa 1913, s. 222; ks. W. Niem ie- Ks. Franciszek Bracha C. M. O. H i e r o n i m
Eug . W y c z a w s k i
OFM.,
Wprowadzenie
d
studiów w archiwach kościelnych, Warszawa 1956, str. 159. Powyższa praca ukazała się jako N r 1 Skryptów Wydziału Prawa
Kanonicznego Akademii Teologii Katolickiej w Warszawie. Zawartość
jej ujął autor w cztery rozdziały, w których mówi kolejno o: 1) orga R E C E N Z JE i S P R A W O Z D A N IA R E C EN ZJE i S P R A W O Z D A N IA 341 340 ksiąg są zestawione następująco: Episcopalia, Officialia, Administra-
torialia, Libri functionum pontificalium, Libri visitationum i na ko
niec wszystkie inne" (s. 91). Przykładem odmiennego układu może być
n. p. archiwum diecezji chełmińskiej, w którym „Acta dawne ułożone
są według historycznego rozwoju diecezji (terytorialnego), na: Culmen-
sia et Pomesaniensia, Gedanensia, Camienensia, a ponadto osobne działy
tworzą: Monastica, Varia, Diplomata et epistolae", a w poszczególnych
tych zespołach
zachowany jest wewnętrzny układ nie według treści,
a według lat = cfr. mój artykuł w Zapiskach Tow. Nauk. w Toruniu
t. X I (1939— 45), Nr 5— 12, str. 125 nn. pt. Archiwa kościelne na P o
morzu ich stan i potrzeby, w którym cmawiam nie tylko zawartość
archiwów pelplińskich, ale informuję także o źródłach do historii diecezji
chełmińskiej i w innych archiwach zawartych. Jest to najnowsza po
zycja dotycząca tego archiwum, a której Autor nie uwzględnił w swoich
zestawieniach bibliograficznych na str. 8, gdzie wyszczególnia przesta
rzały już dawno artykuł K a u f m a n n a Die Archive in Pelplin (1917),
a także nieaktualny już dzisiaj szkicowo tylko ujęty przegląd archiwów
pelplińskich w dysertacji ks. Glemmy z r. 1926. Wspomniana zaś przez
autora pozycja pt. Archiwa diecezji chełmińskiej jest jedynie notatką
informacyjną z Pierwszego Ogólnopolskiego Zjazdu Historyków Pomo
rza i Prus w Toruniu 1947 r., która nie zawiera nic więcej jak tylko
„krótkie dzieje w o j e n n e " tychże archiwów, a mianowicie, że wszystkie
archiwalia pelplińskie wywiezione zostały przez Niemców i że „dotąd
(tzn. 1947 r.) nie wróciły". V II. Varia rescripta, petitiones, gravamina) litterae.... V II. Varia rescripta, petitiones, gravamina) litterae.... V II. Varia rescripta, petitiones, gravamina) litterae.... C. Bullae Summorum Pontificum, litterae Curiae Romanae, privi-
legia regum et episcoporum, diversa (czyli odpowiada działowi „Diplo-
mata et epistolae" w archiwum diecezjalnym). Z uwagi na to nie w y
starcza znajomość powszechnie przyjętych podziałów, ale badacz chcący
korzystać z pewnego określonego archiwum, powinien zapoznać się bli
żej z jego odrębną organizacją. g
j
y
(
)
Na str. 30 w bibliografii s z p i t a l n i c t w a pominięto ważną roz
prawę R i n k J., Die christliche Liebestatigkeit im Ordenslande Preus-
sen bis 1525, Freiburg im 3r. 1911. W rozdziale czwartym poświęconym omówieniu t r e ś c i ksiąg ar
chiwalnych, Autor traktując łącznie księgi biskupie, administratorskie
i oficjalskie, rozpatruje ich układ, wpisy dokumentów, protokóły praw
nych czynności oraz przewód sądowy, przy czym najobszerniej omawia
to ostatnie zagadnienie, objaśniając szczegółowo całą procedurę sądową
(czy nie zbyt obszernie, jak na heurystykę?). Następnie oddzielnie opi
suje księgi: funkcji pontyfikalnych, gospodarcze biskupie i kapitulne,
beneficjów i retaksacji, wizytacyjne, protokółów sesji i czynności ka
pitulnych, instalacji, a w końcu zbiory listów, księgi metrykalne i „inne",
jak księgi testamentów, zbiory statutów kapitulnych 1 ustaw synodal
nych. — Odnośnie do ksiąg metrykalnych, co do których zamieścił Autor
słuszną uwagę, że „należy pamiętać, że w niektórych diecezjach zgro
madzono sporo starszych ksiąg metrykalnych i innych rękopisów pa
rafialnych w archiwach diecezjalnych" (s. 95), należałoby również za
znaczyć, że z terenów „włączonych" ongiś przez hitlerowców do Rzeszy
Niemieckiej zabrano prawie wszystkie starsze (do końca X V III w.)
księgi metrykalne i wywieziono je w głąb Rzeszy, skąd po większej
chyba części jeszcze nie wróciły. Jeśli chodzi o księgi metrykalne z te
renu diecezji chełmińskiej, to pomimo stwierdzenia, gdzie się znajdują
i pomimo kilkakrotnych starań nie udało się, jak dotąd, ich odzyskać. Poszczególne zagadnienia zaopatrzył Autor w „ w s k a z ó w k i
bi -
b l i o g r a f i c z n e“ ,
jakoże
znajomość
bibliografii
jest
nieodzowna
w każdej dziedzinie naukowej, a więc i poszukiwaniach archiwalnych. Odnośnie
do
tych
wskazówek
pragnąłbym
wnieść
kilka
poprawek
i uzupełnień, mając na uwadze głównie sprawy diecezji chełmińskiej. Na str. 39 dodać trzeba dwa najnowsze opracowania odnośnie do
K a p i t u ł : chełmińskiej P a n s k e
P. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". 21 przy k a t a l o g a c h
b i s k u p ó w brak pracy
W o e l k y C. P., Der Katalog der Bischófe von Culm (Zeitschrift fur
die Gesch. u. Altertumskunde Ermlands t. VI, Leipzig 1878); oraz na
str. 22 przy diec. Wrocławskiej:
D. K a s t n e r a ,
Breslauer Bischófe
Breslau
(1929). Przy
kwestii
p r y m a s o s t w a
wymienićby
jeszcze
można: O k o n i e w s k i Stanisław ks., K to jest Prymasem Polski, Poz
nań (1919). Pozycji tej nie ma też i w Polskiej Bibliografii prawa ka
nonicznego OO. Bara i Zm arza) gdzie obok poważnych artykułów w y
mieniono szereg mniejszych znacznie broszur (N r 901— 916). I tak na str. 15 zestawienie m a p diecezjalnych uzupełnić należy po
zycjami: P a w ł o w s k i J. N., Kartę der Diócesen Culm und Ermland,
Graudenz 1890; K u j o t Stanisław ks., do dzieła „K to założył parafie..."
(cytowanego przez Autora na s. 29) dodał dwie mapy historyczne; tak
samo do pracy zbiorowej pt. Diecezja chełmińska (cyt. na s. 11) dołą
czono mapę opracowaną w Instytucie Kartograficznym im. E. Romera
we Lw ow ie (1928); S c h e l e r B., Album der Diócese Culm z r. 1856
(egz. archiwalny); oraz N. N., Album, diecezji chełmińskiej z r. 1818
(egz. arch.). Na str. 21 przy k a t a l o g a c h
b i s k u p ó w brak pracy
W o e l k y C. P., Der Katalog der Bischófe von Culm (Zeitschrift fur
die Gesch. u. Altertumskunde Ermlands t. VI, Leipzig 1878); oraz na
str. 22 przy diec. Wrocławskiej:
D. K a s t n e r a ,
Breslauer Bischófe
Breslau
(1929). Przy
kwestii
p r y m a s o s t w a
wymienićby
jeszcze
można: O k o n i e w s k i Stanisław ks., K to jest Prymasem Polski, Poz
nań (1919). Pozycji tej nie ma też i w Polskiej Bibliografii prawa ka
nonicznego OO. Bara i Zm arza) gdzie obok poważnych artykułów w y
mieniono szereg mniejszych znacznie broszur (N r 901— 916). T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". Osobno
scharakteryzował kancelarie kapituł katedralnej i kolegiackiej. Zasoby archiwów k a p i t u l n y c h podzielił Autor aż na 18 działów,
a mianowicie: dyplomy pergaminowe, kopiarze dokumentów, protokóły
sesji i czynności kapitulnych, księgi instalacji, statuty kapitulne, księgi
obowiązków mszalnych i chórowych, księgi testamentów, księgi gospo
darcze kapituły, inwentarze katedry
i
skarbca
katedralnego,
księgi
gospodarcze stołu biskupiego, księgi beneficjów i retaksacji, statuty sy
nodalne, księgi wizytacyjne, księgi czynności pontyfikalnych, zbiory li
stów, opracowania archiwalne, księgi różnych fundacji, zbiory archi
walne niższego duchowieństwa katedralnego. I tu słusznie Autor zazna
czył, że „grupując w pewne zespoły rękopisy archiwów kapitulnych dla
lepszej wśród nich orientacji, nie chcemy wcale twierdzić, że taki po
dział
istnieje bezwzględnie w e wszystkich zbiorach
kapitulnych" (s. 105— 6). Przykładem na to może być tutejsze archiwum kapitulne, gdzie W rozdziale trzecim pisze o zawartości poszczególnych archiwów,
a najobszerniej o diecezjalnych i kapitulnych, wskazując na rodzaj
1 układ akt, przy czym opiera się przede wszystkim na materiale kra
kowskim. W zbiorach dawnych archiwów biskupich (dziś diecezjalnych)
wyróżnia dziewięć działów-zespołów, a mianowicie: 1) Acta episcopalia,
protocolla, terminarzej 2) Księgi czynności pontyfikalnych, 3) Księgi go
spodarcze dóbr stołowych, 4) Księgi beneficjów i retaksacji, 5) Księgi
wizytacyjne, 6) Zbiory listów, 7) Formularze,
8) Archiwalne opraco
wania, 9) Fascykuły akt luźnych. Słuszna jest uwaga, że „układ ksiąg
w diecezjalnych archiwach jest najrozmaitszy" i że „najczęściej zespoły RE C E N ZJE i S P R A W O Z D A N IA RE C E N ZJE i S P R A W O Z D A N IA 342 343 I tak na str. 15 zestawienie m a p diecezjalnych uzupełnić należy po
zycjami: P a w ł o w s k i J. N., Kartę der Diócesen Culm und Ermland,
Graudenz 1890; K u j o t Stanisław ks., do dzieła „K to założył parafie..."
(cytowanego przez Autora na s. 29) dodał dwie mapy historyczne; tak
samo do pracy zbiorowej pt. Diecezja chełmińska (cyt. na s. 11) dołą
czono mapę opracowaną w Instytucie Kartograficznym im. E. Romera
we Lw ow ie (1928); S c h e l e r B., Album der Diócese Culm z r. 1856
(egz. archiwalny); oraz N. N., Album, diecezji chełmińskiej z r. 1818
(egz. arch.). Na str. T R Z Y TO M Y „STU D IÓ W TEO LO G ICZNYCH ". w aktach dawnych utrzymał się dotychczasowy (niewątpliwie przesta
rzały) układ datujący od X IX w., a dzielący całość na: A. Libri in-
troligati
(z
wewnętrznym
układem
chronologicznym);
B. Volumina
ectorum „Acta“ z podziałem rzeczowym, na: I. Generalia, statuta, diversa... II. Cultus divinus, fundationes, facultates... II. Cultus divinus, fundationes, facultates... III. Proventus et emolumenta, possesio bonorum, diversa negotia pe-
cuniaria... III. Proventus et emolumenta, possesio bonorum, diversa negotia pe-
cuniaria... IV. Privilegia, tractatus, litterae pastorales, visitationes... V. Contractus, transactiones, iudicialia negotia... VI. Negotia singularium ecclesiarum... K
S
I
Ą
Ż K I
N A
D E
S
Ł
A
N E rzystanie z archiwów kościelnych" (6), i pod tym aspektem należy ją
rozpatrzyć i ocenić. Nie objął Autor wszystkich zagadnień z tym zwią
zanych, ale rozwinął „jeden tylko dział metodologii historii, a miano
wicie heurystyki i to na ograniczonym odcinku, bo tylko w odniesieniu
do archiwów kościelnych" (s. 153). Byłoby jednak bardzo pożądane, aby
tym początkującym historykom podać nie tylko najkonieczniejsze w ia
domości o sieci archiwów kościelnych i układzie ich zawartości, ale
także i
o
s p o s o b i e
k o r z y s t a n i a
z ich zasobów, co również
wchodzi przecież w zakres heurystyki. Pionierską swą pracą przysłużył
sie Autor dobrze nauce historii, dając studentom do ręki obszerne
i przystępne „vademecum“ studiów archiwalnych. Należy mieć nadzieję,
że Autor wzbogaci w przyszłości naszą literaturę heurystyczną już nie
„wprowadzeniem", ale pełnym podręcznikiem. rzystanie z archiwów kościelnych" (6), i pod tym aspektem należy ją
rozpatrzyć i ocenić. Nie objął Autor wszystkich zagadnień z tym zwią
zanych, ale rozwinął „jeden tylko dział metodologii historii, a miano
wicie heurystyki i to na ograniczonym odcinku, bo tylko w odniesieniu
do archiwów kościelnych" (s. 153). Byłoby jednak bardzo pożądane, aby
tym początkującym historykom podać nie tylko najkonieczniejsze w ia
domości o sieci archiwów kościelnych i układzie ich zawartości, ale
także i
o
s p o s o b i e
k o r z y s t a n i a
z ich zasobów, co również
wchodzi przecież w zakres heurystyki. Pionierską swą pracą przysłużył
sie Autor dobrze nauce historii, dając studentom do ręki obszerne
i przystępne „vademecum“ studiów archiwalnych. Należy mieć nadzieję,
że Autor wzbogaci w przyszłości naszą literaturę heurystyczną już nie
„wprowadzeniem", ale pełnym podręcznikiem. Album Studiosorum Universitatis Cracoviensis, T. V. (1720— 1780), ed. Carolus Lewicki, Cracoviae-Wratislaviae 1956, s. X II, 207. Ks. Antoni Liedtke Antemurale, T. I. Romae 1954, s. 155; T. II. ibid. 1955, s. 175; T. III. ibid. 1956, s. 167. Ateneum Kapłańskie, styczeń— luty 1957, s. 160. B a r a n
C z e s ł a w C e z a r o., Sprawy narodowościowe u francisz
kanów śląskich w X III w., Warszawa 1954, s. 170. F i a ł k o w s k i J ó z e f , Bp Andrzej S. Załuski, kanclerz wielki kor. na pierwszym etapie walki o polityczno-gospodarczą reformę pań
stwa (1736— 1740), Warszawa 1955, nadb. V II. Varia rescripta, petitiones, gravamina) litterae.... P., Personalien der Mitglieder
des Kulm er Domkapitels (Zeitschr. fur die Gesch. u. Altertumskunde
Ermlands t. X X V , Braunsberg 1933— 34); i wrocławskiej: S a m u l s k i
R., Untersuchungen iiber die persónliche Zusammensetzung des Breslauer
Domkapitels im M ittelalter bis zum Tode des Bischofs Nanker (1341)
Teil I, Weimar 1940; Na str. 76 przy i n w e n t a r z a c h brak najnowszej pozycji, miano
wicie
M i e n i c k i
R.,
Inwentarze
dóbr
biskupstwa
chełmińskiego
t. I. (1646 i 1676), Fontes Tow. Nauk. w Toruniu 40 (1955); w r. 1956
ukazał się już t. II tychże inwentarzy (1723— 1747), Fontes 42. Na str. 95 przy a r c h i w a c h p a r a f i a l n y c h wartoby zaznaczyć,
że na terenie diecezji chełmińskiej krótkie zestawienie ich zawartości
podane zostało przy każdej parafii w pracy zbiorowej „Diecezja cheł
mińska" (Pelplin 1928), wymienionej przez Autora na str. 11; Na str. 97 przy k o d e k s a c h d y p l o m a t y c z n y c h obok starego
Codex Prussicus J. V o i g t ’a
(1836— 61) należałoby przede wszystkim
podać
nowy Preussisches
Urkundenbuch (Philippi-Seraphim-Hein)
t. I— III, Kónigsberg 1882— 1944, a dla spraw Pomorza zachodniego w y
dany najlepiej Pommersches Urkundenbuch (Klempin-Prumers-Frede-
richs-Sandow), t. I— V II, Stettin 1886— 1940. Praca O. Wyczawskiego jest pierwszą tego rodzaju publikacją w na
szej
literaturze kościelnej, wprowadzającą do studiów archiwalnych. Autor postawił sobie jako cel: „ułatwić początkującemu historykowi ko R E C E N ZJE i S P R A W O Z D A N IA 344 Ks. ALFO N S SCHLETZ, Po dziewięciu la ta c h Roczniki Teologiczno-kanoniczne, T. III. Lublin 1956, s. 440. Słowo J. Em. Ks. Kard. S TE FA N A W YSZYŃSKIEG O , Prymasa
Polski, do Redakcji „Naszej P rz e s z ło ś c i"................................ 6 T y r o w i c z
M a r i a n ,
Drogi
radykalizmu
społecznego
Aleksandra
Puławskiego. Nadb. z Kwartalnika Historycznego 43 (1956), s. 128— 141. U r b a n
W i n c e n t y ,
De testimoniis vitam Nankeri Episcopi W ra-
tislaviensis illustrantibus, Collectanea Theologica
27
(1956),
s. 250— 286 i nadb. — Leopold
hr. Sedlnicki,
książę
biskup
wrocławski
(1836— 1840),
Warszawa 1955, X I, 326. U r b a n
W i n c e n t y ,
De testimoniis vitam Nankeri Episcopi W ra-
tislaviensis illustrantibus, Collectanea Theologica
27
(1956),
s. 250— 286 i nadb. — Leopold
hr. Sedlnicki,
książę
biskup
wrocławski
(1836— 1840),
Warszawa 1955, X I, 326. K A R O L GÓRSKI, Uwagi o źródłach budzisławskich
. . . . 34 W a r s z a w s k i J ó z e f ks. T. J., Katolickość dzieł Mickiewicza. Cz. pierwsza kowieńsko-wileńska, Rzym 1956, s. 202. Nadb. z Sacrum
Poloniae Millenium III. — Polonica z rzymskiego kodeksu nowicjuszy Towarzystwa Jezu
sowego (1565— 1586), Rzym 1955, s. 205. W a r s z a w s k i J ó z e f ks. T. J., Katolickość dzieł Mickiewicza. Cz. pierwsza kowieńsko-wileńska, Rzym 1956, s. 202. Nadb. z Sacrum
Poloniae Millenium III. B RO NISŁAW W ŁO D ARSKI, Salomea, królowa halicka . . . 61 TERESA
KUJAW SKA-KOM ENDER,
Wstęp
do
badań
nad
pismami Doroty z M ą t a w .................................................... 84 — Polonica z rzymskiego kodeksu nowicjuszy Towarzystwa Jezu
sowego (1565— 1586), Rzym 1955, s. 205. Ks. W IN C EN TY URBAN, Konwersja Melecjusza Smotrzyskiego
133 Wiadomości Archidiecezjalne Warszawskie 1957, z. 1— 4. Ks. ALFO N S SCHLETZ, Ks. Jan Kanty Dąbrowski, biskup sufra-
gan p o z n a ń s k i............................................................................217 W y c z a w s k i H i e r o n i m Eug . o. OFM.,
Wprowadzenia do stu
diów w archiwach kościelnych, Warszawa 1956, s. 159. Ks. BRO NISŁAW N A TO N SK I T. J.,
Ks. Jan Poplatek T. J. (1903— 1 9 5 5 ).................................................................................... 238 K
S
I
Ą
Ż K I
N A
D E
S
Ł
A
N E z Collectanea Theologica
26 (1955), s. 46— 62. G r y g l e w i c z F e l i k s ks., Studium Pisma św. w Lubelskim Semi
narium Duchownym, Lublin 1955, nadb. z Roczników Teologiczno-
kanonicznych 2 (1955), s. 109— 157. J o b e r t A m b r o i s e , L ’£tat Polonais, la liberte religieuse et 1’Eglise
orthodoxe au X V II-e siecle. Revue
Internationale
d’Histoire
politiąue et constitutionnelle 1955, s. 236— 243 i nadb. K l e i n
K a l i n a
M a g d a l e n a ,
Podręczny słownik łacińsko-polski
dla prawników, Warszawa 1956, s. X X X I, 224. K ł o c z o w s k i J e r z y , Dominikanie na Śląsku w X III— X IV wieku,
Lublin 1956, s. X X V II, 356. L e w i c k i K a r o l , Habilitacja Ludwika Bernackiego w Uniwersytecie
Jagiellońskim, Wrocław 1953, s. 22 (Odb. „Ze skarbca kultury"
1952, z. 2). Manuscriptum Gertrudae, filiae Mesconis II Regis Poloniae (ex Ante
murale II), ed. Valerianus Meysztowicz, Romae 1955, s. 105— 157. M e y s z t o w i c z
W a l e r i a n
X.,
Koronacja
pierwszych
Piastów,
Rzym 1956, s. 104 (Odb. z Sacrum Poloniae Millenium). M i c h u l k a W. ks., Ksiądz Bronisław Markiewicz, Londyn (1954), s. 341. K S IĄ 2 K I N A D E S Ł A N E 346 Pamiętniki spiskowców i więźniów galicyjskich w latach 1832— 1846,
opr. Karol Lewicki, Wrocław 1954, s. X X X IX , 290. Pamiętniki spiskowców i więźniów galicyjskich w latach 1832— 1846,
opr. Karol Lewicki, Wrocław 1954, s. X X X IX , 290. Pamiętniki spiskowców i więźniów galicyjskich w latach 1832— 1846,
opr. Karol Lewicki, Wrocław 1954, s. X X X IX , 290. R e c h o w i c s M a r i a n , St. Jean Kanty a-t-il ete 1’auteur du com-
mentaire conciliariste sur l’£vangile de St. Matthieu? Nadb. z Collectanea Theologica 26 (1955), s. 13— 45. R e c h o w i c s M a r i a n , St. Jean Kanty a-t-il ete 1’auteur du com-
mentaire conciliariste sur l’£vangile de St. K
S
I
Ą
Ż K I
N A
D E
S
Ł
A
N E Matthieu? Nadb. z Collectanea Theologica 26 (1955), s. 13— 45. R e c h o w i c s M a r i a n , St. Jean Kanty a-t-il ete 1’auteur du com-
mentaire conciliariste sur l’£vangile de St. Matthieu? Nadb. z Collectanea Theologica 26 (1955), s. 13— 45. — Studia alumnów w Galicyjskim Seminarium Generalnym (1790—
— 1819), Lublin 1955, nadb. z Roczników Teologiczno-kanonicznych
2 (1955), s. 61— 107. — Karność alumnów w Galicyjskim Seminarium Generalnym 1790—
1813), Roczniki Teologiczno-kanoniczne 3 (1956), s. 119— 160. — Studia alumnów w Galicyjskim Seminarium Generalnym (1790—
— 1819), Lublin 1955, nadb. z Roczników Teologiczno-kanonicznych
2 (1955), s. 61— 107. — Karność alumnów w Galicyjskim Seminarium Generalnym 1790—
1813), Roczniki Teologiczno-kanoniczne 3 (1956), s. 119— 160. S P I S T R E Ś C I S P I S T R E Ś C I R e w s k i
Z b i g n i e w , Majstersztyki krakowskiego cechu murarzy
i kamieniarzy X V I— X IX wieku, W rocław 1954, s. 108, 132 ilustr. —
Str. Ks. ALFO N S SCHLETZ, Po dziewięciu la ta c h ................................ 5
Słowo J. Em. Ks. Kard. S TE FA N A W YSZYŃSKIEG O , Prymasa
Polski, do Redakcji „Naszej P rz e s z ło ś c i"................................ 6
J. Eksc. Ks. Arcybiskup
EUGENIUSZ
B A Z IA K do
Redakcji
„Naszej Przeszłości"
............................................................... ? List J. Eksc. Ks. Biskupa CZESŁAW A FALKO W SKIEG O do Re
daktora ..Naszej P r z e s z ło ś c i" ................................................... 3
Ks. JÓZEF U M IŃSKI, Plan „Dziejów Kościoła w Polsce"
. . 9
K A R O L GÓRSKI, Uwagi o źródłach budzisławskich
. . . . 34
B RO NISŁAW W ŁO D ARSKI, Salomea, królowa halicka . . . 61
TERESA
KUJAW SKA-KOM ENDER,
Wstęp
do
badań
nad
pismami Doroty z M ą t a w .................................................... 84
Ks. W IN C EN TY URBAN, Konwersja Melecjusza Smotrzyskiego
133
Ks. ALFO N S SCHLETZ, Ks. Jan Kanty Dąbrowski, biskup sufra-
gan p o z n a ń s k i............................................................................217
Ks. BRO NISŁAW N A TO N SK I T. J.,
Ks. Jan Poplatek T. J. (1903— 1 9 5 5 ).................................................................................... 238
M I S C E L L A N E A
Ks. A N TO N I LIEDTKE, W poszukiwaniu grobu błog. Juty. Przy
czynek do dziejów jej k u lt u ...................................................271
Bp
FRANCISZEK
JOP,
Przemówienie
żałobne
w
Bazylice
Wawelskiej d. 24 maja 1956 r. podczas pogrzebu śp. Ks. A rcy
biskupa Michała G o d le w s k ie g o ............................................ 282 M I S C E L L A N E A Ks. A N TO N I LIEDTKE, W poszukiwaniu grobu błog. Juty. Przy
czynek do dziejów jej k u lt u ...................................................271 Bp
FRANCISZEK
JOP,
Przemówienie
żałobne
w
Bazylice
Wawelskiej d. 24 maja 1956 r. podczas pogrzebu śp. Ks. A rcy
biskupa Michała G o d le w s k ie g o ............................................ 282
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https://openalex.org/W3132188769
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https://flore.unifi.it/bitstream/2158/1238966/1/geosciences-11-00104.pdf
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English
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A New Magma Type in the Continental Collision Zone. The Case of Capraia Island (Tuscany, Italy)
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Geosciences
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cc-by
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A New Magma Type in the Continental Collision Zone.
The Case of Capraia Island (Tuscany, Italy) Alba Patrizia Santo Department of Earth Sciences, University of Florence, Via A. La Pira 4, 50121 Florence, Italy; alba.santo@unifi.it Abstract: The Tuscany Magmatic Province consists of a Miocene to Pleistocene association of a
wide variety of rock types, including peraluminous crustal anatectic granites and rhyolites, calcal-
kaline and shoshonitic suites and ultrapotassic lamproites. In addition to the magma types already
recognised, the occurrence of a new, distinct magma type at Capraia and Elba islands and in mafic
enclaves in the San Vincenzo rhyolites has been suggested by recent studies. This particular type of
magma, represented by intermediate to acidic calcalkaline rocks showing high Sr, Ba, and LREE, is
restricted to the northwestern sector of the province and to a time interval of about 8 to 4.5 Ma. New
data obtained on rocks from Capraia Island have allowed for the verification of the occurrence of
this new magma type, the exploration of its origin and a discussion of its possible geodynamic sig-
nificance. The high-Sr-Ba andesite-dacite rocks occurring in the Laghetto area at Capraia display a
composition that is intermediate between adakitic and calcalkaline rocks. It is suggested that they
represent a distinct type of magma that originated at mantle pressure by melting of the lower con-
tinental crust, followed by mixing with other Capraia magmas. The geodynamic model that best
explains the composition of the studied rocks is the thickening of the continental crust during con-
tinental collision, followed by extension that favoured melting of the lower crust. Keywords: Capraia Island; adakitic rocks; lower continental crust; melting; continental collision Citation: Santo, A.P. A New Magma
Type in the Continental Collision
Zone. The Case of Capraia Island
(Tuscany, Italy). Geosciences 2021, 11,
104. https://doi.org/10.3390/
geosciences11020104 Citation: Santo, A.P. A New Magma
Type in the Continental Collision
Zone. The Case of Capraia Island
(Tuscany, Italy). Geosciences 2021, 11,
104. https://doi.org/10.3390/
geosciences11020104
Academic Editors: Jesus
Martinez-Frias and Javier Dóniz-
Páez
Received: 20 January 2021
Accepted: 17 February 2021
Published: 20 February 2021 1. Introduction The Tuscany Magmatic Province (TMP) is one of the most extensively studied and
best known magmatic worldwide areas. It consists of Miocene to Pleistocene (about 8.5
Ma to 300 ka) intrusive and effusive rocks, cropping out in the Tuscan Archipelago, as
seamount on the northern Tyrrhenian Sea floor, and at several places in southern Tuscany
and northern Latium. In addition, a small peralkaline mafic sill, occurring at Sisco (Cor-
sica) and showing an older age of 14.5 Ma [1], is considered as an early part of the Tuscany
Province, essentially because of its petrogenic lamproitic affinity close to some occur-
rences from southern Tuscany (Orciatico, Montecatini Val di Cecina and Torre Alfina; e.g.,
[2] and references therein). Received: 20 January 2021
Accepted: 17 February 2021
Published: 20 February 2021 Publisher’s Note: MDPI stays neu-
tral with regard to jurisdictional
claims in published maps and institu-
tional affiliations. Petrological and geochemical studies recognised the occurrence of several types of
primary magmas, both of mantle and crustal origin. Mantle-derived magmas show a
range of mafic compositions, from calcalkaline and shoshonitic to ultrapotassic lampro-
itic; crustal magmas consist of peraluminous granites and rhyolites. A wide variety of
hybrid compositions results from the mixing of different types of mantle-derived melts as
well as between these and crust-derived end-members [3]. Copyright: © 2021 by the author. Li-
censee MDPI, Basel, Switzerland. This article is an open access article
distributed under the terms and con-
ditions of the Creative Commons At-
tribution (CC BY) license (http://crea-
tivecommons.org/licenses/by/4.0/). Despite the high number of existing studies on the Tuscan Magmatic Province, there
are still several petrological, volcanological and geodynamic aspects that have been not
adequately considered in the past and that deserve further attention. In particular, the
number of end-member magma compositions occurring in the area and their significance
for the structural evolution of the northern Apennines and back-arc area deserves clarifi-
cation. Such a subject is also of interest to other complex orogenic settings. www.mdpi.com/journal/geosciences Geosciences 2021, 11, 104. https://doi.org/10.3390/geosciences11020104 Geosciences 2021, 11, 104 2 of 26 Recent reconsideration of the literature data has revealed a new magma type in Tus-
cany, in addition to those recognised by previous studies. This supposedly new end-mem-
ber is characterised by andesitic s.l. composition and anomalously high Sr and Ba contents
[3]. 1. Introduction It crops out as lavas at Capraia Island, as dykes at Elba Island and as mafic micro-
enclaves in the San Vincenzo (southern Tuscany) rhyolites [4]. However, its occurrence,
nature, origin and geodynamic significance are still ambiguous. g
g
y
g
g
This paper reports on new data on rocks from Capraia Island, with the aims of veri-
fying the occurrence of this new magma type, exploring its origin and discussing its pos-
sible geodynamic significance. 2. The Tuscany Magmatic Province The Tuscany Magmatic Province (Figure 1) is a magmatic setting characterised by the
occurrence of a wide variety of rock types, including peraluminous granites and rhyolites,
calcalkaline and shoshonitic suites, and ultrapotassic lamproites (e.g., [5] and references
therein). Acid compositions, such as the monzodiorites to leucogranites occurring at Mon-
tecristo, Giglio and Elba Islands, and the rhyolitic lava flows and domes found at San
Vincenzo, Roccastrada, and Tolfa-Manziana-Cerite areas, are the most abundant in the
Tuscany Province. Mafic-intermediate calcalkaline-shoshonitic to ultrapotassic rocks oc-
cur as small lava and hypabyssal bodies at Montecatini Val di Cecina, Orciatico, Torre
Alfina, Radicofani, Monti Cimini, Amiata, Capraia Island, Campiglia, central-eastern Elba
Island, and Sisco. Mafic-intermediate compositions are also found as enclaves within
some granitoid and extrusive rocks. g
According to Poli and Peccerillo [3] and Peccerillo [6], three different extreme end-
members can be recognised within the wide range of compositions. One has a silicic per-
aluminous composition and is derived from the melting of crustal metapelitic rocks, as
indicated by incompatible element contents and a Sr-Nd-Pb isotope signature, all similar
to pelites ([3] and references therein); the other two end-members are of mantle origin and
have mafic calcalkaline-shoshonitic (CA-SHO), and lamproitic (LMP) compositions, re-
spectively. Mixing between the three end-members and fractional crystallisation or assim-
ilation-fractional crystallisation (AFC) of mafic magmas would be responsible for the
origin of the other rocks in Tuscany. These processes generated a continuum for the main
petrological and geochemical characteristics of magmatism as a whole, which makes it
hard discriminating between different magma types and understanding their genetic re-
lationships. Silicic rocks are characterised by variable geochemical-petrological compositions,
which suggests the occurrence of two distinct groups. One group represents primary crus-
tal anatectic magmas related to the melting of metasediments (micaschists, gneisses) of
the Tuscany basement. In contrast, another group consists of evolved melts derived from
intermediate parents via fractional crystallisation or AFC (see [3] and references therein). The two groups overlap each other for several petrological and geochemical characteris-
tics but have distinct Sr isotopic signatures. Geosciences 2021, 11, 104 3 of 26 Figure 1. (a) Geological map of Capraia Island (modified from [4]). Legend: A = Monte Rosso Synthem, B = Monte Cam-
panile Synthem, C = Monte Castello Synthem, D = Monte Rucitello Synthem, E = Punta dello Zenobito Synthem. (b) Loca-
tion of the magmatic centres of Tuscany Magmatic Province (TMP). 2.1. The Capraia Island The island of Capraia is located at the northwestern sector of the Tuscan Archipelago. It is a large asymmetric cone (Figure 1) consisting of a partially collapsed stratovolcano,
on which the small late-stage lateral centre of Punta dello Zenobito formed at the south-
ernmost end of the island (e.g., [4,21–25]). The island was built up during two distinct
periods of magmatic activity, at 7.7–7.2 Ma and 4.6 Ma [4,26,27]. Therefore, Capraia Island
is the oldest volcanic centre in the Tuscan Magmatic Province, and its activity is slightly
younger to contemporaneous to the magmatism of Elba. y
g
p
g
Aldighieri et al. [4] reconstructed the volcanic evolution of the island (Figure 1). They
grouped the deposits of the first phase of activity (Capraia Supersynthem) in five different
synthems. The deposits of the second activity phase were included in the Punta dello Ze-
nobito Synthem. Accordingly, it is possible to distinguish the following: (a) the oldest vol-
canic products (lava flows, breccia and scoria) represented by the Punta del Trattoio Syn-
them (southwestern cliff, not visible on the map in Figure 1); (b) the andesitic domes and
deposits (block, ash and pyroclastic flow) belonging to the Monte Rosso Synthem, visible
along the western sector of the island; (c) the thick lava domes associated with lava flows
and pyroclastics of Monte Campanile Synthem on the eastern side of the island; (d) lava
flows and breccias of Monte Castello Synthem, which cover most of the island; (e) the lava
flows forming the Monte Rucitello Synthem, which partially fill a large depression due to
a flank collapse of the eastern part of the Monte Castello Synthem. In the same period, a
new flank collapse, possibly due to the intrusion of a cryptodome, occurred toward the
east; lava flows, breccias, scoriae and small lava domes were emplaced in the northern
sector of the island as well as two lava domes in the central area. After a long quiescence
period, the eruptive activity resumed in the southern area of the island (Punta dello Ze-
nobito Synthem). The Capraia stratovolcano is predominantly composed of massive high-K calcalka-
line andesite and dacite lavas, with minor ash and block flows and subordinate pyroclastic
flows, emplaced during the first phase of activity. 2. The Tuscany Magmatic Province The orange areas indicate the occurrence of adakite-
like rocks. Figure 1. (a) Geological map of Capraia Island (modified from [4]). Legend: A = Monte Rosso Synthem, B = Monte Cam-
panile Synthem, C = Monte Castello Synthem, D = Monte Rucitello Synthem, E = Punta dello Zenobito Synthem. (b) Loca-
tion of the magmatic centres of Tuscany Magmatic Province (TMP). The orange areas indicate the occurrence of adakite-
like rocks. Based on the available data, CA-SHO and LMP mafic end-members were likely
formed by melting of anomalous mantle rocks contaminated by variable amounts of sub-
ducted sediments (see [7–9] and others). The compositions falling in between CA and LMP
mafic magmas might result from mixing between the two end-members. An alternative
hypothesis is that the entire range of mafic magmas is primary and was generated in a
mantle source containing variable proportions of veins and geochemically barren mantle
rocks entering into the melt (e.g., [10]). According to Poli [11,12] and Poli and Peccerillo [3], the compositions falling between
mafic and crustal anatectic rocks (i.e., the bulk of outcropping rocks) represent mixtures
between crustal and mafic melts. In contrast, Farina et al. [13] suggested that the primary
magmas were generated by different degrees of melting of sedimentary to igneous crustal
protoliths, with variable amounts of residual phases being incorporated in the melts. A distinct group of intermediate to acidic calcalkaline rocks showing high Sr, Ba and
LREE has been distinguished by Poli and Peccerillo [3] among the Orano dykes at Elba
Island, for mafic enclaves in the San Vincenzo rhyolites, and at Capraia Island. It was sug-
gested that this represents a distinct type of magma, which had not been recognised by Geosciences 2021, 11, 104 4 of 26 previous studies. Actually, the high-Sr-LREE of these rocks had been already pointed out
(e.g., [14–16]), but petrogenetic significance and regional distribution were not explored. previous studies. Actually, the high-Sr-LREE of these rocks had been already pointed out
(e.g., [14–16]), but petrogenetic significance and regional distribution were not explored. These rocks show very similar abundances of most major and trace elements (SiO2 =
60–65 wt%; MgO ~ 3–4 wt%; TiO2 = 0.6–0.8 wt%; Th = 40–60 ppm; Zr ~ 200–250 ppm; etc.)
as other intermediate rocks from the same region. However, Sr (>700 ppm), Ba (>1000
ppm), Sr/Y (>30) and LREE are higher. 2. The Tuscany Magmatic Province Peccerillo [6] noticed that these characteristics are
typical of adakites, as defined by several authors [17–20], although typical low Y contents
(<15 ppm) are only found in a few samples from Orano dykes. 87Sr/86Sr ratios (~0.708–
0.712) plot at the low end of the Tuscany mafic-intermediate compositional range,
whereas Nd-isotope ratios have an opposite behaviour. Such a particular type of magma
seems to be restricted to the northwestern sector of the Tuscany Magmatic Province; it
was emplaced over a time interval of about 8 to 4.5 Ma, decreasing in age from Elba to
Capraia and San Vincenzo. 2.1. The Capraia Island The second eruptive phase mostly con-
sists of strombolian scoriae and a few lava flows and dykes of Punta dello Zenobito centre
which show a shoshonitic basaltic composition [25,26,28]. p
Prosperini [28] and Poli et al. [24] distinguished six different groups of rocks: (1)
Older Series, belonging to the main and older emission stage, whose lava flows cover the
largest part of the island; (2) Monte Campanile and Porto volcanites, cropping out in the
central part of the eastern coast; (3) Zurletto pyroclastics, probably originating from an
external submerged centre, which crop out in the eastern coast; (4) San Rocco and Piano
volcanites, erupted by small eruptive centres, disposed in a NE–SW direction; (5) Laghetto
volcanites, cropping out in a narrow depressed area on the top of the volcano; (6) Zenobito
volcanites, in the southern part of the island, forming a neck of porphyritic lava sur-
rounded by stratified scoria deposits. A petrographic and geochemical overview of the
Capraia lavas is reported in Prosperini [28] and Poli and Perugini [25]. 5 of 26 Geosciences 2021, 11, 104 The bulk of the rocks making up the stratovolcano have mostly a high-K andesite-
dacite composition with a slight enrichment in potassium (K2O = 2.5–4.0 wt%). The basal-
tic-andesites from Punta dello Zenobito display moderate concentrations of CaO (around tic-andesites from Punta dello Zenobito display moderate concentrations of CaO (around
7–8 wt%) and Na2O (around 3 wt%) and variable MgO, Ni, and Cr content. Sr isotope ratios of Capraia rocks have partially overlapping values. Punta dello Ze-
nobito shows 87Sr/86Sr ~ 0.7071–0.7074; high-K andesites and dacites show a large range of
values with 87Sr/86Sr = 0.7073–0.71102. Nd isotope ratios are poorly variable in the range
143Nd/144Nd = 0.51224–0.51235 [9,28]. 3. Materials and Methods Among the Capraia products, a group of rocks shows Sr, Ba and LREE contents dis-
tinctively higher than other rocks with similar silica contents [3,6]. They come from the
“Laghetto volcanic group” [24,28]. This group has been sampled with the aim of provid-
ing further data and investigating the origin of high Sr-Ba rocks. In the Laghetto area (Figure 2), a series of lava flows crops out in a small depression. Several samples have been collected from various lava levels and have been analysed for
major and trace elements. Mineral chemistry and Sr-Nd radiogenic isotope analyses have
been carried out for selected samples. Figure 2. Panoramic view of the Laghetto area. Figure 2. Panoramic view of the Laghetto area. 3.1. Analytical Methods The major element composition of selected mineral phases has been obtained on thin
polished sections (30 µm) through the Electron Microprobe JEOL JXA-8600 (IGG-CNR of
Firenze). The instrument is equipped with four WDS spectrometers and an EDS detector;
it is controlled by the software XMas. The system operates at 10 nA beam current and 15
kV accelerating voltage, with counting times of 15 s on the peak (10 s for Na) and of 5 s on
each background. The data acquired have been processed using the PAP correction sys-
tem [29]. Major and trace element analyses of the collected rock samples were carried out at
the Activation Laboratories, Ancaster, Ontario, Canada. For major oxides and selected
trace elements (Ba,Sr,Y,Zr,Sc,V), the samples were prepared and analysed in a batch sys-
tem. Each batch contained a method reagent blank, certified reference material and 17%
replicates. Samples were mixed with a flux of lithium metaborate and lithium tetraborate
and fused in an induction furnace. The molten melt was immediately poured into a solu-
tion of 5% nitric acid containing an internal standard and mixed continuously until com-
pletely dissolved (~30 min). The samples were run on a combination simultaneous/se-
quential Thermo Jarrell-Ash ENVIRO II ICP (inductively coupled plasma). Calibration
was performed using 7 prepared USGS and CANMET certified reference materials. One Geosciences 2021, 11, 104 6 of 26 of the 7 standards was used during the analysis for every group of ten samples. Detection
limit was in the range between 0.01 and 0.001 (%) for major elements and between 1 and
5 (ppm) for trace elements. The same sample solution was spiked with internal standards
to cover the entire mass range and was further diluted and introduced into a Perkin Elmer
SCIEX ELAN 6000, 6100 or 9000 ICP/MS (inductively coupled plasma/mass spectrometry)
using a proprietary sample introduction methodology. The detection limits in ppm were:
Pb = 5 ppm; Ni, Co, Cr, Rb = 1 ppm; Nb= 0.2; Cs, Hf, Ta = 0.1; La, Ce, Nd, Eu, Th = 0.05; Lu
= 0.02; Pr, Sm, Gd, Tb, Dy, Ho, Eb, Yb, U = 0.01; Eu, Tm = 0.005. Radiogenic isotope ratio measurements were performed at IGG–CNR of Pisa (Italy). Sr and REE fractions were separated from the matrix using conventional cation columns
with AG 50W-X8 200–400 mesh resin. 3.1. Analytical Methods Strontium separates were then loaded onto 99.98%
Re filaments, and isotope ratios were measured using a Finnigan MAT 262 multiple col-
lector thermal ionisation mass spectrometer (TIMS) for running in dynamic mode. Instru-
mental mass bias correction was done by internal normalisation to 86Sr/88Sr = 0.1194. Rep-
licate measurements of NIST SRM 987 (SrCO3) standard gave an average value of 0.710229
± 11 (2SD, n = 16). Throughout the full chemical process, the Sr blanks were approximately
0.3 ng, which were negligible for the analysed samples (0.1–0.2 g of sample). Nd vas ex-
tracted from REE eluates using Eichrom Ln resin. Nd eluates were dried, then redissolved
in 2% HNO3 solution and measured in static mode with a Thermo Neptune Plus, MC-ICP-
MS equipped with 1011 and 1012 Ohm resistors. Blank was negligible; thus, no blank cor-
rection was performed. 144Sm interference over 144Nd was calculated using 147Sm; however,
this correction also had also a negligible effect on the final ratio. Instrumental mass bias
correction was done by internal normalis ation to 146Nd/144Nd = 0.7219. Seventeen repli-
cates of the standard J Nd Replicate analyses of JNdi-1 standard [30] gave an average
value of 0.512098 ± 6 (2SD). 4.1. Petrography and Mineral Chemistry The collected samples show hypocrystalline, moderately porphyritic (Porphyritic In-
dex = 20–30), textures, with phenocrysts of plagioclase, clinopyroxene, and biotite; amphi-
bole, K-feldspar, opaque minerals and apatite are present in accessory amounts. The mi-
cro- to crypto-crystalline groundmass consists of the same mineral phases as the pheno-
crysts, with abundant microlites of plagioclase and biotite. The composition of the main mineral phases is reported in Table 1. Plagioclase is the
most abundant mineral (40–65% of total phenocryst abundance) and consists of euhedral
or subhedral twinned crystals; in a few cases, phenocrysts display a sieved mantle. Both
phenocryst core (An37-49) and rim (An44-47) have andesinic composition. The micropheno-
crysts (An36-57) and groundmass (An40-64) plagioclase span a larger range of compositions,
from poorer to richer in Anorthite. Clinopyroxene is ubiquitous; it appears as colourless
or lightly brown-coloured euhedral to rounded crystals, showing at times reaction rims. Phenocryst core composition is in the range Wo43-45, En35-50, Fs5-21; zoning is generally
slightly normal (more Mg-rich cores), even though, in a few cases, crystals with reverse
zoning are observed. Some microphenocrysts and groundmass clinopyroxene show dise-
quilibrium evidence, having higher Enstatite content than phenocrysts, in agreement with
the higher Anorthite content in plagioclase microliths. When plotted in the quadrilateral
classification diagram [31], the analysed pyroxenes fall in the augite field or on the bound-
ary between the augite and diopside fields; they form two slightly distinct groups (Figure
3), each including phenocrysts, microphenocrysts, and groundmass clinopyroxene. Biotite
phenocryst may display a ragged habit and variable extent of resorption; both biotite and
amphibole often display opacitic rims or are almost entirely transformed to opaque min-
erals. Geosciences 2021, 11, 104 7 of 26 Table 1. Representative chemical analyses of the main mineral phases from the Laghetto rocks. 4.1. Petrography and Mineral Chemistry Plagioclase
CA3-1
CA3-1
CA4-8
CA4-11
CA5-1
CA5-1
CA5-6
CA3-9
CA3-15
CA3-19
CA4-5
CA4-13
CA5-3
CA3-14
CA4-6
CA5-16
Ph core
Ph rim
Ph core
Ph core
Ph core
Ph rim
Ph core
Micro core
Micro core
Micro core
Micro core
Micro core
Micro core
Gdm
Gdm
Gdm
SiO2
57.2
57.5
59.8
59
55.9
56.2
56.6
59.8
53
59.4
58.7
59.3
57
59.4
54.7
51.8
Al2O3
26.1
26.6
25.2
25.9
27.7
26.9
28
25.9
28.6
24.7
26.3
25.3
26.9
25.9
29
30.3
FeO
0.11
0.11
0.17
0.07
0.65
0.16
0.15
0.13
0.20
0.19
0.19
0.12
0.07
0.77
0.66
0.14
CaO
9.2
9.3
7.5
8
10.2
9.7
10
7.9
11.3
7.5
8.3
7.2
9.1
8.2
11.5
13.5
Na2O
6.1
6.1
7.1
7
5.5
5.3
6.2
6.9
4.5
6.6
6.6
6.5
6
6.4
5.1
4
K2O
0.54
0.68
0.76
0.66
0.43
1.10
0.54
0.78
0.42
1
0.89
1.02
0.58
0.71
0.38
0.27
Total
99.2
100.3
100.5
100.7
100.4
99.2
101.5
101.5
98
99.4
100.9
99.4
99.7
101.5
101.4
100
An
43.9
43.8
35.4
37.4
49.3
47
45.8
37.2
56.8
36.6
39.1
35.8
44.1
39.8
54.4
63.9
Ab
53.1
52.3
60.3
58.9
48.3
46.7
51.2
58.5
40.6
57.7
55.9
58.2
52.6
56.2
43.5
34.6
Or
3.1
3.8
4.3
3.7
2.4
6.3
2.9
4.3
2.5
5.8
5
6
3.3
4.1
2.1
1.5
Clinopyroxene
CA3-3
CA3-3
CA4-1
CA4-1
CA4-12
CA4-17
CA4-16
CA5-9
CA5-9
CA4-4
CA5-7
CA5-11
CA5-11
CA3-5
CA4-3
CA5-15
Ph core
Ph rim
Ph core
Ph rim
Ph core
Ph core
Ph core
Ph core
Ph rim
Micro core
Micro core
Micro core
Micro rim
Gdm
Gdm
Gdm
SiO2
52.3
52.6
51.7
52.4
53.3
53.9
53.1
53.2
54.8
54.4
54.4
51.6
53.3
53.2
53.2
54.3
TiO2
0.18
0.14
0.17
-
0.09
0.36
0.29
0.24
0.18
0.16
0.21
0.02
0.39
0.25
0.21
0.24
Al2O3
0.80
0.52
0.43
0.54
0.56
1.34
1.24
1.30
1.34
0.70
0.60
0.41
1.84
1.55
1.37
0.78
FeO
11.6
11.9
12.7
12
11.6
4.3
4.8
3.4
4
4.7
3.8
11.8
5.4
5.9
7.7
5.6
MnO
0.46
0.61
0.68
0.61
0.57
0.11
0.13
0.06
0.11
0.14
0.17
0.67
0.16
0.14
0.26
0.16
MgO
13
12.4
12.4
12
12.9
17.3
16.8
17.7
18.2
18.7
19.1
11.9
17.2
17.1
17.6
18.7
CaO
21.7
21.5
21.4
22.2
22.1
22.1
22.1
21.7
22.2
20.8
20.6
21.6
21.5
21.7
19.8
20
Na2O
0.26
0.17
0.15
0.20
0.30
0.25
0.27
0.27
0.14
0.18
0.16
0.26
0.29
0.26
0.29
0.20
K2O
-
0.02
-
0.02
0.01
0.01
-
-
0.07
-
0.02
0.04
0.01
-
-
0.01
Cr2O3
0.02
0.01
-
-
0.02
0.53
0.33
0.67
0.31
0.15
0.48
0.01
0.02
0.11
0.02
-
Total
100.2
99.9
99.7
100
101.5
100.1
99.1
98.5
101.4
100
99.5
98.3
100.1
100.3
100.4
99.9
Wo
44.1
44.3
43.5
45.6
44.5
44.5
44.7
44.3
43.7
41.1
41.1
45.1
43.1
43.2
39.2
39.6
En
36.7
35.7
35.2
34.2
36.2
48.5
47.4
50.2
49.7
51.4
52.8
34.5
48.1
47.4
48.4
51.5
Fs
19.2
20.1
21.3
20.2
19.2
7
7.8
5.5
6.4
7.5
6.1
20.4
8.7
9.5
12.4
8.9
Biotite
Amphibole
Opaque minerals
CA3-6
CA3-11
CA3-20
CA4-9
CA5-8
CA3-16
CA5-5
CA5-14
Micro core
Ph core
Ph core
Ph core
Ph core
Ph core
Gdm
Gdm
SiO2
37.8
40.3
37
43.7
38.7
54.0
-
0.01
TiO2
3
3.9
2.8
3.6
4.6
0.18
2.1
2
Al2O3
14.7
17.8
14.5
14.7
14
1.3
0.83
2
FeO
8.5
5.2
10.7
7.2
8.2
3.4
85.5
89
MnO
0.12
0.04
0.10
0.02
0.05
0.09
0.27
0.14
MgO
21.6
18.4
20.5
17
19
18.5
0.85
0.30
CaO
0.12
0.06
0.14
0.14
0.09
20.64
0.35
0.07
Na2O
0.68
0.66
0.66
0.78
0.29
0.21
-
-
K2O
9.8
6.8
8.9
9.3
10.1
0.04
0.04
0.03
Cr2O3
-
0.03
0.13
0.02
0.06
1.05
0.06
0.09
Total
96.3
93.1
95.4
96.4
95.1
99.4
90
93.6
Ph = phenocryst; Micro = microphenocryst; Gdm = groundmass. 4.1. Petrography and Mineral Chemistry Table 1. Representative chemical analyses of the main mineral phases from the Laghetto rocks. 12 of 26 Geosciences 2021, 11, 104 Figure 3. Classification diagram of pyroxene [31] from the Laghetto rocks. Figure 3. Classification diagram of pyroxene [31] from the Laghetto rocks. 4.2. Geochemistry Major and trace element compositions of the analysed samples are reported in Table
2, along with a few representative analyses of other Capraia rocks [9,28]. The Total-Alkali
versus Silica (TAS) [32] and K2O vs. SiO2 [33] classification diagrams are shown in Figure
4. Major and trace element diagrams are shown in Figures 5–7. Other rocks occurring at
Capraia, as dykes at Elba Island and as mafic enclaves in the San Vincenzo rhyolites, are
also reported [15,16,34,35]. p
The Capraia rocks are mostly high-K calcalkaline andesites and dacites. The samples
from Punta dello Zenobito are more mafic and fall at the boundary between shoshonitic
and high-K basaltic andesites. The Zurletto pyroclastics display more evolved composi-
tion plotting between dacite and rhyolite fields (Figure 4b). The investigated samples from the Laghetto Series plot at the boundary between the
trackyandesite and trachydacite fields in the TAS diagram (Figure 4a) and mostly in the
high-K calcalkaline andesite and dacite fields in the K2O vs. SiO2 diagram (Figure 4b). g
g
g
The variation diagrams for major elements (Figures 4 and 5) show a similarity of the
analysed rocks with other andesite-dacites from Capraia for most elements, although they
exhibit slightly higher K2O and lower TiO2 and FeOt. g
y
g
Trace elements against SiO2 (Figures 6 and 7) show that the Laghetto samples have
similar abundances as other Capraia intermediate rocks. However, they display distinct
spikes in Sr and Ba, LREE, Th, U and Pb. In contrast, HREE have slightly lower values,
and consequently, La/Yb and Tb/Yb ratios are higher. High Sr-Ba compositions in the
Laghetto Series were also found by Prosperini ([28] and Table 2). High Sr-Ba rock samples
from Orano dykes and San Vincenzo mafic enclaves display compositions in the range of
intermediate Capraia rocks for many major and trace elements (Figures 4–7). 13 of 26 Geosciences 2021, 11, 104 Figure 4. (a) TAS and (b) K2O vs. SiO2 classification diagrams for Capraia rocks. Open circles (first
activity phase) and triangles (second activity phase): data from the literature [9,28]; full green circles:
this work. Some Elba dykes [15,35] and mafic enclaves from San Vincenzo [16,34] are also plotted
for comparison. Data are plotted on water-free basis. Figure 4. (a) TAS and (b) K2O vs. SiO2 classification diagrams for Capraia rocks. Open circles (first
activity phase) and triangles (second activity phase): data from the literature [9,28]; full green circles:
this work. 4.2. Geochemistry Some Elba dykes [15,35] and mafic enclaves from San Vincenzo [16,34] are also plotted
for comparison. Data are plotted on water-free basis. Figure 5. Major element variation diagrams for Capraia rocks. 1
2
3
4
5
6
7
8
9
10
MgO wt%
2
3
4
5
6
7
8
9
CaO wt%
0.0
0.5
1.0
1.5
2.0
TiO2 wt%
2
3
4
5
6
7
8
9
10
11
FeOtot wt%
2.2
2.5
2.8
3.1
3.4
3.7
4.0
4.3
50
52
54
56
58
60
62
64
66
68
70
72
SiO2 wt%
Na2O wt%
50
52
54
56
58
60
62
64
66
68
70
72
0.1
0.2
0.3
0.4
0.5
0.6
0.7
P2O5 wt%
SiO2 wt%
Capraia Isl. first activity phase
San Vincenzo mafic enclave
Capraia Isl. second activity phase
Elba Isl. Orano porphyry
Capraia Isl. Laghetto (this work) Elba Isl. Chiessi dyke Figure 5. Major element variation diagrams for Capraia rocks. 14 of 26 Geosciences 2021, 11, 104 Figure 6. Trace element variation diagrams for Capraia rocks. 200
500
800
1100
1400
1700
Sr ppm
0
100
200
300
400
500
Cr ppm
75
125
175
225
275
Rb ppm
0
30
60
90
120
150
180
210
La ppm
15
20
25
30
35
40
45
50
55
60
Th ppm
400
600
800
1000
1200
1400
1600
1800
Ba ppm
3
5
7
9
11
13
50
52
54
56
58
60
62
64
66
68
70
72
SiO2 wt%
U ppm
50
52
54
56
58
60
62
64
66
68
70
72
0
10
20
30
40
50
60
70
80
90
100
110
Pb ppm
SiO2 wt%
Capraia Isl. first activity phase
San Vincenzo mafic enclave
Capraia Isl. second activity phase
Elba Isl. Orano porphyry
Capraia Isl. Laghetto (this work) Elba Isl. Chiessi dyke Figure 6. Trace element variation diagrams for Capraia rocks. Figure 7. Trace element and element ratio variation diagrams for Capraia rocks. 4.2. Geochemistry 200
500
800
1100
1400
Sr ppm
0
100
200
300
400
500
Cr ppm
75
125
175
225
Rb ppm
0
30
60
90
120
150
180
210
La ppm
15
20
25
30
35
40
45
50
55
60
Th ppm
400
600
800
1000
1200
1400
1600
1800
Ba ppm
3
5
7
9
11
13
50
52
54
56
58
60
62
64
66
68
70
72
SiO2 wt%
U ppm
50
52
54
56
58
60
62
64
66
68
70
72
0
10
20
30
40
50
60
70
80
90
100
110
Pb ppm
SiO2 wt%
0.5
1.0
1.5
2.0
2.5
3.0
3.5
Yb ppm
0
20
40
60
80
100
120
140
50
52
54
56
58
60
62
64
66
68
70
72
SiO2 wt%
La/Yb
50
52
54
56
58
60
62
64
66
68
70
72
0.3
0.4
0.5
0.6
0.7
0.8
0.9
Tb/Yb
SiO2 wt%
0
10
20
30
40
Y ppm
Capraia Isl. first activity phase
San Vincenzo mafic enclave
Capraia Isl. second activity phase
Elba Isl. Orano porphyry
Capraia Isl. Laghetto (this work) Elba Isl. Chiessi dyke Figure 6. Trace element variation diagrams for Capraia rocks. Figure 7. Trace element and element ratio variation diagrams for Capraia rocks. 0.5
1.0
1.5
2.0
2.5
3.0
3.5
Yb ppm
0
20
40
60
80
100
120
140
50
52
54
56
58
60
62
64
66
68
70
72
SiO2 wt%
La/Yb
50
52
54
56
58
60
62
64
66
68
70
72
0.3
0.4
0.5
0.6
0.7
0.8
0.9
Tb/Yb
SiO2 wt%
0
10
20
30
40
Y ppm
Capraia Isl. first activity phase
San Vincenzo mafic enclave
Capraia Isl. second activity phase
Elba Isl. Orano porphyry
Capraia Isl. Laghetto (this work) Elba Isl. Chiessi dyke Figure 7. Trace element and element ratio variation diagrams for Capraia rocks. 15 of 26 Geosciences 2021, 11, 104 Table 2. Major (%), trace (ppm) and isotopic compositions of representative rocks from Capraia Island. 4.2. Geochemistry Rock Sample CA4
CA2
CA5
CA1
CA6
CA7
CA3
CP25
CP22
CP50
CP9
CP28
CP7
CP6
CP30
CP14
CP 101 CP110
CP54
RZ05E PP-180C PP-180R DG-27
DG-28
Locality
Capraia Island
South-
ern Tus-
cany
Elba Island
Laghetto Laghetto Laghetto Laghetto Laghetto Laghetto Laghetto Laghetto Laghetto
Monte
Campa-
nile
Monte
Campa-
nile
Porto Zurletto Zurletto
San
Rocco-
Piano
San
Rocco-
Piano
Capo
Fer-
raione
Peraiola Zeno-
bito
San
Vin-
cenzo
enclave
Orano
porphyry
Orano
porphyry
Orano
dykes
(Chiessi)
Orano
dykes
(Chiessi)
Data Source
This
Work
This
Work
This
Work
This
Work
This
Work
This
Work
This
Work
[28]
[28]
[28]
[28]
[28]
[28]
[28]
[28]
[28]
[9]
[9]
[9]
[16]
[15]
[15]
[35]
[35]
SiO2
60.2
61.1
61.2
61.4
61.5
62.3
63.3
62.2
63
62
63.9
59.1
67.6
68.4
62.2
62.5
61.9
62.3
50.7
55.2
64.5
63.3
61.2
59.8
TiO2
0.66
0.65
0.67
0.64
0.62
0.61
0.65
0.67
0.67
0.97
0.94
0.81
0.51
0.56
0.71
0.73
0.69
0.68
1.65
0.82
0.62
0.69
0.67
0.67
Al2O3
14.8
16.1
15.4
16.7
15.6
15.7
16.1
16
16
16.5
16
16.5
13.6
14.3
15.8
15.8
15.3
15.2
15.5
15.6
16.1
15.2
14.6
14.5
Fe2O3
4.72
4.68
4.71
4.71
4.54
4.51
4.63
4.66
4.60
5.35
4.99
5.97
3.26
3.38
5.32
5.50
5.39
5.24
10.20
6.55
4.23
4.64
5.01
5.11
MnO
0.09
0.07
0.08
0.06
0.07
0.05
0.07
0.09
0.07
0.06
0.06
0.07
0.06
0.06
0.06
0.06
0.07
0.07
0.13
0.05
0.06
0.06
0.11
0.10
MgO
3.07
2.96
3.02
2.72
3.04
2.08
2.26
3.06
3.38
2.60
2.09
4.16
1.36
1.33
3.53
3.18
3.48
2.88
6.41
3.70
3.06
4.33
5.78
5.76
CaO
5.06
4.29
4.91
4.50
4.89
4.56
4.46
4.92
4.32
4.34
3.74
5.66
2.42
2.72
5.35
5.14
5.48
4.59
7.92
6.26
2.37
3.49
4.11
4.68
Na2O
3.09
3.01
3.27
3.06
3.18
3.32
3.35
3.27
3.17
3.53
3.61
3.20
3.82
3.10
2.88
2.87
3.14
3.14
2.83
2.27
3.27
2.92
3.28
3.20
K2O
4.26
4.14
4.27
4.07
3.99
4.15
4.26
3.95
3.75
3.71
4
2.82
3.86
3.95
3.04
3.12
3.33
3.90
2.42
3.78
3.87
3.95
3.25
3.09
P2O5
0.31
0.27
0.33
0.30
0.28
0.29
0.26
0.29
0.29
0.36
0.34
0.26
0.14
0.18
0.23
0.25
0.18
0.29
0.48
0.61
0.28
0.27
0.25
0.24
LOI
1.97
1.85
1.06
1.83
1.46
1.99
0.66
1.10
0.88
0.70
0.45
1.69
3.41
2.14
1.14
1.10
1.36
2.19
1.13
4.98
1.99
1.41
2.02
3.21
Total
98.3
99.1
98.9
99.9
99.2
99.6
100
100.2
100.1
100.2
100.1
100.3
100.1
100.1
100.3
100.2
100.3
100.5
99.4
99.8
100.3
100.3
100.3
100.3
Sc
14
14
15
14
14
13
13
13.2
-
13.8
-
17.4
6.8
-
16
-
-
-
23
19
11
12
-
-
V
106
92
94
93
92
86
86
88
88
99
78
101
24
27
123
127
128
137
166
-
75
88
118
124
Cr
120
120
100
110
120
120
100
100
123
94
56
243
20
34
144
168
177
132
400
310
86
144
248
243
Co
16
14
15
15
14
10
13
8
14
11
11
18
8
7
14
16
11.9
15.2
30
19
12.8
16.3
18
19
Ni
20
20
20
20
30
30
< 20
25
26
22
10
84
8
9
13
13
29
-
69
90
43.1
83.7
101
112
Rb
164
169
162
166
163
172
180
164
153
187
191
125
182
205
122
122
116
161
115
129
166
206
189
189
Sr
1092
908
1164
1004
947
932
914
1110
1042
498
489
489
341
383
852
849
733
933
399
1634
920
1461
1563
1602
Y
20.9
19.4
22.7
18.7
19.2
19.7
21.5
31
20
25
24
22
18
20
19
23
19.3
31
20
30
20
20.1
10
8
Zr
227
247
245
236
222
252
255
206
223
259
232
207
170
176
198
197
185
234
221
226
192
213
219
217
Nb
11.3
9.8
11.3
10.3
12.9
12.7
12.9
8
13
20
17
13
10
12
11
9
11.9
14.3
15
7
12.4
10.9
9
8
Cs
11.7
11.5
11
11.5
12.1
13.4
12.3
12
-
-
-
-
-
-
-
-
9.2
15.2
4
-
12
30
14
-
Ba
1537
1342
1574
1318
1259
1296
1278
1220
1367
828
820
738
563
650
866
853
711
1410
540
1510
970
1278
1528
1470
La
129
121
145
119
114
119
107
127
128
68
63
68
44
49
57
59
58.5
165
29.3
181
101
120
146
148
Ce
232
228
259
237
213
210
202
224
246
119
129
106
89
86
102
98
109
297
68.4
333
186
205
263
295
Nd
85.2
81.3
96.8
79.5
77.7
76.9
74.6
103
-
49
-
43
34
-
39
-
43.6
105
51.9
160
80
94
107.3
-
Sm
12.8
12.2
14.4
11.7
11.8
11.5
11.6
13.9
-
10.7
-
-
6.7
-
8.6
-
8.01
16.4
9.6
25
12.6
14.4
15.7
-
Eu
2.38
2.32
2.72
2.33
2.33
2.3
2.3
2.62
-
1.63
-
1.67
1.05
-
1.63
-
1.76
3
2.09
4.88
2.05
2.76
3
-
Gd
7.25
6.54
7.93
6.48
6.5
6.36
6.65
8.1
-
-
-
-
-
-
-
-
5.3
9.5
6.2
14
7.89
9.38
10.3
-
Tb
0.86
0.79
0.89
0.71
0.74
0.76
0.83
1.1
-
0.82
-
0.72
0.57
-
0.71
-
0.77
1.24
1
1.5
0.88
0.92
1
-
Dy
4.03
3.64
4.23
3.59
3.77
3.63
4.05
4.9
-
-
-
-
-
-
-
-
3.6
5.6
4.9
6.9
4.25
4.36
4.9
-
Ho
0.67
0.62
0.71
0.61
0.6
0.6
0.7
0.91
-
-
-
-
-
-
-
-
0.7
1.01
0.99
1.1
0.74
0.73
0.6
-
Er
1.92
1.77
2.12
1.79
1.72
1.79
1.94
2.3
-
-
-
-
-
-
-
-
2.05
2.85
2.7
2.6
1.83
1.69
1.7
-
Tm
0.24
0.23
0.29
0.26
0.23
0.25
0.27
0.30
-
-
-
-
-
-
-
-
0.29
0.40
0.40
-
0.26
0.24
0.20
-
Yb
1.68
1.58
1.82
1.56
1.50
1.53
1.84
2.30
-
2.10
-
2
1.80
-
1.80
-
1.84
2.49
2.30
2.10
1.67
1.37
1.20
- Geosciences 2021, 11, 104 16 of 26 16 of 26 Lu
0.24
0.25
0.29
0.22
0.24
0.23
0.28
0.35
-
0.35
-
0.36
0.28
-
0.23
-
0.28
0.36
0.35
0.30
0.22
0.18
0.20
-
Hf
5.6
5.5
6.2
5.7
5.6
5.9
5.9
5.3
-
7.3
-
4.6
5.9
-
5
-
5.4
6.3
5.6
6.5
-
-
-
-
Ta
1.07
1
0.97
1
1.03
1.11
1.17
1
-
1.8
-
1.3
1.5
-
1.08
-
0.9
1.11
1.2
1.1
1.54
1.3
-
-
Pb
72
74
78
77
78
72
70
53
59
41
42
38
51
52
48
46
61
82
12
-
36
101
77
61
Th
51.5
53.7
56.8
52.5
50
52.5
48.3
44
46
44
43
26
34
34
25
23
23.1
49.4
24
51.5
37
35
43
51
U
10.5
10.4
10.6
10.9
10.5
11.8
9.9
-
-
-
-
-
-
-
-
-
6.4
11.7
3.8
-
11
9.9
-
-
87Sr/86Sr
0.709642
-
0.710009
-
-
-
0.709553 0.710260 0.707314 0.709628 0.709811 0.709175
-
-
0.708782 0.707933 0.708719 0.710213 0.708135
-
-
0.711500 0.711348
-
143Nd/144Nd 0.512343
-
0.512331
-
-
-
0.512339 0.512243
-
-
-
-
-
-
-
-
0.512346 0.512239 0.512254
-
-
0.512270 0.512330
- Geosciences 2021, 11, 104 17 of 26 Chondrite-normalised REE patterns of the analysed samples are fractionated for both
LREE and HREE (Figure 8a). 4.2. Geochemistry Incompatible element abundances normalised to primordial
mantle compositions show strong negative spikes of HFSE, high positive anomalies of Pb
and other LILE, and a small negative anomaly of Ba (Figure 8b). Similar patterns are
shown by the Elba and San Vincenzo rocks. Figure 8. (a) Chondrite normalised REE patterns and (b) Primitive mantle normalised trace ele-
ment patterns for the Laghetto rocks. Patterns of other Capraia rocks [9,28], Elba dykes [15,35] and
a San Vincenzo mafic enclave [16] are shown for comparison. Normalising values from Sun and
McDonough [36]. La
Ce
Pr
Nd Pm Sm
Eu
Gd
Tb
Dy
Ho
Er
Tm
Yb
Lu
1
10
100
1000
Rock/Chondrite
CsRbBa Th U NbTa K La CePb Pr Sr P Nd Zr SmEuGd Ti Dy Y Tb Lu
1
10
100
1000
Rock/Primitive mantle
(a)
(b)
Capraia Isl. first activity phase
San Vincenzo mafic enclave
Capraia Isl. second activity phase
Elba Isl. Orano porphyry
Capraia Isl. Laghetto (this work) Elba Isl. Chiessi dyke 1
10
100
1000
Rock/Chondrite
(a) Rock/Chondrite CsRbBa Th U NbTa K La CePb Pr Sr P Nd Zr SmEuGd Ti Dy Y Tb Lu
1
10
100
1000
Rock/Primitive mantle
(b) (b) CsRbBa Th U NbTa K La CePb Pr Sr P Nd Zr SmEuGd Ti Dy Y Tb Lu CsRbBa Th U NbTa K La CePb Pr Sr P Nd Zr SmEuGd Ti Dy Y Tb Lu
1 Figure 8. (a) Chondrite normalised REE patterns and (b) Primitive mantle normalised trace ele-
ment patterns for the Laghetto rocks. Patterns of other Capraia rocks [9,28], Elba dykes [15,35] and
a San Vincenzo mafic enclave [16] are shown for comparison. Normalising values from Sun and
McDonough [36]. Figure 8. (a) Chondrite normalised REE patterns and (b) Primitive mantle normalised trace ele-
ment patterns for the Laghetto rocks. Patterns of other Capraia rocks [9,28], Elba dykes [15,35] and
a San Vincenzo mafic enclave [16] are shown for comparison. Normalising values from Sun and
McDonough [36]. Sr-Nd isotope ratios of the analysed samples fall in the range of 87Sr/86Sr = 0.709553–
0.710009 and 143Nd/144Nd = 0.512331–0.512343. Sr-isotope ratios overlapped or were some-
what higher than other Capraia rocks reported in the literature [9,28]. 4.2. Geochemistry Overall, the Capraia
rocks, as well as the Elba dykes and San Vincenzo enclaves, plot near to the lowest Sr and
highest Nd isotope distribution range of the Tuscany Province, whose main isotopic char-
acteristic is the intermediate composition between typically mantle-derived and crustal
anatectic magmas (Figure 9). The few published Pb isotope ratios show poorly radiogenic 18 of 26 Geosciences 2021, 11, 104 18 of 26 values, as typically found in other rocks from the Tuscany Province (206Pb/204Pb = 18.65–
18.73; 207Pb/204Pb = 15.64–15.70; 208Pb/204Pb = 38.96–39.09; [9] and references therein). values, as typically found in other rocks from the Tuscany Province (206Pb/204Pb = 18.65–
18.73; 207Pb/204Pb = 15.64–15.70; 208Pb/204Pb = 38.96–39.09; [9] and references therein). 18.73;
Pb/
Pb 15.64 15.70;
Pb/
Pb 38.96 39.09; [9] and references therein). Figure 9. Nd vs. Sr isotope ratios for Laghetto rocks. In grey is shown the Sr and Nd isotope area
of the Tuscan province. Data from other adakite localities (orange areas) are reported for compari-
son [19]. 0.705
0.710
0.715
0.720
0.725
0.5120
0.5121
0.5122
0.5123
0.5124
0.5125
143Nd/144Nd
87Sr/86Sr
Adakitic rocks
northern Tibet
Eastern Yank Tse
Block adakites
Tuscany Province
Capraia Isl. first activity phase
San Vincenzo mafic enclave
Capraia Isl. second activity phase
Elba Isl. Orano porphyry
Capraia Isl. Laghetto (this work) Elba Isl. Chiessi dyke 0.705
0.710
0.715
0.720
0.725
0.5120
0.5121
0.5122
0.5123
0.5124
0.5125
143Nd/144Nd
87Sr/86Sr
Adakitic rocks
northern Tibet
Eastern Yank Tse
Block adakites
Tuscany Province
Capraia Isl. first activity phase
San Vincenzo mafic enclave
Capraia Isl. second activity phase
Elba Isl. Orano porphyry
Capraia Isl. Laghetto (this work) Elba Isl. Chiessi dyke Figure 9. Nd vs. Sr isotope ratios for Laghetto rocks. In grey is shown the Sr and Nd isotope area
of the Tuscan province. Data from other adakite localities (orange areas) are reported for compari-
son [19]. 5. Discussion 5.1. Classification, Occurrence and Genetic Processes of Sr-Ba-LREE–Rich Rocks The analysed rocks of the Laghetto Series differ from other intermediate calcalkaline
rocks from Capraia and most of the other centres of the Tuscany Magmatic Province for
showing anomalous enrichments in Sr and Ba [3]. Moreover, they also show enrichment
in LREE, Th, U, and Pb, and strong REE fractionation (high La/Yb and La/Y). A few dykes
from Elba Island (Table 2) also show similar characteristics to the Laghetto samples
[15,35]. [
]
Intermediate to felsic high-Sr rocks are found in many recent and old subduction
zones and have been named adakites. They were interpreted early on as representing
magmas formed directly by melting of MOR basaltic crust at high pressures along sub-
duction zones ([17,18] and references therein). Successively, several occurrences of rocks with high Sr-Ba, with variable isotopic
compositions, have been reported both in some circum-Pacific arc systems and in conti-
nental collision environments ([36,37] and references therein). Summarising previous
studies on various occurrences, Richard and Kerrich [38] and Castillo [19] defined the
adakites and adakitic rocks as characterised by intermediate to felsic compositions, high
Sr (≥ 400–500 ppm), Sr/Y (≥ 20), and La/Yb (≥ 2) ratios, and low Y (≤ 18 ppm) and HREE
(Yb ≤ 1.9 ppm). pp
The analysed Laghetto rocks share several compositional features of adakites, as de-
fined by Richard and Kerrich [38] and Castillo [19]. These include high Sr, Sr/Y, Ba and
La/Yb (Figures 7 and 10). On the other side, Y contents are also somewhat higher in the
Capraia rocks with respect to typical adakites, although low Y and HREE are found at
Elba (Figure 10). Sr (and Nd) isotopic ratios differ from typical island-arc adakite values
(87Sr/86Sr ~ 0.704) [38]; however, they are close to some Yang Tse Block and Northern Tibet
adakite values (Figure 9). Based on this evidence, the Laghetto rocks can be considered as
members of the adakitic rock clan or as transitional rocks between adakitic and arc calcal-
kaline rocks. They represent a new magma type for Central Italy, which had not been Geosciences 2021, 11, 104 19 of 26 highlighted by previous studies. Similar rocks occur in at least one other place in Tuscany:
at Elba, a few dykes from Chiessi (Orano dykes) have similar characteristics as Laghetto,
in addition to lower abundances of Y and HREE [35]. 5. Discussion Some mafic enclaves from San Vin-
cenzo rhyolites, southern Tuscany, likely also belong to the same magma type, as will be
discussed later. There is a general agreement that the high Sr-Ba contents of adakitic rocks point to
genetic processes that occurred at high pressure, outside the stability field of feldspars. In addition to the early hypothesis of a direct derivation by partial melting of the
MORB-type crust along subduction zones [17], other processes include high-pressure am-
phibole-dominated crystal fractionation of arc hydrous basalts, a derivation from anoma-
lous mantle rocks contaminated by upper crustal material coming from the slab, or melt-
ing of thickened lower continental crust in zones of continental collision (e.g., [18–20,37–
44]). In all cases, Sr and Ba behave as incompatible elements and, therefore, are enriched
in the melts. Figure 10. Y vs Sr/Y diagram to discriminate adakitic from typical arc rocks. Fields from Ribeiro et
al. [20]. Dashed lines are two mixing curves between Elba dykes (Chiessi) and different Capraia
samples. Note that the samples with high Sr/Y plot on these curves, and the Laghetto rocks plot at
the transition between adakite and calcalkaline rocks. 0
10
20
30
40
0
50
100
150
200
Sr/Y
Y ppm
Calcalkaline
rocks
Adakites
Capraia Isl. first activity phase
San Vincenzo mafic enclave
Capraia Isl. second activity phase
Elba Isl. Orano porphyry
Capraia Isl. Laghetto (this work) Elba Isl. Chiessi dyke 0
10
20
30
40
0
50
100
150
200
Sr/Y
Y ppm
Calcalkaline
rocks
Adakites
Capraia Isl. first activity phase
San Vincenzo mafic enclave
Capraia Isl. second activity phase
Elba Isl. Orano porphyry
Capraia Isl. Laghetto (this work) Elba Isl. Chiessi dyke Capraia Isl. second activity phase p
y p
Capraia Isl. Laghetto (this work) Calcalkaline
rocks Figure 10. Y vs Sr/Y diagram to discriminate adakitic from typical arc rocks. Fields from Ribeiro et
al. [20]. Dashed lines are two mixing curves between Elba dykes (Chiessi) and different Capraia
samples. Note that the samples with high Sr/Y plot on these curves, and the Laghetto rocks plot at
the transition between adakite and calcalkaline rocks. 5.2. Petrogenesis of Laghetto Rocks Sharp spikes of some elements in the Laghetto rocks might suggest a shallow-level
magma chamber process, for instance, the accumulation of Sr-Ba-LREE–rich phases such
as feldspars, biotite, and accessory apatite. All feldspars contain high concentrations of Sr;
K-feldspars and biotite are enriched in Ba (e.g., [45,46]); apatite contains high amounts of
all REE (e.g., [47]). The analysed samples contain apatite and biotite. There is a positive
correlation between P2O5 and LREE (not shown), which would support accumulation of
apatite. However, apatite is rich in both Light and Heavy REE (e.g., [48]) and should pro-
duce an increase of all REE, which is not observed. Also, accumulation of phlogopite
should lead to exceedingly high Rb contents, which is not observed in our rocks. Moreo-
ver, the porphyritic index of Laghetto rocks is moderate (about 20%) and much lower than
other intermediate rocks from the same island [28]. Therefore, mineral accumulation is
unlikely to be responsible for anomalous enrichment in the investigated rocks, based on
petrographic and geochemical evidence. Their anomalous composition as compared to Geosciences 2021, 11, 104 20 of 26 20 of 26 other andesite-dacite rocks in Tuscany must reflect processes occurring during melting
or/and during the ascent of magma to the surface. Clear evidence emerging from isotopic
data is that the Laghetto rocks differ from typical MORB rocks. Moreover, the Sr-Nd iso-
tope signature clearly requires the participation of both mantle and crustal components in
its origin and/or evolution. This excludes any direct genetic relationship with mid-ocean
ridge basalts (MORB), e.g., by melting of the subducted oceanic slab. These conclusions
are valid for most, if not all, Tuscany magmatic rocks (e.g., [3]). Therefore, an origin from
melting of the subducting oceanic basaltic slab is unlikely. Other possible processes in-
clude high-pressure fractional crystallisation of basaltic magmas, melting of mixtures of
crustal and mantle rocks above subduction zones (subduction mélange bodies), and melt-
ing of the lower continental crust, thickened during collision. These processes will be
tested by trace element modelling. High-pressure fractional crystallisation. Such a process has been tested by assuming
a calcalkaline-shoshonitic mafic magma with a composition as the rocks from Punta dello
Zenobito. Models have been carried out for both compatible and incompatible trace ele-
ments. Fractionation of feldspar-free mineral assemblages dominated by mafic minerals
amphibole and/or clinopyroxene has been assumed. 5.2. Petrogenesis of Laghetto Rocks This mineral assemblage has a low
bulk partition coefficient for Sr and Ba and other incompatible elements during fractiona-
tion and can explain the enrichments in the Laghetto rocks. However, amphiboles and
clinopyroxenes also incorporate significant amounts of ferromagnesian elements, such as
Cr, Co, and Sc, which have partition coefficients much higher than unity (see GERM web-
site [49]). For modelling, Sr and Rb have been used as incompatible elements, whereas Cr
has been selected as representative of compatible elements. Partition coefficients have
been set at DSr = 0.1, DRb = 0.01, DCr = 2 and 20; a very low partition coefficient for Rb has
been assumed because this element is one of the most incompatible in both mafic and
felsic systems. Partition coefficients for Cr are variable, and two extreme values are used
for modelling (see GERM website [49]). The model of Cr vs. Sr (Figure 11a) shows that the
separation of a mafic mineral assemblage from basaltic Capraia magmas generates high-
Sr residual liquid as the Laghetto rocks, after about 50 to 70% crystal fractionation. How-
ever, the Cr contents are matched only if the minimum value of DCr = 2 is assumed. For higher and more realistic values of DCr (= 5–10), the decrease in Cr is extreme and
produces residual melts that are away from Laghetto rocks. This argues against fractional
crystallisation of mafic phases. The same conclusion is suggested by Rb-Sr modelling (Fig-
ure 11b), which is unable to generate high-Sr and moderately Rb-rich residual liquids
starting from Zenobito basalts unless the unrealistic assumption is made of a nearly com-
patible behaviour for Rb (i.e., DRb = 0.9–1). A compatible behaviour of Rb would imply
fractionation of either amphibole and/or phlogopite, which would not explain the increase
in Ba. 21 of 26 Geosciences 2021, 11, 104 Figure 11. Model of fractional crystallisation and equilibrium melting for the Laghetto magmas. (a,b) Fractional crystalli-
sation models from Capraia Zenobito basalts; (c,d) Batch melting model of lower crust. Numbers along lines indicate
amount of liquid. Some Elba dykes [15,35] and mafic enclaves from San Vincenzo [16,34] are also plotted for comparison. For further explanation, see text. Figure 11. Model of fractional crystallisation and equilibrium melting for the Laghetto magmas. (a,b) Fractional crystalli-
sation models from Capraia Zenobito basalts; (c,d) Batch melting model of lower crust. Numbers along lines indicate
amount of liquid. 5.2. Petrogenesis of Laghetto Rocks Some Elba dykes [15,35] and mafic enclaves from San Vincenzo [16,34] are also plotted for comparison. For further explanation, see text. Lower crust melting. Alternative processes could be melting of the lower continental
crust or a derivation from mixtures between mantle peridotite and upper crustal rocks,
i.e., subduction mélanges of peridotite and metapelites [50]. Both occur at high pressure
outside the stability field of feldspars (i.e., thickened crust), making Sr behave as an in-
compatible element. Lower crust batch melting processes of Sr vs. the compatible element
Cr are reported in Figure 11c. The lower crust composition is from Wedepohl [51]. Mod-
elling shows that, assuming an incompatible behaviour (i.e., few or no feldspars in the
residue, compatible with high-P melting in the deep crust), Sr increases with a decreasing
degree of melting, whereas compatible elements are not strongly depleted. Overall, a com-
positional trend that resembles the Laghetto rocks can be obtained. However, the adakite-
like rocks from Elba and the San Vincenzo mafic enclave have exceedingly high Cr con-
tents to be derived from the lower crust. Such a problem does not necessarily rule out
lower crust melting. However, a contribution of mantle material has to be assumed in the
origin of these rocks. g
Crustal melting has been also tested using couples of incompatible elements (Sr vs. Rb). If partition coefficients of 0.1 and 0.01 are respectively assumed for Sr and Rb, crustal
melting can generate liquids that resemble some of the most Sr-rich among the analysed Geosciences 2021, 11, 104 22 of 26 22 of 26 samples but does not explain the entire range of the Laghetto rocks. However, the com-
positional range of the latter rocks can be matched by assuming that Sr-rich magmas
mixed with other Capraia liquids to form a suite of hybrid magmas matching the trend of
the analysed samples. In conclusion, the most Sr-rich rocks from Capraia and Elba can be
formed by melting of the lower crust. However, a contribution from upper mantle peri-
dotite is required to obtain the observed values of compatible elements such as Cr. q
p
Melting of mantle–upper crust mixtures (subduction mélange). The occurrence of up-
per mantle rocks strongly contaminated by upper crustal material in the Roman Province
has been suggested by many papers ([8] and others). A hybridism of mantle and crustal
rocks is probably common along the entire Alpine-Himalayan orogenic belt [52]. 5.2. Petrogenesis of Laghetto Rocks Mantle-
crust mixing can occur by sediment transport along subduction zones, melting and vein-
ing by these melts inside the overlying mantle wedge ([4] and references therein). Other
models assume that basalts, sediments, and slices of continental crust are transported
along the subduction channel and are added to mantle wedge to form hydrous mélange
bodies at the slab–mantle interface. The low density of these bodies favours ascent as
plumes toward the hotter corner of the mantle wedge, where they dehydrate and melt
(e.g., [50,53–55]). The melting of different portions of diapirs generates various types of
magmas, with variable enrichments in incompatible elements; melting of dehydrated sec-
tors of the diapirs can generate magmas enriched in poorly mobile elements such as Th
and REE [56]. These magmas can also be rich in Ba-Sr if melting occurs at high pressure,
outside the stability field of feldspars. Quantitative modelling of hybrid mantle-crust rocks melting is very difficult to per-
form because of the large number of assumptions that have to be made on the composition
of the crustal rocks, the amounts of crustal material entering into the mantle, and the role
of fluid in modifying different portions of the mantle wedge. Because of these difficulties,
only some aspects will be explored. As stated earlier in this paper, Sr-Nd isotopic signatures on the Laghetto rocks re-
quire contributions by both mantle and upper continental crust, as amply recognised for
other mafic to intermediate magmas in the Tuscany province and along the Alpine-Him-
alayan belt. The amount of crustal material involved in the mixing with mantle is uncer-
tain. If a composition as that reported for the average gneiss from Southern Tuscany is
assumed (Sr = 180 ppm, 87Sr/86Sr = 0.723 [57]), the contribution of the continental crust end-
members to the Laghetto source is around 5%, starting from an upper mantle composition
of Sr = 20 ppm and 87Sr/86Sr = 0.703 (see GERM website [49]). A mixture of 95% mantle
material and 5% crustal material is still ultramafic in composition. Its melting generates a
liquid containing high contents of compatible elements Ni and Cr (Ni around 300–400
ppm and Cr around 1000–1100 ppm, assuming batch melting), which differ from the stud-
ied rocks. Role of magma mixing. 5.2. Petrogenesis of Laghetto Rocks The Laghetto volcanics display evidence of textural and min-
eralogical disequilibrium, such as the sieve-texture in plagioclase, the reaction rim and
variable composition of clinopyroxene and plagioclase (Table 1), and the resorption rims
in biotite and amphibole, which suggest mixing between compositionally different
magma batches. To highlight this process, plots of elements vs. element ratios (i.e., Rb vs. Rb/Sr) are reported in Figure 12. The analysed samples and other Capraia rocks define
different trends that are typical of mixing processes. These trends are consistent with the
hypothesis that a range of high-Sr and low Rb/Sr magmas was formed during lower crus-
tal melting (dash-dot line). These subsequently mixed with low-Sr and high-Rb/Sr melts,
which represent the bulk of Capraia rocks and might be derived from mafic parents fol-
lowing shallow-level fractional crystallisation processes. The circled symbols in Figure 12
represent the different end members. 23 of 26 Geosciences 2021, 11, 104 Figure 12. Element vs. element ratio diagrams for the Laghetto and other Capraia rocks. Some
Elba dykes [15,35] and mafic enclaves from San Vincenzo [16,34] are also plotted for comparison. The dash-dot line is the melting curve of the lower continental crust. The full lines are possible
mixing trends between different end members (circled symbols). 0
100
200
300
0.0
0.1
0.2
0.3
0.4
0.5
0.6
Rb/Sr
Rb ppm
Lower
Crust
Capraia Isl. first activity phase
San Vincenzo mafic enclave
Capraia Isl. second activity phase
Elba Isl. Orano porphyry
Capraia Isl. Laghetto (this work) Elba Si. Chiessi dyke 0
100
200
300
0.0
0.1
0.2
0.3
0.4
0.5
0.6
Rb/Sr
Rb ppm
Lower
Crust
Capraia Isl. first activity phase
San Vincenzo mafic enclave
Capraia Isl. second activity phase
Elba Isl. Orano porphyry
Capraia Isl. Laghetto (this work) Elba Si. Chiessi dyke San Vincenzo mafic enclave
Elba Isl. Orano porphyry
Elba Si. Chiessi dyke Figure 12. Element vs. element ratio diagrams for the Laghetto and other Capraia rocks. Some
Elba dykes [15,35] and mafic enclaves from San Vincenzo [16,34] are also plotted for comparison. The dash-dot line is the melting curve of the lower continental crust. The full lines are possible
mixing trends between different end members (circled symbols). In conclusion, the melting of the lower continental crust seems the most plausible
genetic mechanism for the investigated rocks. These processes occurred at high pressure,
probably at the base of a continental crust that was thickened during continental collision. 5.2. Petrogenesis of Laghetto Rocks Mixing between these magmas and other mantle-derived calcalkaline liquids, showing
lower Sr contents, modified primary lower crustal melts, thus giving the range of compo-
sitions observed at Laghetto. 5.3. Regional Distribution and Geodynamic Significance 5.3. Regional Distribution and Geodynamic Significance High-Sr-Ba andesites, similar to the analysed samples from Capraia, occur elsewhere
in the Tuscany Magmatic Province. In particular, a group of dykes from Elba share many
characteristics with the Laghetto rocks, but have lower Y and HREE contents [35] and can
be also classified as adakitic rocks. The Elba and Capraia adakitic rocks have been erupted
around 7–8 Ma and represent some of the oldest rocks of the Tuscany Magmatic Province. Other adakitic compositions might be represented by mafic enclaves in the San Vincenzo
rhyolites. These also have high Sr contents, but the available data are insufficient to com-
pare these enclaves with the Capraia and Elba high-Sr rocks [14,16,34]. The San Vincenzo
rhyolites are sited on mainland Tuscany, east of Capraia and Elba. Their age is 4.5 Ma,
younger to coeval to Elba and Capraia activity. Overall, the episode of adakitic-type mag-
matism seems to be restricted to the westernmost and oldest sector of the Tuscany Prov-
ince. There is a general agreement that the mafic-intermediate magmas in Tuscany are
generated in a heterogeneous and anomalous upper mantle, modified by the addition of
subduction-related upper crustal material such as pelitic sediments or their metamorphic
equivalents. According to some authors [2,3,6,50], modification of the upper mantle oc-
curred during southeast directed Alpine subduction of the European plate beneath the
Adriatic-African margin. Geosciences 2021, 11, 104 24 of 26 24 of 26 Starting from the Oligocene, there was an inversion of the subduction, with the Adri-
atic-African plate immerging westward beneath the older collision zone. New subduction
and back-arc extension induced melting of the previously contaminated mantle, which
gave several compositionally different magma types, ranging from calcalkaline to potassic
lamproitic, according to the depth and degrees of partial melting. Continental collision and inversion of subduction immersion were followed by east-
ward migration of the magmatic arc, along with back-arc extension. Collision probably
generated a thickening of the continental crust, which was the site of melting and for-
mation of adakitic-like magmas. Melting was favoured by the post-collisional extension,
which migrated eastward, behind the subduction zone shifting in the same direction. Therefore, these episodes of magmatism occurred in the westernmost sectors where the
crustal thickness was produced by the collision. By contrast, they are not present in other
younger manifestations of the Tuscany magmatism, probably because back-arc extension
reduced the crustal thickness of the continental crust. Institutional Review Board Statement: Not applicable. Informed Consent Statement: Not applicable. Informed Consent Statement: Not applicable. Acknowledgments: The author would like to thank Enrico Pandeli (Department of Earth Sciences,
University of Florence) for the fieldwork support. Acknowledgments: The author would like to thank Enrico Pandeli (Department of Earth Sciences,
University of Florence) for the fieldwork support. Conflicts of Interest: The author declares no conflict of interest. 6. Conclusions
A series of high-Sr-Ba andesite-dacite rocks occur at Capraia in the Laghetto area,
representing a particular stage of calcalkaline activity at ~ 7 Ma. They have a compo-
sition that is intermediate between adakitic and calcalkaline rocks.
Geochemical data suggest that these rocks cannot be related to other calcalkaline
rocks occurring on the island by fractional crystallisation but represent a distinct type
of magma. g
Geochemical modelling suggests that the most likely hypothesis is the generation at
mantle pressure by melting of the lower continental crust, followed by mixing with
other mantle-derived Capraia magmas.
A similar rock type also occurs at Elba Island and is almost coeval with those from
Capraia and possibly at San Vincenzo, on the mainland Tuscany. In contrast, it seems
to be absent in other sectors of the Tuscany magmatic province.
The geodynamic model that best explains the composition of the studied rocks is the
thickening of the continental crust during a continental collision, followed by exten-
sion that favoured melting of the lower crust. Such a process was possible during the
early stages of extension, shortly after the collision event. This explains why lower
crustal melting and formation of adakitic-like magmas are restricted to older stages
of magmatism in Tuscany. Funding: This research was funded by Progetto di Ateneo (ex 60%) to APS by the Università degli
Studi di Firenze. Funding: This research was funded by Progetto di Ateneo (ex 60%) to APS by the Università degli
Studi di Firenze. Institutional Review Board Statement: Not applicable. 1.
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The performance of mastectomized women in group activities
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* Enfermeira. Professora Doutora do Departamento de Enfermagem da Universidade Federal do Ceará. **Acadêmica de Enfermagem da Universidade
Federal do Ceará – Bolsista PIBIC/CNPq.
E-mail do autor: afcana@ufc.br Resumo Title: The performance of mastectomized
women in group activities Title: The performance of mastectomized
women in group activities Descritores: comportamento; câncer de
mama; mulheres mastectomizadas; atividades
grupais Título: Comportamiento de la mujer
mastectomizada frente a las actividades de
grupo Título: Comportamiento de la mujer
mastectomizada frente a las actividades de
grupo 1 Introdução O valor dos grupos de auto-ajuda é destacado quando
“o compartilhar experiências comuns, proporciona aos seus
integrantes uma enorme energia, que pode ser carreada para
as exigências da vida, para a ressocialização e para a
recuperação”(3:77). A retirada da mama é um processo cirúrgico,
considerado agressivo, visto ser acompanhado de
conseqüências, muitas vezes, traumatizantes, nas experiências
de vida, e por afetar a saúde da mulher acometida de câncer. Os grupos de auto-ajuda são considerados
componentes importantes no processo de reabilitação da
mulher mastectomizada, assim como, na sua aceitação do
câncer e da condição de mulher que foi submetida a uma
mastectomia. Proporcionam o compartilhar de experiências de
vida, relacionadas à enfermidade e à busca coletiva de meios
de soluções para os problemas. A doença expõe as mulheres a uma série de dificuldades,
tais como o desajuste psicológico devido essa doença crônica e
mutilante. Ocasiona e limita os movimentos, no caso do membro
superior correspondente à mama afetada, impossibilitando a
mulher de desenvolver trabalhos domésticos e atividades
profissionais exercidas anteriormente. O câncer é uma das doenças que mais induz sentimentos
negativos em qualquer um de seus estágios: o choque
emocional causado pelo impacto ao tomar conhecimento do
diagnóstico; o medo da cirurgia; a incerteza do prognóstico e de
uma recorrência deste câncer; os efeitos do tratamento da
radioterapia e da quimioterapia; o medo da dor e o pavor de
encarar a morte nas circunstâncias com essa que em geral se
apresenta(1) . Portanto, diante da importância e necessidade de
assistência à mulher mastectomizada, propusemos-nos a
estudar a problemática dessa mulher através dos seguintes
objetivos: descrever as reações da mulher frente à mastectomia
e os sentimentos emergidos a partir da interação grupal. COMPORTAMENTO DA MULHER MASTECTOMIZADA FRENTE ÀS ATIVIDADES GRUPAIS Ana Fátima Carvalho Fernandes*
Maria Socorro Pereira Rodrigues*
Pacífica Pinheiro Cavalcanti** Resumo We aim to describe the reactions of women
confronting mastectomy, and the feelings that
emerged from group interaction. 10 women
from the GEPAM group (Teaching, Research,
Self-help and Assistance to Mastectomized
Women Group) were interviewed in November
and December 2001 and January 2002. Reactions in the face of mastectomy can be
singled out as: depression, discrimination,
adoption of new behavior and the need for
social interaction. Group interaction revealed
feelings of friendship and curiosity. These
aspects lead us to understand that group
activities are important in minimizing the
conflicts associated with mastectomy and also
in valuing of the feelings of these women, to
provide more effective rehabilitation and better
quality of life. Es nuestro objetivo describir las reacciones
de la mujer frente a la mastectomía y los
sentimientos resultantes de la interacción
grupal. Se entrevistaron a 10 mujeres
integrantes del grupo GEPAM los meses de
noviembre y diciembre de 2001 hasta enero
de 2002. De las reacciones se puede señalar:
la depresión, la discriminación, la adopción
de nuevas conductas y necesidad de
interacción social. La amistad y la curiosidad
son sentimientos que se revelan en la
interacción grupal. Dichos aspectos nos hacen
comprender que las actividades de grupo
ejercen fuerte importancia para minimizar los
conflictos que decurren de la mastectomía, así
como, para valorizar los sentimientos de esas
mujeres, de tal forma que les proporcione una
rehabilitación más eficaz y con mejor calidad
de vida. Objetivamos descrever as reações da mulher
frente à mastectomia e sentimentos emergidos
da interação grupal. Foram entrevistadas 10
mulheres integrantes do grupo GEPAM (Grupo
de Ensino, Pesquisa, Auto-ajuda e Assistência
à Mulher Mastectomizada) nos meses de
novembro e dezembro de 2001 a janeiro de
2002. Das reações frente a mastectomia,
destacamos: depressão, discriminação,
adoção de novos comportamentos e
necessidade de interação social. A amizade e
a curiosidade foram sentimentos revelados na
interação grupal. Estes aspectos levam a
compreender que as atividades grupais
exercem forte importância na minimização dos
conflitos decorrentes da mastectomia, assim
como, na valorização dos sentimentos dessas
mulheres, de forma a proporcionar uma
reabilitação mais eficaz e melhor qualidade de
vida. Descriptors: behavior; breast cancer; group
activities; mastectomized women Descriptores: comportamiento; cáncer de
mama; mujeres mastectomizadas; actividades
grupales. 3.1 Reações frente à mastectomia Essa categoria foi subdividida em subcategorias
pertinentes às reações que a mulher apresenta em decorrência
à retirada de sua mama. 3.1.2 Discriminação Após as exigências regimentares de trâmites no Comitê
de Ética, e a autorização concedida pelas participantes, passou-
se à coleta de dados, a qual foi realizada semanalmente, nos
meses de novembro de 2001 a janeiro de 2002. Apesar de todo avanço na área científica, as pessoas
portadoras de alguma neoplasia maligna, ainda, se ressentem
de algum tipo de discriminação, como por exemplo, o
isolamento social, o que pode ser evidenciado no seguinte
discurso: Utilizamos um roteiro de entrevista semi-estruturado,
contendo questões abertas, oferecendo ao entrevistador uma
certa liberdade para fazer adaptações conforme ocorresse
necessidade, sem ter que seguir rigidamente uma ordem pré-
estabelecida. Oferece também ao entrevistado a possibilidade
de discorrer sobre o tema proposto, sem respostas prefixadas
pelo entrevistador(5). [...] É muito ruim a gente ter um caso desse e viver isolada. Às vezes a gente está cheia de problemas em casa [...] (Medusa). O próprio nome câncer é tido como possuidor de um
danoso poder mágico, como se a simples pronúncia dessa
palavra acarretasse o agravamento ou até mesmo a
transmissão daquela doença(8). As respostas aos questionamentos foram anotadas pelo
pesquisador, conforme a permissão, concedida pelas mulheres,
tendo em vista a importância de se obter uma descrição
detalhada das informações fornecidas pelas mulheres. Nas reuniões do GEPAM as mulheres interagem
mutuamente, compartilhando experiências de forma que
possibilitam a compreensão e a solução de seus problemas e
facilitam enfrentar a condição de ser mastectomizada. Após a leitura dos depoimentos das mulheres, estes
foram organizados em categorias de acordo com a similaridade
de idéias contidas nos mesmos, conforme método de análise
de conteúdo, que define categorização como uma operação
que classifica elementos constitutivos de um conjunto, por
diferenciação e por reagrupamento, considerando suas
características particulares e conforme critérios previamente
definidos(6). Comportamento da mulher mastectomizada... - Mulheres que estivessem participando do grupo há pelo
menos três meses, e que mantivessem uma freqüência
regular no grupo. g
g
p
As dez mulheres, incluídas no estudo, receberam nomes
fictícios de personagens femininas da mitologia grega, visando
preservar o anonimato. 3 Análise e discussão dos resultados q
Essas mudanças são enfatizadas nos depoimentos que
seguem: Conforme o plano de organização e análise dos dados,
esses vêm assim categorizados: [...] Eu não me frustro, eu falo, eu me abro (Pandora). [...] Eu era muito fechada, eu mudei muito (Artêmis). [...] Eu não me frustro, eu falo, eu me abro (Pandora). [
] E
i
f
h d
d i
i
(A ê
i ) [...] Eu não me frustro, eu falo, eu me abro (Pandora). [...] Eu era muito fechada, eu mudei muito (Artêmis). Vê-se pelas falas a disposição renovada de Pandora e
Artêmis em exteriorizar seus sentimentos, estando conscientes
dos benefícios que podem surgir em decorrência desse ato. As
reuniões grupais facilitam a exteriorização de sentimentos e
aumentam a relação de ajuda com os membros do grupo. 3.1.3 Adoção de novos comportamentos O câncer é uma patologia em que não se pode, ainda,
determinar com precisão a causa, mas vários estudos
comprovam a estreita ligação existente entre o câncer e a
repressão de sentimentos. É difícil para muitos acreditar que o câncer possa oferecer
algum tipo de ganho secundário, mas a experiência de se
defrontar com uma doença grave, possibilita ao paciente se
beneficiar de mudanças positivas em sua vida, tais como: ir ao
encontro de alguns desejos não realizados, priorizar a busca
de uma melhor qualidade de vida, exprimir sentimentos que
antes eram reprimidos, satisfazer necessidades que antes eram
renegadas, desenvolver a capacidade de dizer não e perceber
mais claramente que é um ser mortal(7). As categorias foram criadas, a partir do significado
emergido dos discursos e categorizadas nas seguintes
temáticas: Reações frente a Mastectomia e Sentimentos
emergidos da Interação Grupal. Foram posteriormente
analisados, tendo-se em vista conceitos e circunstâncias,
conforme o referencial teórico da psicologia social. 2 Metodologia Esta pesquisa é de caráter descritivo e exploratório, que
tem como enfoque essencial conhecer traços, características e
problemas de um indivíduo, grupo ou comunidade, e visa
aumentar a experiência do pesquisador em torno do assunto(4). A presente proposta se reporta à importância de grupos de
auto-ajuda na reabilitação da mastectomizada, tendo em vista
a problemática decorrente desse evento, o qual repercute nos
mais diversos aspectos da vida de uma pessoa, desde os
psicológicos, passando pelo sociofamiliar e, em particular, pelo
espiritual. Com a finalidade de auxiliar essas mulheres
mastectomizadas na resolução dos problemas decorrentes do
câncer e da mastectomia, têm sido criados, atualmente, muitos
grupos de auto-ajuda, os quais são grupos terapêuticos e
homogêneos, que visam congregar pessoas que passam pela
experiência de ser acometida por um câncer. Esses trabalhos
em grupo são conhecidos como self-help, fundamentam-se
em ajudar as pessoas a resolver ou minimizar problemas
relacionados a traumas decorrentes do acometimento de
doenças de natureza aguda, e, em especial, crônicas(2). Rev Bras Enferm, Brasília (DF) 2004 jan/fev;57(1):31-4 31 Comportamento da mulher mastectomizada... Comportamento da mulher mastectomizada... Este estudo foi desenvolvido com mulheres que
freqüentam um Grupo de Ensino, Pesquisa e Assistência à
Mulher Mastectomizada (GEPAM), o qual funciona na área física
do Departamento de Enfermagem da Universidade Federal do
Ceará. maioria dos casos existe uma grande tendência para reprimir
emoções como a raiva, a tristeza e o medo, podendo gerar um
estado de depressão crônica. p
Para Simonton(7) “a própria natureza do câncer, com seus
altos e baixos, sua incerteza quanto ao futuro, a possibilidade
de uma recidiva e da morte cria períodos de depressão”(7:49). Sabendo-se ainda que a depressão acarreta estados de
distonias, assim como, estados de amnésias passageiras e
de outras intercorrências. Constituindo, por esse motivo, um
momento em que a paciente necessita de redobrada atenção,
a fim de prevenir-se atitudes de auto ou hetero-destruição. As
mulheres participantes do estudo expressaram claramente
esse momento de depressão, nos seguintes termos: [...] Porque
eu estava muito sensível, qualquer coisa eu estava chorando,
me aborrecendo facilmente. Pensei até em me suicidar
(Medusa). Participam do GEPAM mulheres mastectomizadas do
tipo unilateral e bilateral, algumas passando pela experiência
de reconstrução mamária, cuja faixa etária varia de 36 a 70
anos. O estado civil das mulheres varia em casadas, solteiras,
viúvas e amasiadas. Suas ocupações variam entre dedicação
ao lar, confecção e venda de bijuterias e aposentadas sem
uma ocupação mais definida. Foram incluídas na pesquisa mulheres de qualquer
idade, crença, procedência, nível socioeconômico ou
educacional, tendo sido estabelecidos os seguintes critérios: - Mulheres que apresentassem disponibilidade e aceitação
para participar voluntariamente do estudo, concedendo
autorização prévia verbal e por escrito para a efetivação da
entrevista; - Mulheres que apresentassem disponibilidade e aceitação
para participar voluntariamente do estudo, concedendo
autorização prévia verbal e por escrito para a efetivação da
entrevista; Sabe-se que a mastectomia, cirurgia em que se retira a
mama, é em geral indicada em decorrência de uma neoplasia
maligna. O fato de constituir um processo cirúrgico agressivo
pode desencadear desajuste psicológico na mulher, tendo em
vista o caráter mutilador dessa cirurgia. Nos primeiros anos
que se seguem a mastectomia, a depressão é, via de regra,
uma reação comum, podendo atingir até a metade das mulheres
que se submetem a essa cirurgia(1). - Mulheres que estivessem participando do grupo há pelo
menos três meses, e que mantivessem uma freqüência
regular no grupo. 3.2.2 Curiosidade Troca de experiências, sinto-me muito bem (no grupo)
É onde eu me identifico (Pandora). As mulheres, quando submetidas à retirada da mama,
sentem necessidade de se manterem informadas sobre tudo
que diz respeito à sua saúde. As mulheres que tratam com
sucesso o câncer de mama buscam informações, de modo
particular sobre seu problema, comportamento esse que parece
estar relacionado com a resistência à doença física(1). As palestras, o relaxamento e a troca de experiências
(Helena). É As palestras, o relaxamento e a troca de experiências
(Helena). É muito bom (o grupo), fico torcendo que chegue sexta- (
g
p ),
q
g
feira. Esse ambiente de conversar, de dialogar, é muito
bom (Pandora). feira. Esse ambiente de conversar, de dialogar, é muito
bom (Pandora). ç
As informações. Sou muito curiosa, quanto mais eu sei,
mais quero saber sobre essa doença (Afrodite). [...] Aqui (no grupo) a pessoa se distrai, não fica
pensando besteira (Hera). q
ç
(
)
[...] Sinto-me muito bem informada e feliz (no grupo). (Hera) A convivência entre as mulheres que vivenciaram
situação com o câncer de mama parece ser um ponto chave na
reabilitação das mastectomizadas. Além de diminuir o estigma
e o isolamento social associados à doença(3). Uma coisa maravilhosa [...] As informações sobre saúde
que aqui recebo (Céris). Nas reuniões, as mulheres manifestam necessidade
de interação social, de se relacionarem com outras pessoas
que passaram pelo mesmo problema e de buscarem
esclarecimentos para as eventuais dúvidas que surgem em
decorrência do câncer e o que fazer para continuar vivendo de
forma mais saudável e mais feliz. Os profissionais do GEPAM mostram-se disponíveis e
capacitados para ajudar as mulheres a se sentirem capazes e
responsáveis para contribuir com sucesso no tratamento e
conseqüentemente, viver de forma mais saudável. Temos percebido através das situações práticas
desenvolvidas com as mulheres que participam do GEPAM,
que essas valorizam muito os momentos que são dedicados
aos esclarecimentos das suas dúvidas. Os profissionais,
sempre que possível, realizam cursos, seminários e palestras
que objetivam deixar essas mulheres bem informadas e
instruídas a respeito de sua condição no que tange a serem
mastectomizadas. As entrevistadas referiram que a integração grupal
funciona, também, como um espaço de equilibro. Muitas
enfatizam, que o tempo em que estão no grupo é um dos poucos
momentos de suas vidas em que se sentem bem e se divertem. 3.1.4 Necessidade de interação social A depressão está intimamente relacionada ao câncer,
pois estudos demonstram que mesmo antes do diagnóstico, a
pessoa portadora de câncer já se encontra deprimida, pois na As mulheres mastectomizadas entrevistadas revelam
que a interação e a partilha de experiências com pessoas que
sofrem dos mesmos problemas é uma forma de se incluir no 32 Rev Bras Enferm, Brasília (DF) 2004 jan/fev;57(1):31-4 Fernandes AFC, Rodrigues MSP, Cavalcanti PP. Fernandes AFC, Rodrigues MSP, Cavalcanti PP. Fernandes AFC, Rodrigues MSP, Cavalcanti PP. grupo, de serem apoiadas e a partir daí conseguirem externar
seus sentimentos. Neste sentido, foram destacados os
seguintes discursos: que uma mais experiente pode esclarecer dúvidas da outra,
aconselhar e até mesmo apoiar, dependendo da ocasião. A
partir desses momentos, surge então a descoberta de
sentimentos, tais como é o caso da amizade. Muito importante [...] a gente partilha [...] tem
necessidade de ouvir a outra.É uma forma de apoio
(Atena). 3.2 Sentimentos emergidos da interação grupal Nesta categoria destacamos, em particular, os
sentimentos das mulheres eclodidos no grupo, elementos de
fundamental importância em seu processo de adaptação social. 3.2.2 Curiosidade Vale ressaltar que a grande maioria não dispõe de condições
socioeconômicas que favoreçam qualquer tipo de lazer. Pode-se perceber, inclusive, que essas mulheres
utilizam termos bastante eloqüentes, do tipo: coisa maravilhosa,
é muito importante, para traduzir seu contentamento relacionado
ao fato de pertencerem ao grupo. São, portanto, esses aspectos
que nos levam a compreender que elas consideram o grupo
como um espaço de real significado para suas vidas. A psicoterapia tem por objetivo ensinar essas mulheres
a se cuidarem da maneira que elas acreditem que irão se curar,
facilitando assim as intervenções médicas tradicionais(1). 4 Considerações Finais As mulheres que tiveram a experiência de serem
acometidas por um câncer de mama apresentam muitas
reações atribuídas ao fato de terem sido mastectomizadas, tais
como: a depressão e a discriminação devido ao caráter
estigmatizante que o câncer, ainda, possui. Para minimizar os
efeitos negativos que essas reações representam, essas
mulheres procuram um grupo de auto-ajuda, que trabalha tendo
em vista criar situações para ajudar seus participantes a
exteriorizar mutuamente suas dificuldades, o que as ajudará a
transpor com melhor desempenho os vários obstáculos
surgidos em decorrência da mastectomia.As mulheres são
forçadas a adotarem mudanças de comportamento, em
decorrência do câncer, o que tem um aspecto positivo, que é
favorecer a essas mulheres uma melhor qualidade de vida. Elas admitem que, a partir da doença, passaram a ter vidas
melhores e mais plenas.Pode-se afirmar que a interação grupal
favorece um espaço em que se percebe claramente o bem-
estar das integrantes, expandindo horizontes e estabelecendo
laços de amizade fortalecida com a vivência grupal. O grupo GEPAM utiliza um espaço amplo, com condições
adequadas para a realização das atividades. São realizados
exercícios corporais, com intuito de promover relaxamento físico
e mental, e promover a reabilitação do membro superior afetado
pela mastectomia. Além dos exercícios físicos, a equipe
multiprofissional integrante do GEPAM oferece atividades que
favorecem uma melhoria da saúde mental, com a finalidade de
diminuir o máximo possível, de forma significante, as crises de
depressão e de angústia. 3.2.1 Amizade O compartilhamento de sentimentos e reações, a partir
de um relacionamento que favoreça a discussão e exploração
das idéias dos participantes constitui formas poderosas de
terapia para o câncer de mama. Conseqüentemente o
fortalecimento do relacionamento com outras pessoas implica
em uma resposta favorável do sistema imunológico, tanto mais
forte e eficaz quanto possa ser reforçado pelos demais sistemas
do organismo(1). A enfermagem exerce fundamental importância nos
trabalhos realizados nesses grupos, em especial no sentido
de minimizar os conflitos identificados, através do ensino do
autocuidado e da valorização do indivíduo como um ser único,
com seus medos e suas dúvidas, visando promover um
crescimento individual, a partir da aceitação espontânea de cada
indivíduo em sua singularidade, dando-lhe estímulo e apoio. Cabe também à enfermagem buscar a elucidação de dúvidas
que surgem em decorrência do tratamento oncológico, podendo
deixar a paciente menos apreensiva e mais crente no seu
processo de cura. É muito bom conversar com as outras, a amizade com as
meninas (Helena). (
)
É uma hora de lazer, de amizade (Afrodite). É uma hora de lazer, de amizade (Afrodite). É É muito importante, venho para cá, sinto-me bem, a amizade
(Medusa). Rotineiramente, nas reuniões do GEPAM, são reservados
momentos em que as mulheres interagem, particularmente,
entre elas mesmas. É nessas ocasiões que elas percebem,
que não são as únicas a ter câncer. A partir dessa percepção,
elas descobrem que podem se ajudar mutuamente, uma vez Reforçamos a importância da atuação do enfermeiro no
preparo do paciente com câncer, para enfrentar dificuldades
emocionais, visto que o cuidado deve abranger o apoio
emocional, através de um profissional presente e atencioso, Rev Bras Enferm, Brasília (DF) 2004 jan/fev;57(1):31-4 33 Rev Bras Enferm, Brasília (DF) 2004 jan/fev;57(1):31-4 Referências requisito característico da arte de cuidar em enfermagem, e
que caracteriza assistência como humanizada. O papel
expressivo da enfermeira consiste em cuidar das pessoas de
forma integral, total, reconhecendo os principais fatores
psicológicos, sociais, espirituais e ambientais, que afetam o bem-
estar da paciente, ajudando-a viver de forma mais saudável. 1. Deitos TFH, Gaspary JFP. Efeitos biopsicossociais e psiconeurológicos
do câncer sobre pacientes e familiares. Revista Brasileira de
Cancerologia; Rio de Janeiro 1997;43(2):117-26. 2. Zimerman DE, Osório LC. Como trabalhamos com grupos. Porto Alegre
(RS): Artes Médicas; 1997. A assistência à mulher mastectomizada não deve
focalizar apenas a doença e a reabilitação física; deve abranger
um contexto amplo, que envolva os aspectos culturais,
educacionais, econômicos e sociais de cada uma das mulheres
envolvidas no trabalho do grupo(6). É 3. Zukerfield R. Act bulímico, cuerpo y tercera tópica. Buenos Aires:
Ricardo Vergara; 1992. 4. Triviños ANS. Introdução à pesquisa em ciências sociais. São Paulo:
Atlas;1993.175p. 5. Ludke M, André MED. A Pesquisa em educação: abordagens
qualitativas. São Paulo: EPU;1986. É importante que o enfermeiro saiba identificar todas as
necessidades que uma paciente mastectomizada apresenta,
para então estabelecer cuidados mais efetivos no programa de
assistência, respeitando a integralidade e a individualidade do
ser humano em questão, facilitando, dessa forma, uma
completa reabilitação, tanto física quanto psicológica
promovendo uma melhor qualidade de vida e de saúde. 6. Rodrigues MSP, Leopardi MT. O Método de análise de conteúdo: uma
versão para enfermeiros. Fortaleza (CE): Fundação Cearense de
Pesquisa e Cultura;1999.118 p. 7. Simonton SM. A família e a cura. São Paulo: Summus; 1990. 8. Sontag S. A Doença como metáfora. Rio de Janeiro: Edições Graal;
1984.108 p. Data de Recebimento: 20/05/2003
Data de Aprovação: 30/04/2004 Data de Recebimento: 20/05/2003
Data de Aprovação: 30/04/2004 34 Rev Bras Enferm, Brasília (DF) 2004 jan/fev;57(1):31-4
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My IOPscience Performance of the LHCb calorimeters during the period 2010-2012 This content has been downloaded from IOPscience. Please scroll down to see the full text. 2015 J. Phys.: Conf. Ser. 587 012012
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Daniel Hugo Cámpora Pérez and Ben Couturier 16th International Conference on Calorimetry in High Energy Physics (CALOR 2014)
IOP Publishing
Journal of Physics: Conference Series 587 (2015) 012012
doi:10.1088/1742-6596/587/1/012012 Pascal Perret1 and Xavier Vilas´ıs-Cardona2, on behalf of the LHCb
Collaboration.
1 Clermont Universit´e, Universit´e Blaise Pascal, CNRS/IN2P3, LPC, Clermont-Ferrand,
France
2 GR-SETAD, La Salle, Universitat Ramon Llull, Barcelona, Spain
E-mail: perret@in2p3.fr, xvilasis@salleurl.edu Abstract. The calorimeter system of LHCb is subdivided into four sub-detectors which
provide its longitudinal segmentation: a Scintillator Pad Detector, followed by a Preshower
and, then, an electromagnetic, an hadronic calorimeter. After a description of these detectors,
procedures developed to calibrate their response are discussed together with the degradation of
response observed due to the harsh conditions (high radiation and current levels). First results
on the calorimeter performance over the two most productive years of physics data taking, 2011
and 2012 are given. Performance of the LHCb calorimeters during the
period 2010-2012 Pascal Perret1 and Xavier Vilas´ıs-Cardona2, on behalf of the LHCb
Collaboration. 1 Clermont Universit´e, Universit´e Blaise Pascal, CNRS/IN2P3, LPC, Clermont-Ferrand,
France
2 GR-SETAD, La Salle, Universitat Ramon Llull, Barcelona, Spain
E-mail: perret@in2p3.fr, xvilasis@salleurl.edu 2. Description of the LHCb Calorimeters p
The LHCb calorimeter [5] has two main goals: the first one is to provide information to the
hardware trigger level and the second is to measure the neutral particle energy and to take part
to particle identification for offline analysis. To reach them it is subdivided into four systems. From the interaction point particles encounter at 12,3 m the SPD, which is designed to identify
charged particles, followed by a wall of lead and the PS, then the ECAL and the HCAL. This
ensures the characterisation of the longitudinal profile of the showers, along the LHC beam axis. All calorimeters use the same energy detection principle: scintillation light is transmitted to
a photomultiplier tube (PMT) by wavelength-shifting (WLS) fibres. The single fibres for the
SPD/PS cells are read out using multianode 64 channel photomultiplier tubes (MAPMT), while
the fibre bunches in the ECAL and HCAL modules require individual phototubes. Optimal
energy resolution requires the full containment of the showers from high energy photons. For
this reason, the thickness of ECAL was chosen to be 25 radiation lengths (X0). The PS is 10% as
thick as the ECAL. The SPD/PS, ECAL and HCAL adopt a variable lateral segmentation into
square cells since the hit density varies by two orders of magnitude over the calorimeter surface. A segmentation into three different sections has been chosen for the ECAL and projectively for
the SPD/PS. Given the dimensions of the hadronic showers, the HCAL is segmented into two
zones with larger cell sizes. The outer dimensions of the ECAL match projectively those of the
tracking system, θx < 300 mrad and θy < 250 mrad while the square hole around the beampipe
limits the inner acceptance approximately to projective polar angles θx,y > 25 mrad. The main
parameters of the sub-detectors are summarised in Table 1. Table 1. 16th International Conference on Calorimetry in High Energy Physics (CALOR 2014)
IOP Publishing
Journal of Physics: Conference Series 587 (2015) 012012
doi:10.1088/1742-6596/587/1/012012 16th International Conference on Calorimetry in High Energy Physics (CALOR 2014)
IOP Publishing
Journal of Physics: Conference Series 587 (2015) 012012
doi:10.1088/1742-6596/587/1/012012 introduced. By adjusting the transverse overlap of the beams at LHCb the instantaneous
luminosity could be kept stable to within about 5% during a fill. The two most productive
years were 2011 and 2012, when 1.107 fb−1 and 2.082 fb−1 of integrated luminosity have been
recorded at beam energies 3.5 TeV and 4 TeV correspondingly. introduced. By adjusting the transverse overlap of the beams at LHCb the instantaneous
luminosity could be kept stable to within about 5% during a fill. The two most productive
years were 2011 and 2012, when 1.107 fb−1 and 2.082 fb−1 of integrated luminosity have been
recorded at beam energies 3.5 TeV and 4 TeV correspondingly. The bb cross-section measured by LHCb at 7 TeV constitutes 79 µb [2] in LHCb acceptance,
implying ∼100 000 bb pairs produced every second. In each p-p collision about 1500 charged
particles are produced resulting in sizeable radiation levels on detectors and readout electronics. In general, the apparatus has shown robust performance even in such a challenging environment. The performance of the calorimeters relies both on their time alignment [3] and calibration [4]
which require different approaches for each sub-detector and are described in section 3. Section 4
describes the detector ageing. Some performances in terms of particle identification are
illustrated in section 5. Additional results are available in Ref. [4] and references therein. 1. Introduction The LHCb experiment [1] is one of the four major experiments at the Large Hadron Collider
(LHC) of CERN. The detector is a single-arm forward spectrometer covering the pseudorapidity
range 2 < η < 5, designed for the study of particles containing b or c quarks. It includes
a high-precision tracking system consisting of a silicon-strip vertex detector surrounding the
pp interaction, a large-area silicon-strip detector located upstream of a dipole magnet with a
bending power of about 4 Tm, and three stations of silicon-strip detectors and straw drift tubes
placed downstream. The combined tracking system has a momentum resolution ∆p/p that varies
from 0.4% at 5 GeV/c to 0.6% at 100 GeV/c, and an impact parameter (IP) resolution of 20 µm
for tracks with high transverse momentum (pT). Charged hadrons are identified using two ring-
imaging Cherenkov detectors (RICH). Photon, electron and hadron candidates are identified
by a calorimeter system consisting of scintillating-pad (SPD) and preshower (PS) detectors, an
electromagnetic calorimeter (ECAL) and a hadronic calorimeter (HCAL) which is described in
details in the next section. Muons are identified by a system composed of alternating layers of
iron and multiwire proportional chambers. The trigger consists of a hardware stage, based on
information from the calorimeter and muon systems, followed by a software stage which applies
a full event reconstruction. 32 The LHC delivered instantaneous luminosity at the LHCb interaction point of up to 4×1032
cm−2s−1 for proton energies up to 8 TeV, which was equivalent to the average number of
interactions per beam crossing 1.8, while the design value for the LHCb luminosity was 2×1032
cm−2s−1 resulting in an average number of interactions per beam crossing of 0.4, much smaller
than what the LHC is capable to provide. In 2011 a luminosity leveling procedure was 1 16th International Conference on Calorimetry in High Energy Physics (CALOR 2014)
IOP Publishing
Journal of Physics: Conference Series 587 (2015) 012012
doi:10.1088/1742-6596/587/1/012012 3. Monitoring and calibration The SPD calibration is performed by adjusting the discriminator threshold for each channel to
yield a pre-defined efficiency to identify a charged track. The efficiency is computed from the
ratio between the number of hits with a track pointing to a given cell over the total number
of tracks pointing to it. The result of the efficiency as a function of the threshold can be
compared with the theoretical expectation given by the integral of the convolution of a Landau
and a Poisson distribution. The Landau distribution describes energy lost by charged particle
traversing a thin layer of material while the Poisson distribution describes the fluctuations in
the number of photoelectrons generated at the photocathode. The resolution in the electronics
to set the threshold is 5% of EMIP which directly sets the objective resolution at the 5% level. MIP
y
j
The charge response of the 6016 PS channels is equalised according to the most probable
energy deposition of minimum ionising particles (MIPs). The goal is to set the MIPs peak value
to 10 ADC counts in the Front-End electronics (FE). It results in a 100 MIPs full dynamic range. Discrimination of e and γ’s at the hardware trigger is then achieved with a typical threshold
of 5 - 10 MIP. By tuning the high voltage (HV) of the MAPMT’s one can adjust the gain of a
group of 64 PS channels simultaneously. The FE numeric gain with tunable values in the range
[1; 2] further allows a fine adjustment of the 64 channels response within a given board. This
procedure results in a calibration of the PS better than 5%. Both ECAL and HCAL are equipped with monitoring systems on the basis of light emitting
diodes (LEDs). Each photomultiplier is illuminated by light flashes of fixed intensity, so the value
of average PMT response can be used to follow up the behaviour of each readout channel (mostly
defined by the stability of the PMT gain). In order to eliminate the effects, coming from possible
variations of the intensity of LED flash, LEDs themselves are monitored by means of very stable
silicon PIN photodiodes. The monitoring of ECAL and HCAL responses is performed online in
parallel with data taking. 16th International Conference on Calorimetry in High Energy Physics (CALOR 2014)
IOP Publishing
Journal of Physics: Conference Series 587 (2015) 012012
doi:10.1088/1742-6596/587/1/012012 16th International Conference on Calorimetry in High Energy Physics (CALOR 2014)
IOP Publishing
Journal of Physics: Conference Series 587 (2015) 012012
doi:10.1088/1742-6596/587/1/012012 The SPD/PS detector consists of a 15 mm lead converter 2.5 X0 thick, that is sandwiched
between two almost identical planes of rectangular scintillator pads of high granularity with a
total of 12032 detection channels. The ECAL uses the shashlik calorimeter technology, i.e. a sampling scintillator/lead structure
readout by plastic WLS fibres. The energy resolution of the ECAL modules was determined at
the test beam, σE/E =a/
√
E⊕b⊕c/E (E in GeV), where a, b and c stand for the stochastic,
constant and noise terms respectively. Depending on the type of module and test beam
conditions the stochastic and constant terms were measured to be 8.5% <
a
< 9.5% and
b ∼0.8%. The noise term corresponds to 1.2 ADC count. The pedestal subtraction scheme
accounts for an underestimation of the pedestal over a 12bit -10 GeV range and corresponds to
c = 0.003 GeV. The hadron calorimeter (HCAL) is a sampling device made from iron and scintillating tiles,
as absorber and active material respectively. Its thickness is limited to 5.6 nuclear interaction
lengths (λint) due to space limitations and the limited performance required. The special feature
of this sampling structure is the orientation of the scintillating tiles that run parallel to the beam
axis. A resolution of σE/E = (69 ± 5)%/
√
E ⊕(9 ± 2)% (E in GeV) was determined. 2. Description of the LHCb Calorimeters Main parameters of the LHCb calorimeter sub-detectors
sub-detector
SPD/PS
ECAL
HCAL
number of channels
2×6016
6016
1488
overall lateral
6.2 m × 7.6 m
6.3 m × 7.8 m
6.8 m × 8.4 m
dimension in x, y
cell size (mm) Inner
39.66 (SPD), 39,84 (PS)
40.4
131.3
Middle
59.5 (SPD), 59.76 (PS)
60.6
Outer
119 (SPD), 119.5 (PS)
121.2
262.6
depth in z
180 mm,
835 mm,
1655 mm,
2 X0, 0.1 λint
25 X0, 1.1 λint
5.6 λint
light yield
∼20 p.e./MIP
∼3000 p.e./GeV
∼105 p.e./GeV
dynamic range
0 - 100 MIP
0 - 10 GeV ET
0 - 20 GeV ET
10 bits (PS), 1 bit (SPD)
12 bits
12 bits 2 3. Monitoring and calibration LEDs flash with the frequency of about 11 kHz synchronously with
one of accelerator service time slot not filled with protons and a subset at about 50 Hz is sent
to a monitoring farm for analysis. The LED system allow to follow fastly the ageing of the
detector. It is also used to detect malfunctioning cells and bad cable connections. 0 The fine calibration of ECAL uses fits to the invariant mass distribution of π0 →γγ decays. Photons are defined from 3 × 3 neutral clusters consistent with single photon signals. The cell
with the highest energy deposit is called the seed. Each π0 candidate mass is assigned to two
cells, one for each photon seed. When enough statistics is collected (for the most peripheral cells
it amounts up to few hundred millions of interactions), the π0 mass distribution is fitted for each 3 16th International Conference on Calorimetry in High Energy Physics (CALOR 2014)
IOP Publishing
Journal of Physics: Conference Series 587 (2015) 012012
doi:10.1088/1742-6596/587/1/012012 cell, and the energy-scale of the cell is corrected to center the mass peak onto the nominal π0
mass (135 MeV/c2). In addition, samples of pure electrons selected from conversions are used
to follow fast ageing of ECAL (Section 4) by studying the energy to momentum ratio (E/p)
distributions. This last method requires precise information from the tracking system. The final
precision of the calibration is estimated to be better than 2%. cell, and the energy-scale of the cell is corrected to center the mass peak onto the nominal π0
mass (135 MeV/c2). In addition, samples of pure electrons selected from conversions are used
to follow fast ageing of ECAL (Section 4) by studying the energy to momentum ratio (E/p)
distributions. This last method requires precise information from the tracking system. The final
precision of the calibration is estimated to be better than 2%. In addition to use of the LED system, more precise HCAL calibration is performed on the
regular basis with a cesium radioactive source calibration system. Two 10 mCi 137Cs sources
(one per each detector half) are moved by a hydraulic system through each scintillator tile. The
PMT response is measured with a dedicated system of current integrators. Relation between
anode current and the measured particle energy is known from test beam studies, which showed
also that this method facilitates a cell-to-cell intercalibration level 2-3%. 3. Monitoring and calibration Such precision is more
than enough to fulfill all HCAL objectives in LHCb. 4. Detector ageing Over the first years of almost continuous LHCb operation, signs of the degradation of detector
response was observed in all four calorimeter sub-detectors. So far, two major reasons for it
have been identified. The first is the radiation damage of scintillator tiles and WLS fibers,
which manifests itself in the areas with largest hit densities, especially in the innermost regions
around the beam pipe. This effect is proportional to the particle flux (charged and neutral
particles). In the ECAL inner most region, up to ∼0.25 Mrad/year are observed. For instance it
was found that the precision of the ECAL monitoring based on LED suffers from the radiation
degradation of transparency of polystyrene clear fibers used to transport the LED light to the
ECAL photomultipliers. In order to improve the performance of the monitoring system, and
especially in view of significant increase of LHCb working luminosity foreseen after 2018, the
present plastic fibers were replaced by radiation hard quartz fibers [6]. [ ]
For now, the most extensive studies of its effects was done for HCAL, where light yields can
be controlled directly with the 137Cs sources of the calibration system. The average relative
decrease in the light yield for 44 most central HCAL cells is shown in Fig. 1 (left) as a function
of the luminosity, delivered by LHC over 2011 and 2012, separately for each layer of scintillator
tiles. As expected, the most affected by radiation layer is the frontal one, which corresponds to
the shower maximum position, thanks to the additional 1.1 λint of ECAL. The second factor is Figure 1. Left: relative decrease of HCAL light yield for different layers of scintillator tiles, averaged
over the 44 innermost cells, as a function of the delivered luminosity. Right: PMT gain degradation as a
function of the integrated anode current measured at lab. Figure 1. Left: relative decrease of HCAL light yield for different layers of scintillator tiles, averaged
over the 44 innermost cells, as a function of the delivered luminosity. Right: PMT gain degradation as a
function of the integrated anode current measured at lab. PMT sensitivity losses. The effect was studied in laboratory, the tested photomultiplier being PMT sensitivity losses. 4. Detector ageing The effect was studied in laboratory, the tested photomultiplier being 4 16th International Conference on Calorimetry in High Energy Physics (CALOR 2014)
IOP Publishing
Journal of Physics: Conference Series 587 (2015) 012012
doi:10.1088/1742-6596/587/1/012012 kept under continuous illumination by short light pulses to emulate the LHCb environment. Figure 1 (right) shows the relative change of PMT response with the integrated charge, which
has passed through the device since the beginning of the test. The initial sharp decrease of
the gain noticeably slows down after 150 coulombs, though it should be kept in mind, that this
test did not reproduce exactly the real operational conditions with periods of inactivity between
fills, allowing some recuperation of PMT sensitivities. This effect depends upon cell size and
location. The actual amounts of integrated charge, obtained over 2011 and 2012, is estimated
with current integrators, which readings are continuously logged. In case of HCAL, the total
charge, which passed through the innermost photomultipliers during 2011, was on the level of
100 C. Prior to the beginning of 2012 data taking, the gains of all HCAL PMTs were decreased
by a factor of two in order to reduce the sensitivity losses and also to keep the PMT anode
currents within the recommended limits in the face of the increase of luminosity-setting. For
ECAL, the maximal integrated charge was on the level of 20 C for 2011 and 37 C for 2012. These are well known unavoidable effects which affect the trigger rate based on calorimeter
information as well as detector performances. They required regular calibrations using the
methods described in Sect. 3 to restore uniform detector responses. In addition the cumulative
change in the response of the calorimeter sub-detectors could be estimated with cell occupancies
in minimum bias events, thanks to the luminosity leveling system providing relatively stable
conditions over long periods of data taking. This method is very promising and preliminary
studies have shown that a precision of ∼1% could be achieved after few hours of data taking. It will be implemented for an automatic and online calibration for the next data taking period
(Run 2) to adjust PMT high voltage after each LHC fill of data taking to obtain a stable trigger. 5. Performance of the LHCb calorimeters
5.1. Electron identification 2
Candidates / 50 MeV/c
0
20
40
60
80
100
120
140
160
(b)
LHCb
Data
Full fit
γ
φ
→
0
s
B
Combinatorial
0
π
-
K
+
K
→
s
0
B
X
0
π
V
→
B
γ
*
Λ
→
b
0
Λ
)
2
) (MeV/c
γ
-
K
+
M(K
4500
5000
5500
6000
-5
0
5 2
Candidates / 25 MeV/c
0
100
200
300
400
500
600
(a)
LHCb
Data
Full fit
γ
*
K
→
0
d
B
Combinatorial
γ
0,+
π
*0
K
→
0,+
B
0
π
-π
+
K
→
0
B
γ
*
Λ
→
0
b
Λ
X
0
π
V
→
B
0
π
-π
+
K
→
0
s
B
γ
*0
K
→
0
s
B
)
2
) (MeV/c
γ
π
M(K
4500
5000
5500
6000
-5
0
5 Figure 2. Mass distribution of the reconstructed B0 →K∗0(K+π−)γ candidates (a) and B0
s →
φ(K+K−)γ candidates (b) obtained with an integrated luminosity of L=1.0 fb−1 [7]. The black points
represent the data and the fit result is represented as a solid blue line. The signal (green dotted line) and
the various background contaminations are shown. Neutral pions with low transverse energy are mostly reconstructed as a resolved pair of well
separated photons. A mass resolution of 8 MeV/c2 is obtained for such neutral pions. However,
due to the finite ECAL granularity, photon pairs from the decay of sufficiently high momentum
π0 cannot be resolved as individual clusters. This is essentially the case for all π0 decays with
transverse momentum above 2 GeV/c. To reconstruct such π0 candidates a procedure has been
design to identify merged clusters. The algorithm consists of splitting each single ECAL cluster
into two 3 × 3 subclusters built around the two highest deposits of the original cluster. The
energy of the common cells is then distributed over the two assumed subclusters according to an
iterative procedure based on the expected transversal shape of photon showers. The division of
the energy depends on the barycenter position of each subcluster. Since the latter is a function
of the energy distribution, this procedure requires a few iterations, but it is found to converge
quickly. 5. Performance of the LHCb calorimeters
5.1. Electron identification The electron identification (ID) in the calorimeter system uses the background and signal
likelihood distributions constructed for the ECAL, the PS and the HCAL sub-detector [4]. The performance is evaluated using the data recorded in 2011. The available statistics allows
the electron ID efficiency to be measured using a tag-and-probe method. The method is applied
to B± →J/ψK± candidates having J/ψ →e+e−, where one of the electrons is required to be
identified by electron ID (etag) while the second electron is selected without using any information
from the calorimeter system (eprobe). This second electron is used to estimate the efficiency
of the electron ID and the performance of the electron hypothesis test. The efficiency and
misidentification rate are obtained as a function of the eprobe momentum. By way of illustration
of the typical performance, for electrons from J/ψ →e+e−decay in B± →J/ψK± events
the average identification efficiency in the complete calorimeter system is (91.9±1.3)% for a
misidentification rate of (4.54±0.02)%. In addition information from the RICH detectors can
be used to improved these performances allowing to reach an average identification efficiency up
to 97% for a misidentification rate lower than 2%. 5.2. Isolated photon and neutral pion reconstruction
Energy deposits in ECAL cells are clusterised applying a 3x3 cell pattern around local maxima of
energy deposition. Consequently the centers of the reconstructed clusters are always separated
at least by one cell. If one cell is shared between several reconstructed clusters, the energy of
the cell is redistributed between the clusters proportionally to the total cluster energy. The
process is iterative and it converges rapidly due to relatively small ratio of the Moliere radius
(3.5 cm) to the cell size. After the redistribution of energy of shared cells, the energy-weighted
cluster moments up to the order 2 are evaluated to provide the (hypotheses-independent) cluster
parameters, namely, the total energy, the energy barycenter position and the two-dimensional 5 16th International Conference on Calorimetry in High Energy Physics (CALOR 2014)
IOP Publishing
Journal of Physics: Conference Series 587 (2015) 012012
doi:10.1088/1742-6596/587/1/012012 16th International Conference on Calorimetry in High Energy Physics (CALOR 2014)
IOP Publishing
Journal of Physics: Conference Series 587 (2015) 012012
doi:10.1088/1742-6596/587/1/012012 energy spread matrix. Neutral clusters are identified as those clusters that do not match to
charged tracks. energy spread matrix. Neutral clusters are identified as those clusters that do not match to
charged tracks. 6. References
[1] LHCb Collaboration, Jr. A. A. Alves et al., The LHCb detector at the LHC, JINST, 3:S08005, 2008.
[2] LHCb Collaboration, R. Aaij et al., Phys. Lett., B694 (2010) 209.
[3] C.Abellan Beteta et al., JINST, 7:P08020, 2012.
[4] C.Abellan Beteta et al., Performance of the LHCb Calorimeters, CERN-LHCb-DP-2013-004, 2013.
[5] S. Amato et al., LHCb calorimeters: Technical Design Report, CERN, Geneva, LHCb-TDR-2, 2000.
[6] Y. Guz and LHCb collaboration, CALOR 2014 conference proceedings, LHCb-PROC-2014-015.
[7] LHCb Collaboration, R. Aaij et al., Nucl. Phys. B867 (2013) 1. 5. Performance of the LHCb calorimeters
5.1. Electron identification The photon energy, Ec, is evaluated from the total cluster energy and the reconstructed
energy deposit in the PS. The performance of high energy photon reconstruction is illustrated by the reconstructed
B0 →K∗0γ and B0 →φγ mass distribution [7] shown in Fig. 2. The mass resolution obtained for
this radiative decay, ∼92 MeV/c2, is dominated by the ECAL energy resolution. A comparison
of the data to simulated samples shows that this corresponds to an intrinsic resolution in the
photon energy of around 2% [4]. 2
Candidates / 25 MeV/c
0
100
200
300
400
500
600
(a)
LHCb
Data
Full fit
γ
*
K
→
0
d
B
Combinatorial
γ
0,+
π
*0
K
→
0,+
B
0
π
-π
+
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→
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γ
*
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→
0
b
Λ
X
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π
V
→
B
0
π
-π
+
K
→
0
s
B
γ
*0
K
→
0
s
B
)
2
) (MeV/c
γ
π
M(K
4500
5000
5500
6000
-5
0
5
2
Candidates / 50 MeV/c
0
20
40
60
80
100
120
140
160
(b)
LHCb
Data
Full fit
γ
φ
→
0
s
B
Combinatorial
0
π
-
K
+
K
→
s
0
B
X
0
π
V
→
B
γ
*
Λ
→
b
0
Λ
)
2
) (MeV/c
γ
-
K
+
M(K
4500
5000
5500
6000
-5
0
5
Figure 2. Mass distribution of the reconstructed B0 →K∗0(K+π−)γ candidates (a) and B0
s →
φ(K+K−)γ candidates (b) obtained with an integrated luminosity of L=1.0 fb−1 [7]. The black points
represent the data and the fit result is represented as a solid blue line. The signal (green dotted line) and
the various background contaminations are shown. 5. Performance of the LHCb calorimeters
5.1. Electron identification A π0 →γγ invariant mass resolution of ∼30 MeV/c2 is obtained for these ‘merged’ π0
candidates while it is close to ∼20 MeV/c2 for ‘resolved’ π0. Acknowledgements Work supported by CNRS/IN2P3, Region d’Auvergne (France); MICINN and GENCAT (Spain 6. References 6
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https://openalex.org/W2775056057
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https://revistas.javeriana.edu.co/index.php/MAGIS/article/download/20612/15799, https://dialnet.unirioja.es/descarga/articulo/6230814.pdf
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El camino de la resiliencia: del sujeto individual al sujeto político
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Magis
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El camino de la resiliencia:
magis
del sujeto individual al sujeto político
The Path of Resilience: from the Individual Subject to the Political Subject
Le chemin de la résilience: du sujet individuel au sujet politique
O caminho da resiliência: do sujeito individual ao sujeito político
Fecha de recepción: 27 DE ENERO DE 2016/Fecha de aceptación: 25 DE JULIO DE 2017/Fecha de disponibilidad en línea: 1 DE DICIEMBRE DE 2017
Encuentre este artículo en http://magisinvestigacioneducacion.javeriana.edu.co/
doi: 10.11144/Javeriana.m10-20.crsi
Escrito por lUiS FernanDo granaDoS-oSpina, S.j.
ponTiFicia UniverSiDaD javeriana
c ali, c olomBia
lfgranados@javerianacali.edu.co
Sara vicToria alvaraDo-SalgaDo
cinDe-UniverSiDaD De m aniZaleS
m aniZaleS, c olomBia
doctoradoumanizales@cinde.org.co
jaime c armona-parra
Resumen
Este artículo de revisión parte de algunas definiciones de
la categoría de resiliencia e identifica en ellas diversas tendencias y enfoques. Desde una valoración de la experiencia
humana y de la significación que tienen las interacciones
sociales y las acciones comunitarias para la construcción de
la resiliencia, el artículo permite explorar las fronteras donde la resiliencia se encuentra con la política, entendida en el
sentido amplio como acción colectiva. La respuesta resiliente
buscaría configurar sentidos y prácticas personales y comunitarias para afrontar la adversidad, desde una acción política
comprometida con la dignidad humana. Los métodos utilizados son una revisión documental y un análisis categorial, que
buscan ofrecer elementos teóricos para poner en diálogo la
resiliencia con la política.
cinDe-UniverSiDaD De m aniZaleS
m aniZaleS, c olomBia
coor.investigaciones@cinde.org.co
Palabras clave
Resiliencia; jóvenes; política; acción comunitaria
Para citar este artículo / To cite this article / Pour citer cet article / Para citar este artigo
Granados-Ospina, S.J., Luis Fernando; Alvarado-Salgado, Sara Victoria & Carmona-Parra, Jaime (2017). El camino de la resiliencia: del sujeto individual al sujeto político. magis, Revista Internacional de Investigación en Educación, 10 (20), 49-68. https://doi.org/10.11144/Javeriana.m10-20.crsi
VOLUMEN 10 / NÚMERO 20 / JULIO-DICIEMBRE DE 2017 / ISSN 2027-1174 / BOGOTÁ-COLOMBIA / Páginas 49-68
3
Abstract
Resilience; young people; politics;
community action
This is a literature review that starts from
some definitions of the category of resilience, identifying in them diverse tendencies and approaches. From an assessment
of human experience and the significance of
social interactions and community actions
for the construction of resilience, the article allows us to explore the frontiers where
resilience meets politics, understood in the
broad sense as collective action. The resilient response would seek to configure personal and community senses and practices
to face adversity, from a political action
committed to human dignity. The method
used is a literature review and a categorical
analysis, which seeks to offer theoretical
elements to put the resilience in dialogue
with politics.
Mots clés
Résumé
Résilience; jeunes; politique;
action communautaire
Article de synthèse qui part des définitions
de la catégorie de résilience, pour identifier
dans celle-ci les différentes tendances et
perspectives. A partir d'une appréciation de
l'expérience humaine et de la signification
qui ont les interactions sociales et les actions communautaires pour la construction
de la résilience, l'article permet explorer
les lisières où la résilience se trouve avec la
politique, en tant qu'action collective; c'està-dire dans sa signification la plus ample.
La réponse résiliente cherche façonner les
sens et les pratiques personnelles et communautaires pour faire face à l'adversité, à
partir d'une action politique engage avec la
dignité humaine. La méthode utilisée est
une révision documentaire et une analyse
de catégories, qui vise à fournir les éléments théoriques pour mettre en place un
dialogue entre la résilience et la politique.
Palavras-chave
Resumo
Resiliência; jovens; política;
ação comunitária
Artigo de revisão que parte de algumas
definições da categoria resiliência, identificando nelas diversas tendências e enfoques. Desde uma avaliação da experiência
humana e da significação que têm as interações sociais e as ações comunitárias para
a construção da resiliência, o artigo permite explorar as fronteiras onde a resiliência
se encontra com a política, entendida no
sentido amplo como ação coletiva. A resposta da resiliência procuraria configurar
sentidos e práticas pessoais e comunitárias
para enfrentar a adversidade, desde uma
ação política comprometida com a dignidade humana. O método utilizado é uma revisão documental e uma análise categorial,
que procura oferecer elementos teóricos
para pôr em diálogo resiliência y política.
magis
Keywords
VOLUMEN 10 / NÚMERO 20 / JULIO-DICIEMBRE DE 2017 / ISSN 2027-1174 / BOGOTÁ-COLOMBIA / Páginas 49-68
PÁGINA
50
Introducción
magis
Este artículo parte de una mirada crítica sobre algunas definiciones
de resiliencia, para reconocer el valor que estos acercamientos conceptuales tienen en la comprensión de los tránsitos de la categoría desde una
visión más individualista centrada en el sujeto heroico, hacia una visión
más social y política centrada en el sujeto histórico. Aquí se valoran los
procesos de socialización e interacción, como lugares experienciales donde
los sujetos afrontan la adversidad con otros y desde otros. Estos sujetos
son actores sociales situados históricamente, que habitan territorios complejos donde se cruzan intereses y búsquedas, realidades de inequidad e
injusticia, como la misma construcción social de la resiliencia que propugna
por respuestas creativas a los retos que hoy enfrenta la sociedad en un
contexto globalizado.
El camino de la resiliencia: del sujeto individual al sujeto político
PÁGINA
Origen de la categoría de resiliencia: primera y segunda
generación de investigadores
Es notable que la Real Academia de la Lengua en la 23ª edición
(2014) de su diccionario haya incorporado la palabra resiliencia y aunque
la definición presentada no dé cuenta del constructo en su complejidad
y dinamismo, tiene el valor de ofrecer un reconocimiento y visibilidad a
una palabra que, en su uso, se ha ido incorporando en la cotidianidad del
lenguaje, para nombrar los tránsitos que experimentan los sujetos y las
comunidades a partir del afrontamiento de situaciones de adversidad.
Resiliencia. Del ingl. resilience, y este der. del lat. resiliens, -entis, part. pres.
act. de resilīre ‘saltar hacia atrás, rebotar’, ‘replegarse’. 1. f. Capacidad de
adaptación de un ser vivo frente a un agente perturbador o un estado o
situación adversos. 2. f. Capacidad de un material, mecanismo o sistema
para recuperar su estado inicial cuando ha cesado la perturbación a la que
había estado sometido (Real Academia Española, RAE, 2014).
En el campo de las Ciencias Sociales, los estudios en resiliencia han
ido cobrando una gran relevancia, como demuestra la producción de
trabajos de grado en las universidades colombianas en la última década
(Campo-Vásquez, Granados-Ospina, S.J., Muñoz-Ortega, Rodríguez-Arenas & Trujillo-García, 2012). Tal interés está ocupando a psicólogos, médicos, sociólogos, antropólogos, educadores, ecologistas y trabajadores
sociales, entre otros, que han venido encontrando en la resiliencia una
categoría que en su reflexión va dando luces para comprender cómo los
sujetos y las comunidades se transforman y trabajan por una vida digna, en
medio de situaciones de adversidad.
La resiliencia se presenta, efectivamente, como un verdadero disfraz de Arlequín. Las numerosas disciplinas que la consideran como objeto de estudio
y los múltiples paradigmas en los que se inscribe han contribuido a dar de
ella una visión polisémica, incluso caótica. Es cierto que su complejidad es
tal que ha requerido un análisis en segmentos separados mediante abordajes diferentes. Hoy en día, la tendencia es la pluridisciplinariedad y el
planteamiento integrativo: genético, psíquico, medioambiental, biológico,
cultural, emocional, educativo, cognitivo (Pourtois, 2014, pp. 71-72).
El término que procede del vocablo latino resilio (Kotliarenco, Cáceres & Fontecilla, 1997) está indicando un proceso humano que tiene qué
Descripción del artículo | Article
description | Description de l'article
| Artigo descrição
Este artículo de revisión surgió en el trabajo
de investigación doctoral La resiliencia y lo
político: en estudiantes vinculados al Programa “Ser Pilo Paga” de la Universidad
Javeriana de Cali, que tuvo como finalidad
ampliar la frontera del saber epistémico
sobre la resiliencia, desde el horizonte de
lo político y la política, para establecer un
diálogo entre resiliencia y política.
51
magis
ver con volver atrás, resaltar y rebotar hacia adelante para salir fortalecido.
La resiliencia aparece como “resistencia” a los golpes de la vida en la que
acontecen conflictos y tensiones. El concepto hizo tránsito de la física a las
ciencias sociales, precisamente por su flexibilidad para nombrar experiencias de vida que en sus relatos podrían integrar lo que Boris Cyrulnik llamó
oxímoron: “figura retórica que consiste en reunir dos términos antinómicos” (Cyrulnik, 2001, p. 21). Según Boris Cyrulnik, el oxímoron se vuelve
característico de una personalidad herida, pero resistente; sufriente, pero
fuerte a pesar de todo, una persona que frente a una experiencia dura
sigue tejiendo la vida con esperanza, sin dejarse destruir por la desgracia.
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PÁGINA
Por analogía, en las ciencias humanas y particularmente en la psicología se
utilizó este término para dar cuenta de la capacidad humana que permite
52
a las personas, que a pesar de atravesar situaciones adversas, dolorosas o
difíciles puedan salir de ellas no solamente a salvo, sino aún enriquecidas
por la experiencia (Cyrulnik, Tomkiewicz, Guénard, Vanistendael, Manciaux
& Balegno, 2004, p. 12).
Cyrulink de manera coloquial comenta cómo fue llegando casi fortuitamente al concepto, al contar la historia de unos marineros que hablaban
de la resiliencia. Estos trabajadores explicaban cómo los submarinos eran
sometidos a tensión, compresión, golpes, pero que, al pasar las pruebas,
mostraban cierta elasticidad para volver a recuperarse. El hecho de que
no se fueran al fondo y salieran de nuevo, expresaba su “resiliencia”: una
capacidad reconocida para recuperar su forma natural después de haber
sido expuestos a fuertes presiones.
Una desgracia nunca es maravillosa. Es un fango helado, un barro negro,
una escara dolorosa que nos obliga a escoger: someterse o sobreponerse.
La resiliencia define el resorte de los que, habiendo recibido un golpe, han
podido sobrepasarlo. El oxímoron describe el mundo íntimo de esos vencedores heridos (Cyrulnik, 2001, p. 23).
Esta cualidad resiliente de soportar golpes y salir fortalecido, adquiere mucha potencia en el ámbito de la construcción humana y social, e invita
a un cambio de actitud frente al propio desarrollo humano y a la manera
como los sujetos afrontan la adversidad en medio del dolor de sus heridas.
Sin desconocer la complejidad de la adversidad, el concepto en sus orígenes emerge para dar cuenta de los tránsitos del sujeto para hacerse más
humano en medio de sus adversidades.
En consecuencia, no se trata de decir: usted está herido, por lo tanto está
perdido. Sino: usted está herido: ¿qué va a hacer con esta herida? ¿Va usted a gemir, a llorar? ¿Va usted a permanecer prisionero del pasado? ¿Va
usted a buscar manera de vengarse? ¿Va usted a buscar el modo de hacer
una carrera de víctima, tal como lo proponen todas las sociedades? O, por
el contrario, con nuestra ayuda y su trabajo, ¿vamos los dos a comenzar a
poner en obra un proceso de reparación y de reanudación del desarrollo?
(Cyrulnik, Manciaux, Sánchez-Botero, Colmenares, Olaya & Balegno, 2002,
pp. 31-32).
Boris Cyrulnik, Michel Manciaux, Stefan Vanistendael y Jacques Lecomte (2003, p. 20) advierten que uno de los primeros que usó el concepto
de resiliencia fue el psicólogo John Bowlby (1995). Al respecto, sostienen
que Bowlby entendía la resiliencia como un: “resorte moral, cualidad de una
El punto clave de mi tesis es que existe una intensa relación causal entre las
experiencias de un individuo con sus padres y su posterior capacidad para
establecer vínculos afectivos y que ciertas variaciones corrientes de dicha
capacidad, que se manifiestan en problemas conyugales y conflictos con
los hijos, así como en síntomas neuróticos y trastornos de la personalidad,
pueden atribuirse a determinadas variaciones corrientes de los modos de
desempeñar los padres sus correspondientes roles (Bowlby 1995, p. 163).
Boris Cyrulnik reconoce que John Bowlby “lo único que deseaba al final de su vida era que comenzaran los trabajos sobre resiliencia” (Cyrulnik,
2001, p. 14). Cyrulnik recogió los aportes de la teoría del apego y trabajó
este tema en su obra Bajo el signo del vínculo: una historia natural del
apego (Cyrulnik, 2005a). En su ejercicio reflexivo sobre los complejos mecanismos de los vínculos atiende la amplia gama de señales que fundan el
vínculo con la madre, muestra que solo entre los humanos hace falta algo
más que la conducta de la paternidad biológica y alude a la función paternal simbólica, que está en la raíz de la existencia como seres culturales.
Cuando las gaviotas y los bebés lloran, nos hacen comprender que toda información está escrita en lo biológico. Y cuando esta estimulación es percibida, adquiere sentido porque es interpretada. La historia de quien percibe
da sentido a esa percepción. Lo biológico y lo histórico entremezclados nos
permiten asistir al nacimiento del sentido (Cyrulnik, 2005a, p. 66).
No obstante, para tener una base sólida acerca del surgimiento de la
resiliencia hay que remitirse a los estudios longitudinales realizados por las
psicólogas estadounidenses Emmy E. Werner y Ruth S. Smith (1982, 1992,
2001) sobre infancia en situación de riesgo, al acompañar el desarrollo de
más de 200 niños que pudieron sobreponerse a pesar de haber tenido una
infancia difícil. Francisca Infante-Espínola (2002) reconoce que el trabajo
de estas autoras fue el detonante de la preocupación futura sobre la resiliencia. Sin que ese trabajo indagara precisamente sobre esta temática, las
observaciones y preguntas que suscitó tuvieron una repercusión definitiva
en el surgimiento de la resiliencia como tema investigativo.
Un aspecto de la investigación realizada por Emmy E. Werner y Ruth
S. Smith (1982) llamó poderosamente la atención: algunos niños supieron
“sobreponerse” a partir de una infancia difícil. Las expectativas de fracaso
fueron superadas y tuvieron unos desarrollos exitosos. Otros no desarro-
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persona que no se desanima, que no se deja abatir” (Cyrulnik, Manciaux,
Vanistendael & Lecomte, 2003, p. 20). Bowlby, que trabajaba en las carencias de cuidados maternales, se inspiró en la etología animal para impulsar
sus estudios sobre la vinculación y fundamentar su teoría del apego en la
configuración de vínculos seguros con los cuidadores, vínculos que tienden a perpetuarse y a favorecer al sujeto. Bowlby creía que el grado de
respuesta frente a los hechos estresantes de la vida se hallaba sólidamente
determinado por las estructuras de vinculación que el sujeto desarrollaba
en sus primeros años de vida.
El apego, según Bowlby (1995), está dirigido hacia uno o algunos
individuos, por lo general con un claro orden de preferencia y tiende a persistir durante una gran parte del ciclo vital. Hay una relación causal entre los
vínculos establecidos con los padres o cuidadores y la capacidad futura del
niño para establecer vínculos afectivos y reaccionar frente a eventos desestabilizadores. Bowlby (1995) pone la génesis de la resiliencia en las relaciones vinculares que construye el sujeto, desde los mecanismos del apego.
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llaron los trastornos previstos. Antes bien, mostraron
una “admirable invulnerabilidad”. La pregunta era
obligada: ¿cómo explicar esta realidad? ¿Cómo argumentar el hecho de que algunos individuos resistieron
mejor que otros los embates de la vida, la adversidad y
la enfermedad? ¿Esto tenía una explicación?
Según la mirada de Infante-Espínola (2002),
este trabajo inspiró lo que se ha llamado la primera
generación de investigadores en resiliencia, venidos
especialmente de Estados Unidos y Gran Bretaña. Estos académicos centraron su atención en los atributos
individuales, los vínculos afectivos, el ambiente social
protector de los sujetos, y en los factores diferenciadores que posibilitan las particulares respuestas de los sujetos frente a condicionamientos de entornos difíciles.
A esto se lo llamó el modelo triádico de la resiliencia,
que se configuraba desde los atributos personales, el
ámbito familiar y los escenarios sociales donde acontece la vida de los sujetos (Infante-Espínola, 2002).
Desde un principio, las relaciones sociales amables y seguras, los vínculos afectivos y las expresiones
de cariño y acogida fueron factores que protegían al
sujeto como un resorte frente al futuro. La capacidad
para dar y recibir afecto es la verdadera fuente de la resiliencia. Saber amar, ser solidario, acompañar al otro
en su dolor, establecer lazos cálidos y serviciales es el
principal factor que promueve la resiliencia:
Los primeros trabajos en resiliencia se realizaron en personas con trastornos patológicos como
esquizofrenia, personas expuestas al estrés y sujetos
en condición de pobreza, en busca de reconocer el
funcionamiento de estos frente a situaciones adversas
(Cicchetti, 2003). Tanto la escuela anglosajona, como
la europea han situado el tema de la resiliencia desde
una perspectiva psicosocial.
Norman Garmezy (1991), en New York, Estados
Unidos, ha sido uno de los pioneros en la conceptualización y el estudio de la capacidad de recuperación
de los sujetos sometidos a situaciones de adversidad.
Según Garmezy, la resiliencia es entendida como: “la
capacidad para recuperarse, y mantener una conducta adaptativa, después del abandono o la incapacidad
inicial al iniciarse un evento estresante” (Garmezy,
1991, p. 459). No obstante, uno de los asuntos difíciles
de la resiliencia es su propia definición, como lo señala
Michel Rutter (2012) al insistir en el carácter dinámico
del concepto.
El regreso a la vida se realiza en secreto, con el extraño placer que proporciona el sentimiento de vivir
una prórroga. El trauma ha hecho añicos la personalidad anterior, y cuando nadie reúne los pedazos
para frenar su dispersión, el sujeto queda muerto o
no vuelve bien a la vida. Sin embargo, cuando se ve
sostenido con la afectividad cotidiana de las personas que están cerca de él, y cuando el discurso cultural da sentido a su herida, consigue retomar un tipo
de desarrollo distinto (Cyrulnik, 2005b, p. 21).
Elisardo Becoña, psicólogo clínico y profesor de
la Universidad de Santiago de Compostela, recoge en
su artículo Resiliencia: definición, características y utilidades del concepto (Becoña, 2006), una buena síntesis
de la primera generación de investigadores. En su trabajo se advierte que los primeros estudios en resiliencia se concentraron en individuos con esquizofrenia,
en personas que habían estado sometidas a situaciones de pobreza extrema y traumas en su vida temprana y que no demostraban en su vida futura problemas
psicológicos o de adaptación social.
Este énfasis en los vínculos amorosos se hace
recurrente en las primeras investigaciones. Stefan
Vanistendael y Jacques Lecomte (2002) relatan en sus
trabajos cómo muchos niños y jóvenes pudieron surgir
y desarrollarse en contextos culturales y sociales diferentes, gracias a la presencia amorosa de alguien que
les brindó en un momento de la vida una aceptación
incondicional.
La resiliencia nos recuerda que todos nosotros, niños
y adultos, necesitamos ser amados. El amor significa
la aceptación profunda de la personalidad, su reconocimiento estable en la vida del otro, aun cuando
se manifiesten comportamientos o rasgos de carácter que no se puedan aceptar (Vanistendael &
Lecomte, 2002, p. 29).
La resiliencia es un fenómeno que manifiestan sujetos jóvenes que evolucionan favorablemente, aunque hayan experimentado una forma de estrés que
en la población generalmente se estima que implica un grave riesgo de consecuencias desfavorables
(Rutter, 1993, p. 626).
El origen del estudio de la resiliencia en psicología y
psiquiatría procede, por tanto, de los esfuerzos por
conocer la etiología y el desarrollo de la psicopatología, especialmente de los niños en riesgo de desarrollar psicopatología debido a enfermedades mentales
de los padres, problemas perinatales, conflictos interpersonales, pobreza o una combinación de estos
factores (Becoña, 2006, p. 126).
Aquí se ve el interés de los primeros investigadores por la psicopatología, al pensar la resiliencia desde
la experiencia de niños, niñas y jóvenes en situación
de riesgo y vulnerabilidad, que han padecido o sufrido
enormes problemas, traumas o situaciones estresantes, desgarradoras o desafiantes en su infancia y que
han tenido la capacidad de recuperarse y de mantener una conducta normal. Por eso, no es de extrañar que las primeras definiciones de resiliencia
de esta generación de investigadores preferentemente anglosajones, hablen de la resiliencia como una capacidad adaptativa que posibilita buenos
resultados en los sujetos, a pesar de tener muchas y serias amenazas para
su desarrollo (Garmezy, 1991).
El concepto no pretende presentar una imagen heroica de unos niños en
1991, p. 459).
Desde la mirada adaptativa se ve claro que la resiliencia requiere para
su verificación una evaluación cualitativa del funcionamiento del sujeto dentro de los parámetros de lo que se acepta como normal (Masten, 1994). Tal
evaluación se hace desde los criterios de normalidad establecidos e implica
una visión del desarrollo normalizado en diferentes contextos culturales. La
idea es poder determinar lo que se considera “apropiado” y “normal” tanto
en el área cognitiva, como en conductas emocionales y sociales.
La segunda generación de investigadores fue más allá de las cualidades personales, los factores protectores, los vínculos amorosos y los
procesos de “adaptabilidad” y se preguntó por las condiciones psicosociales y aquellos procesos sociales y culturales que favorecen o dificultan
una respuesta del sujeto frente a la adversidad. Estos investigadores se
distanciaron de una concepción de la resiliencia centrada en la herencia
o en los genes del sujeto como algo constitutivo, y la consideraron como
algo que está presente en las respuestas que los sujetos dan a determinadas situaciones adversas (Kalawski & Haz, 2003).
Las preguntas de los investigadores de esta generación están centradas sobre todo en los procesos sociales y en los factores que inciden en los
sujetos al tener que dar una respuesta en situaciones de dificultad, para
conceptuar que en la resiliencia se suman factores individuales, familiares y
sociales, unidos a factores protectores compuestos por recursos personales y sociales (Gómez & Kotliarenco, 2010).
Entre los trabajos investigativos de esta segunda generación son muy
bien valorados los de la psicóloga argentina Edith Henderson-Grotberg
(2006). Esta autora postula una mirada optimista de la resiliencia y la entiende como una capacidad humana que poseen los sujetos para el afrontamiento de la adversidad. Henderson-Grotberg, desde una perspectiva
psicosocial, entiende la resiliencia asociada a factores ambientales contextuales que la posibilitan:
Poseemos esa capacidad humana que nos hace resilientes, lo que nos permite poder afrontar el bombardeo de situaciones y acontecimientos estresantes. Al afrontar esos acontecimientos nos volvemos más fuertes, más
seguros de nuestras capacidades, más permeables al estrés que otras personas estén experimentando y también más hábiles para producir cambios
y minimizar o eliminar aquello que nos hace daño (Henderson-Grotberg,
2006, p. 10).
Como bien lo refieren Anna Forés y Jordi Grané (2008), esta segunda
generación, liderada por Edith Henderson-Grotberg (2006), se concentra
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pacidad de recuperación y mantener una conducta adaptativa que puede
seguir al retroceso o incapacidad al iniciar un evento estresante (Garmezy,
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comparación con otros que se enfrentan a situaciones similares de riesgo
o desesperación. De hecho, hablar de resiliencia no refleja necesariamente
una impermeabilidad al estrés. Más bien, está diseñado para reflejar la ca-
55
no tanto en las cualidades individuales y atributos personales, como en los procesos y los vínculos que permiten la configuración de una respuesta que articula
lo propio del sujeto con los apoyos del ambiente.
Todo individuo tiene una capacidad para la resiliencia que debe ser reconocida. Pueden descubrirse rasgos de resiliencia en casi cualquier persona, si se le
examina en búsqueda de signos de resiliencia con la
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La resiliencia no es una sustancia, algo hecho; más
problemas y déficit. El proceso de adquirir resiliencia
bien es una obra de tejedora que enhebra la seda
es, de hecho, el proceso de la vida, dado que toda
de las capacidades personales con la seda afectiva y
la gente debe superar episodios de estrés, trauma y
social en un proceso inacabado. Todas las personas
rupturas en el proceso de vivir. Una actitud construc-
hemos de tejer nuestra personalidad con el ganchi-
tora de resiliencia en la escuela debe buscar “todo
llo de un punto de encuentro afectivo y social. Di-
indicio” de resiliencia, rastreando ocasiones en las
cho con otras palabras, la resiliencia es un proceso
que tanto docentes como alumnos sortearon, supe-
diacrónico y sincrónico donde las fuerzas biológicas
raron, sobrellevaron o vencieron la adversidad que
se articulan con el contexto social para posibilitar la
enfrentaban (Henderson & Milstein, 2003, p. 22).
transformación de la persona traumatizada (Forés &
Grané, 2008, p. 32).
Los mismos autores entienden la resiliencia
como “una metáfora de las posibilidades” (Forés &
Grané, 2012, p. 12) y la sitúan en diálogo constructivo con escenarios socioeducativos de socialización,
para transitar hacia una perspectiva holística de la resiliencia y destacan tres aspectos básicos observables
según ellos en los procesos de resiliencia: la energía
de relación, la energía de aprendizaje y la energía
creativa. La experiencia de los vínculos y las sinergias
nutrientes, los aprendizajes vitales y las formas siempre nuevas de superar las barreras y los obstáculos
de la vida.
El modelo holístico de resiliencia no está orientado
a desarrollar fórmulas o recetas simplificadas aplicables a distintos contextos, sino a ofrecer herramientas que puedan sacar a la luz la riqueza y profundidad de los recorridos resilientes. Precisamente a
En los trabajos de Michel Manciaux (2003),
Stefan Vanistendael y Jacques Lecomte (2002) y Boris
Cyrulnik (2001), investigadores de segunda generación, hace eco la pregunta que ya se habían planteado los primeros investigadores, en relación con las
respuestas diferentes de sujetos que viven situaciones
adversas similares. Pregunta que, en el caso de los primeros investigadores, se había respondido por la vía
de la invulnerabilidad y la resistencia al estrés por parte
de niños considerados por ellos como excepcionales
(Garmezy, 1991).
En estos autores, la fuerza la tienen tanto el sujeto, como los vínculos y las interacciones en los diferentes escenarios donde acontecen los procesos de
socialización y convivencia. La resiliencia exige una
construcción social, un compartir la vida con otros. No
podemos desarrollar resiliencia en el aislamiento radical. Si bien el sujeto puede salir hacia adelante con su
esfuerzo personal, la resiliencia se hace más profunda
con los otros.
través de esta complejidad es posible desvelar dinámicas y sinergias que pueden aplicarse en la promo-
No se puede desencadenar un proceso de resiliencia
ción de los procesos de resiliencia específicos (Forés
si se está solo. La “falta de sentido”, la necesidad de
& Grané, 2012, p. 30).
construir relatos… El relato que hago yo mismo de
lo que me ha ocurrido, el relato que haces tú de lo
Otros investigadores reconocidos de esta nueva generación son Nan Henderson y Mike M. Milstein
(2003), que llevaron el asunto de la resiliencia a la
escuela como escenario formativo, en espera de que
allí se estimularan factores protectores, tanto internos
como ambientales, que mitigaran el impacto de las
situaciones adversas en niños, jóvenes y demás miembros de la comunidad educativa. Desde la perspectiva
de estos autores, los trabajos en resiliencia desplazaron el modelo de desarrollo humano centrado en la
patología y se aproximaron a un modelo constructivo
basado en el trabajo compartido para un mejor vivir. El
modelo propuesto desafía los diagnósticos que rotulan y clasifican enfermedades, para fijarse en las fuerzas que mantienen sana a la gente.
que me ha ocurrido y el relato que hace la cultura de
lo que me ha ocurrido… Mediante la convergencia
de todos estos relatos culturales es como voy a tener
una representación de mí mismo. Si estás herido,
quizás te van a acompañar y te ayudarán a reanudar tu desarrollo. Ahí hay posibilidad de resiliencia
(Cyrulnik, 2014, pp. 33-34).
Stefan Vanistendael (2014) reconoce que no hay
una única definición de resiliencia. Le apuesta a una
comprensión más pragmática, al entender que la resiliencia inspira formas creativas para afrontar la vida
desde una esperanza realista. La articulación de estas
dos realidades estaría en el corazón, en la esencia de
la resiliencia.
A falta de definición universalmente reconocida de la resiliencia humana,
proponemos una simple definición pragmática: la capacidad de una persona o de un grupo para crecer en presencia de muy grandes dificultades… la
resiliencia no es fija, sino que varía a lo largo de toda la vida; nunca es absoluta; se construye en interacciones con el entorno… siempre se encuentra
en proceso; y, más allá de la simple resistencia, construye o reconstruye la
Desde la perspectiva de Boris Cyrulnik, Michel Manciaux, Stefan
Vanistendael y Jacques Lecomte (2003), la resiliencia es un proceso de
agenciamiento de la vida, un quehacer dinámico, evolutivo en los sujetos,
en los que las adversidades pueden ser afrontadas desde recursos propios
y apoyos del entorno.
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vida (Vanistendael, 2014, p. 53).
La resiliencia es la capacidad de una persona o de un grupo para desarrollarse bien, para seguir proyectándose en el futuro a pesar de acontecimientos desestabilizadores, de condiciones de vida difíciles y de traumas a
veces graves… La resiliencia nunca es absoluta, total, lograda para siempre.
Es una capacidad que resulta de un proceso dinámico, evolutivo, en la que
la importancia de un trauma puede superar los recursos del sujeto; varía
según las circunstancias, la naturaleza del trauma, el contexto y la etapa de
la vida; puede expresarse de modos muy diversos según la cultura (Cyrulnik,
Manciaux, Vanistendael & Lecomte, 2003, pp. 22-23).
Boris Cyrulnik, Michel Manciaux, Stefan Vanistendael y Jacques
Lecomte (2003) mantienen una mirada crítica y realista sobre los propios
límites y posibilidades de la resiliencia. Esto es notable, pues en la literatura
estudiada, existe poca capacidad crítica para examinar la resiliencia, al reconocer sus límites tanto en sus fundamentos epistemológicos, teóricos y
metodológicos, como en sus intencionalidades éticas, estéticas, políticas y
sus usos en el ámbito de la intervención social.
Desde una concepción sistémica y después de haber trabajado con
familias funcionales y en situaciones de riesgo, Froma Walsh (2004) propone una comprensión sistémica de la resiliencia en estos términos:
La resiliencia puede definirse como la capacidad de una persona para recobrarse de la adversidad fortalecida y dueña de mayores recursos. Se trata
de un proceso activo de resistencia, autocorrección y crecimiento como
respuesta a la crisis y desafíos de la vida (Walsh, 2004, p. 26).
Froma Walsh (2004) reconoce que es necesario poner en tensión una
concepción tradicional que afirma que no es posible eliminar los efectos de
los traumas graves que se han sufrido en la infancia. Esas realidades que pasan y que dejan heridas y huellas profundas difícilmente se reparan. Frente a
esta visión dramática, la postura de la autora es optimista y esperanzadora:
La resiliencia implica algo más que la mera posibilidad de sobrevivir a un suplicio horrible, atravesarlo o eludirlo… Las virtudes propias de la resiliencia
permiten a las personas curar sus dolorosas heridas, hacerse cargo de su
vida, amar y desarrollar una existencia plena… La resiliencia se forja cuando
el individuo se abre a nuevas experiencias y actúa en forma interdependiente con los demás (Walsh, 2004, p. 27).
La resiliencia se entiende aquí como una interacción entre lo innato y
lo adquirido entrelazado por adecuadas relaciones de apoyo. No obstante,
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desde su comprensión sistémica, adquieren relevancia los ámbitos familiares, sociales, económicos, políticos y culturales donde acontece la vida de
los sujetos y de las comunidades.
Al pensar la resiliencia familiar y con una mirada latinoamericana, se
destaca el trabajo de Esteban Gómez y María Angélica Kotliarenco (2010),
autores que revisaron los antecedentes de la resiliencia familiar desde sus
orígenes y la ponen en diálogo con la intervención clínica y psicosocial, con
familias altamente vulnerables. Llama la atención su definición de resiliencia familiar.
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Proponemos que la resiliencia familiar se defina como el conjunto de pro-
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cesos de reorganización de significados y comportamientos que activa
una familia sometida a estrés, para recuperar y mantener niveles óptimos
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de funcionamiento y bienestar, equilibrar recursos y necesidades familiares, y aprovechar las oportunidades de su entorno (Gómez & Kotliarenco,
2010, p. 124).
Boris Cyrulnik (2001) profundiza en la concepción de proceso y en el
poder evocador de las narrativas en resiliencia. Cyrulnik reconoce que la acción del sujeto es vital, pues es capaz de relatar la propia historia, darle un
sentido y transformarla. La idea de proceso permite entender la dinámica
resiliente en función de un caminar que integra múltiples factores, unos de
riesgo y otros protectores.
La resiliencia constituye un proceso natural en el que lo que somos en un
momento dado necesariamente debe entretejerse con los medios ecológicos, afectivos y verbales. Basta con que uno solo de esos medios falle para
que todo se hunda. Basta con que haya un solo punto de apoyo para que
la edificación pueda continuar (Cyrulnik, 2001, p. 15).
María Cristina García-Vesga y Elsy Domínguez de la Ossa, en su trabajo más cercano a nosotros Desarrollo teórico de la resiliencia y su aplicación en situaciones adversas (García-Vesga & Domínguez de la Ossa, 2013),
hacen una revisión analítica de varias definiciones y coinciden en que la
mayoría de los teóricos entiende la resiliencia como un proceso social e
intrapsíquico que se da en las interacciones entre sujetos. Estas investigadoras reconocen que las definiciones transitan entre las que relacionan el
concepto con adaptabilidad, las que introducen el término de capacidad
o habilidad, las que enfatizan el nexo entre factores internos y externos y
aquellas que definen la resiliencia como adaptación y proceso.
También son notables los trabajos de Gema Puig y José Luis Rubio,
sobre todo en dos textos: Manual de resiliencia aplicada (2011) y Tutores
de resiliencia. Dame un punto de apoyo y moveré MI mundo (2015). En
el primer texto, después de un exhaustivo trabajo de documentación en el
campo de la resiliencia, los autores advierten que sigue habiendo una dificultad para hablar del concepto, por la proliferación de definiciones.
Nos encontramos frente a un constructo complejo, conformado por múltiples componentes, lo cual complica su definición… La resiliencia es un
concepto en continua evolución, dado que han sido muchos los autores
que han propuesto una definición (Puig & Rubio, 2011, pp. 38, 40).
Estos autores reconocen la necesidad de pensar interdisciplinarmente la resiliencia, valoran la vida cotidiana como lugar donde acontece la
lucha por la supervivencia propia de la esencia humana, se sitúan en una
visión optimista sobre la vida y valoran la búsqueda de la felicidad como
un motivador para la acción en medio de la adversidad. Algo interesante
es su acercamiento a la construcción social de la resiliencia, al reconocer el
papel de la comunidad y las redes vinculares relacionadas con el cuidado,
el apoyo y el afecto.
El nicho ecológico es la red de relaciones necesarias para la supervivencia. Y
es que, gracias a la reciprocidad afectiva y comunicativa, los niños tejen su
Cyrulnik define el encuentro con el tutor como algo fugaz. Un encuentro
significativo puede ser suficiente. Y, aunque podría pensarse que, al tratarse de un momento tan efímero, algo tan aparentemente insignificante, el
efecto fuese mínimo, un encuentro casual de estas características, en determinados momentos se constituye como el detonante de la recuperación,
como la chispa que reaviva los rescoldos. Por tanto, con una capacidad reconstructora y regeneradora como para impulsar un proceso de resiliencia
(Puig & Rubio, 2015, p. 139).
Aunque el encuentro sea casual o anecdótico, no lo es necesariamente la fuerza de la representación que de él se tiene. El recuerdo del
encuentro pervive y sigue aconteciendo como dinamismo transformador
que impulsa al sujeto a seguir tejiendo su vida en medio de la adversidad.
Desde este horizonte relacional se entiende la fuerza que los autores les
dan a la dimensión comunitaria y social de la resiliencia y a aquellas redes
vinculares que se vuelven significativas en un momento particular de la
vida. Por eso no se cansan de insistir en la construcción dialógica de los
procesos de vida, que le da a la resiliencia un claro sentido comunitario y social.
El concepto de resiliencia no es un atributo personal, nos remite a la importancia de la imbricación de la persona en su matriz social… es falso
el dilema establecido entre la aportación personal y la aportación social.
Sabemos que las dos cosas están presentes en la resiliencia, y la dosis dependerá de cada caso… podemos afirmar que la dimensión comunitaria es
una condición sine qua non (Forés & Grané, 2008, pp. 34-35).
El concepto además está reclamando un abordaje interdisciplinar que
aporte miradas diferentes que lo enriquezcan (Madariaga, Palma-García,
Surjo, Villalba & Arribillaga, 2014). Esto es precisamente lo que había
constatado Michel Delage (2010) al reconocer que, para comprender la
resiliencia, se ha de recurrir a campos de conocimiento heterogéneos que
permitan abarcar especialmente los aspectos relacionales y contextuales.
Según la perspectiva de Delage (2010), la resiliencia solo puede comprenderse desde una mirada más compleja y sistémica.
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El camino de la resiliencia: del sujeto individual al sujeto político
En el segundo libro Tutores de resiliencia. Dame un punto de apoyo y moveré MI mundo (2015), un texto escrito en un lenguaje vivencial, los autores reconocen la significación que para la resiliencia tienen
los nichos sensoriales, los puntos de apoyo, los vínculos, las interacciones, los encuentros, la presencia de los otros en tiempos de crisis y el
fortalecimiento de los vínculos, como potentes mediadores para suscitar
la resiliencia.
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red de relaciones, en primer lugar, con sus cuidadores, que les transmiten
su experiencia y los protegen de los peligros, y posteriormente con la sociedad (Puig & Rubio, 2011, p. 125).
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La otra corriente, que podemos calificar de holista
o global, sostiene, que ciertos fenómenos solo pueden comprenderse en una perspectiva concentrada
en la complejidad, es decir, en la manera en la que
se intersecan los diferentes niveles, los diferentes sistemas para producir consecuencias que no pueden
reducirse al análisis de las partes separadas. Evidentemente, en el caso de la resiliencia, debe prevalecer
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esta segunda actitud, pues se trata de una noción
compleja y que, por lo tanto, requiere de diferentes
niveles de abordaje (Delage, 2010, p. 90).
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Ámbito latinoamericano: la resiliencia y su
dimensión comunitaria, social y política
En el ámbito latinoamericano, las investigaciones
en resiliencia se han concentrado más en la aplicabilidad del concepto, mediante modelos y programas de
intervención que manifiestan un interés más práctico,
en la búsqueda de un fortalecimiento de las prácticas
de niños, mujeres y familias, en contextos socioculturales específicos (Álvarez & Hurley, 2010). En estos trabajos investigativos y de intervención social, se busca
poder entender cómo algunas comunidades, o grupos
sociales, incluso ciudades y pueblos enteros, se pueden reponer propositivamente, en medio de calamidades desgarradoras, fuertes catástrofes naturales o en
circunstancias agobiantes de violencia social, económica y política.
Sin duda, desde la perspectiva comunitaria de la
resiliencia, hay que reconocer el aporte del Centro de
Estudios y Atención al Niño y la Mujer, CEANIM, organización no gubernamental que, por más de 34 años
en Chile, se ha orientado al estudio, diseño y ejecución
de programas de desarrollo humano, comprometidos
con la realidad de personas que viven en situación de
pobreza y de desventajas sociales, económicas y culturales desde el horizonte de la resiliencia. Desde la
visión de su directora María Angélica Kotliarenco, la
resiliencia se puede definir de la siguiente manera:
procesos de desarrollo infantil, se revisaron algunos
fundamentos psicológicos del concepto, algunas particularidades metodológicas en los estudios sobre resiliencia y se introdujo propiamente la concepción de
la resiliencia desde América Latina. De sus interesantes
aportes en cuanto a la comprensión del concepto de
resiliencia podemos destacar lo siguiente:
La resiliencia se produce en función de procesos
sociales e intrapsíquicos. No se nace resiliente ni se
adquiere “naturalmente” en el desarrollo: depende
de ciertas cualidades del proceso interactivo del sujeto con los otros humanos, responsable de la construcción del sistema humano (Melillo, Estamatti &
Cuestas, 2000, p. 28).
En sintonía con estos ejercicios reflexivos, es notable el trabajo que realizó María Eugenia Colmenares
(2002a, 2002b) con otros académicos sensibles al
tema de la resiliencia en Colombia. Sus reflexiones pusieron en tensión la comprensión de la resiliencia con
los fenómenos sociales y políticos del país pasados por
las violencias, las múltiples pobrezas y la inequidad.
Plantear la resiliencia como instrumento teórico de
interrogación sobre la coyuntura histórica que vive
Colombia señala que este planteamiento no desborda el espacio propio de la reflexión desde la psicología, sino que propone otros elementos a la representación del discurso social para favorecer las rupturas
de lugares comunes y permitir la construcción de
otras representaciones de lo real que puedan contribuir a modificar apreciaciones y comportamientos
(Colmenares, 2002a, p. 17).
La definición que aporta María Eugenia Colmenares
(2002b) sobre la resiliencia, tiene valor en la medida en
que pone a dialogar el concepto con el compromiso
ético y político de los sujetos que afrontan la adversidad en búsqueda de sentidos de vida y transformaciones históricas.
De acuerdo a los procesos reflexivos realizados, podemos definir la resiliencia como un proceso dinámico, de origen interactivo y sociocultural que conduce
a la optimización de los recursos humanos y permite
sobreponerse a las situaciones adversas, gracias a la
defensa que le brindan los mecanismos protectores,
sean estos individuales, familiares, comunitarios y/o
culturales (Kotliarenco, 2014. p. 163).
Esta autora y otros investigadores muy reconocidos, como Aldo Melillo y Elbio Néstor Suárez-Ojeda
publicaron Actualizaciones en resiliencia (Kotliarenco,
Mardones, Melillo & Suárez, 2000). En este trabajo
se puso de relieve la cercanía de la resiliencia con los
Llamamos resiliencia a la capacidad que muestran
algunos seres humanos, en medio de las peores
adversidades, de tomar el contrapié a partir de
sí mismos y que les permite desarrollarse y construir sus sueños conservando la estructura humana en términos de valores éticos de supervivencia
(Colmenares, 2002b, p. 22).
María Stella Rodríguez-Arenas (2004) hace un interesante trabajo al poner en diálogo la resiliencia con
el desplazamiento forzado desde las vivencias de niños
víctimas del conflicto armado. A partir de una alternativa pedagógica que tiene en la palabra su fuente
de inspiración, permite recuperar al sujeto como actor de su proyecto de
vida, emergiendo visiones prospectivas, ideales, sueños e ilusiones, que de
alguna manera manifiestan cualidades resilientes, expresadas en la capacidad de estos niños, para convertir su experiencia de vida en narración, que
les permita visualizar las experiencias difíciles como una parábola, con la
posibilidad de crear un final feliz.
La resiliencia no resulta solo de lo individual o lo colectivo, sino que deri-
que las personas puedan responder con esta fortaleza a las dificultades de
la vida (Rodríguez-Arenas, 2004, p. 78).
Los trabajos de Aldo Melillo y Elbio Néstor Suárez-Ojeda (2002) y de
estos con Daniel Rodríguez (2004) posicionaron una concepción latinoamericana de la resiliencia en situaciones de exclusión y de pobreza, que
acentúa su dimensión comunitaria y la significación que para estas situaciones tienen los procesos resilientes. Tales perspectivas se distanciaban
de la mirada clásica de los primeros estudios en resiliencia, cuyo interés
se concentraba en los atributos individuales y en la relación de estos con
los entornos sociales, y en reconocer el poder de la resiliencia para luchar
contra las inequidades de la sociedad actual:
A partir de este enfoque, la resiliencia comunitaria desplaza la base epistemológica del concepto inicial, modificando no solo el objeto de estudio,
sino también la postura del observador y los criterios de observación y validación del fenómeno… Cada desastre o catástrofe que una comunidad
sufre representa un daño en términos de pérdidas de recursos y de vidas…
Esa desgracia puede significar el desafío para movilizar las capacidades solidarias de la población y emprender procesos de renovación, que modernicen no solo la estructura física sino toda la trama social en esa comunidad
(Suárez, 2002, pp. 70-71).
La perspectiva que aporta Elbio Néstor Suárez-Ojeda (2002) permite
entonces pensar la posibilidad de una “teoría latinoamericana de la resiliencia, con enfoques más adecuados a esta realidad social” (Suárez, 2002,
p. 67) que se sabe imbricada entre los problemas de una sociedad inequitativa, excluyente e injusta y los desafíos que estas realidades plantean a la
misma resiliencia y su capacidad para potenciar respuestas que permitan
fortalecer las dinámicas de agenciamiento y liberación de los sujetos y las
comunidades y sus prácticas de resistencia y liberación frente a poderes
que estructuralmente violentan la dignidad humana.
En su trabajo, después de reconocer el avance y posicionamiento de
la resiliencia en América Latina, Elbio Néstor Suárez-Ojeda (2002) presenta
algunos pilares de lo que él llama resiliencia comunitaria. Tales pilares son:
“la autoestima colectiva, la identidad cultural, el humor social y la honestidad estatal” (Suárez-Ojeda, 2002, p. 72).
De la autoestima colectiva se destacan la actitud y el sentimiento
de orgullo por el lugar en que se vive, el aprecio por la geografía, el clima
y las tradiciones culturales. Se trata de un reconocimiento de lo que se
es, de los orígenes y de las herencias recibidas de los antepasados. No
es extraño que aquellas ciudades o localidades en las que se observa
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El camino de la resiliencia: del sujeto individual al sujeto político
muchas de las facultades humanas no es totalmente innata, ni totalmente
adquirida más bien requiere de unas condiciones particulares que permitan
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va del interjuego de ambos aspectos. El punto de encuentro de estas dos
posiciones radica en que es una posibilidad del ser humano de resignificar
la adversidad en términos positivos… pensamos que esta capacidad como
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una elevada autoestima y orgullo de sus tradiciones
tengan mayor capacidad de recuperación frente a
la adversidad.
Por identidad cultural se reconoce esa persistencia del ser social en su unidad y “mismidad” por medio
de cambios y circunstancias diversas. Tiene qué ver con
la valoración de los rasgos culturales que nos develan
sentido de pertenencia a un territorio y una cultura
propia y singular. De allí que aquellas poblaciones que
han hecho un baluarte del respeto y la exaltación de
sus culturas tradicionales hayan mostrado una mayor
capacidad para recomponerse y renacer luego de numerosas adversidades.
Otra variable importante en la resiliencia es el
humor, que ha merecido un amplio estudio. El humor
social como una capacidad propia de la idiosincrasia
de personas y grupos de rasgos culturales particulares se potencia al encontrar la “comedia” en la propia
tragedia, que se apoya en la flexibilidad y la relajación
que puede brindar cierto sentido del humor, en medio de la complejidad de las situaciones, lo cual favorece la capacidad para hallar respuestas originales y
soluciones innovadoras en medio de la crisis.
Un último componente es el designado como
honestidad colectiva o estatal. Más allá de la transparencia en el manejo de la cosa pública, esto implica la
existencia de una conciencia colectiva que desaprueba
la deshonestidad de los funcionarios públicos y que
valora un ejercicio decente de la gestión estatal, al reconocer su esfuerzo por respetar los derechos de los
ciudadanos. Se trata de una intolerancia activa frente
a la corrupción que se ha venido instalando en muchos
niveles de la sociedad, tanto en la esfera pública como
en la privada.
Otros asuntos como la capacidad de generar liderazgos auténticos y participativos, el ejercicio de una
democracia efectiva en la toma de decisiones, en las
que se reconozca la diversidad y no haya discriminación,
fortalecen también el proceso de la resiliencia comunitaria. En contraste con estos pilares, desde la perspectiva de Suárez-Ojeda (2002), están los “antipilares”.
Como antípodas de estos pilares, se han podido
Este desplazamiento de las investigaciones centradas en el sujeto herido que afronta la adversidad y en
las comunidades sometidas a tensiones y conflictos sociales complejos, se fue abriendo camino, no sin la preocupación que manifestaban algunos académicos por
el mismo concepto de resiliencia, su significación y sus
usos en algunos programas de atención e intervención
a la infancia y adolescencia (Llobet & Wegsman, 2004).
Valeria Llobet (2005) más adelante afirma que el
mismo concepto puede ser mal interpretado y usado de
manera tendenciosa, desde su asociación con intervenciones pobres para pobres, pasando por la promoción
de un conformismo con connotaciones conservadoras.
Y considera que hay una línea de problemas teóricos,
políticos y éticos, cuyo debate según la autora no ha
sido saldado entre los investigadores en resiliencia.
Es sencillo suponer que, o bien es posible predicar
de alguien que “es” resiliente por sus peculiares características personales (inteligencia, astucia, etc.) lo
que sería una aproximación psicologista y objetivizante, o que en realidad el ascenso social depende
de las mismas capacidades por las cuales alguien
puede lograr que la adversidad no se transforme en
destino (Llobet, 2005, p. 13).
Frente a esta crítica que se deja planteada, la autora reconoce que la resiliencia puede tener una utilidad científica y que en medio de sus tensiones teóricas
y de intervención, puede ser significativa para explicar
problemas de vida, al favorecer la apertura hacia caminos creativos de reconstrucción personal y social.
La resiliencia, entonces, no es un rasgo de personalidad, sino que las personas son actores y fuentes de
las actuaciones resilientes, y las familias, escuelas, comunidades, servicios sociales son el escenario de promoción de la resiliencia, y propician el despliegue,
proveen de los factores protectores… redefinimos el
concepto como procesos resilientes, entendiéndolos como la posibilidad de protección y autonomía
frente a situaciones de adversidad apoyados en el
proceso de subjetivación (Llobet, 2005, pp. 14-15).
detectar condiciones o características que reducen
la resiliencia comunitaria o, dicho de otra manera,
inhiben la capacidad solidaria de reacción frente a la
adversidad colectiva. Entre estos “antipilares” cabe
mencionar: malinchismo, fatalismo, autoritarismo,
corrupción (Suárez-Ojeda, 2002, p. 76).
Las comunidades combinan pilares y “antipilares” y de su reconocimiento se podrán elaborar
predicciones, que ayuden a orientar y fortalecer la
intervención social para poder dinamizar la resiliencia
colectiva o comunitaria.
Según Valeria Llobet (2005) es la interfase entre los niveles individuales, comunitarios y sus interacciones, lo que hace más interesante el concepto y lo
que permite reconocer la potencia de la resiliencia,
para abandonar un determinismo fatal, encontrando
en ella una posibilidad para recuperar una visión de
la micropolítica como espacio para la resistencia a la
reproducción y las dinámicas del poder, que tiende a
hegemonizar a los sujetos y las comunidades para que
escriban una única historia, lo que les impide la creatividad para escribir su propio relato. La resiliencia está
zativa, comunitaria, nacional), entendida como la capacidad de un sistema
de absorber los choques o presiones externas y de reorganizarse, sin perder
su estructura, función e identidad esencial (Azkarraga, 2014, pp. 92-93).
Esta manera de entender la resiliencia deja abierta la posibilidad de
poner en diálogo las ciencias sociales con las ciencias naturales pues entiende que la crisis global es una crisis socioecológica, que está reclamando
soluciones integradoras en cuanto a una auténtica transición hacia la sostenibilidad responsable del planeta.
El aporte latinoamericano propone un desplazamiento de la mirada
más centrada en lo individual de los sujetos, hacia el ámbito de lo social, donde acontecen los procesos de interacción y de construcción del
tejido comunitario, de participación democrática y acción política. La resiliencia comunitaria implica una conciencia de responsabilidad común
frente a lo que afecta al sujeto como colectivo. La resiliencia comunitaria
permite explorar las fronteras donde la resiliencia se encuentra con la política. Desde este horizonte comprensivo, se deben reconocer los esfuerzos
de los investigadores por enfrentar diversas problemáticas sociales desde
la mirada resiliente.
El trabajo de Patricia Granada-Echeverry y Sara Victoria Alvarado
(2010) se centró precisamente en la relación entre resiliencia y política, y
buscaba mostrar la contribución de la resiliencia en el fortalecimiento de la
subjetivación política de niños y jóvenes que, en situación de adversidad,
son capaces de agenciar experiencias vitales, desde la construcción de narrativas que les permiten actuar políticamente en sus vidas y sus entornos.
Lo novedoso de este acercamiento es el de haber puesto en la mesa de la
discusión la dimensión sociopolítica de la resiliencia, o la significación de la
resiliencia en el horizonte de lo político que acontece en la vida de la gente.
Propusimos en este estudio la definición sociopolítica de la resiliencia
como: la conservación, despliegue y desarrollo de las dimensiones humanas en contextos de adversidad, entre los que se destacan la dimensión
crítica y la dimensión política que no se subordinan a la sobrevivencia, sino
que, por el contrario, se transforman en discurso político, en posiciones de
denuncia y de acción social transformadora ante el mundo. Esta definición
sociopolítica de la resiliencia exigió redefinir el concepto de adversidad a
partir de significados que incluyeran los significantes culturales, como las
situaciones vividas cuya significación social estuviera ligada al sufrimiento
humano como experiencia vital que hunde sus raíces en los mitos tanto
de lo sacro como de lo profano que se reproducen en las acciones de protección y vulneración que tienen por sujeto/objeto a los niños y niñas más
vulnerables (Granada-Echeverry & Alvarado, 2010, p. 314).
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El camino de la resiliencia: del sujeto individual al sujeto político
Por ello hablamos de la necesidad de construir resiliencia (familiar, organi-
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en esas márgenes y en las líneas de fuga que permiten a los sujetos y las
comunidades ser actores de su propia construcción histórica.
Desde una mirada social, Joseba Azkarraga (2014) se refiere a la resiliencia en su aspecto local y comunitario, la pone en tensión frente a la
crisis sistémica del planeta, y reconoce que es necesario hacerle preguntas
a un mundo excesivamente consumidor que produce más residuos de los
que puede absorber. Estamos —según Joseba Azkarraga (2014)— en una
fase de translimitación, donde se han superado los límites impuestos por
la naturaleza. Desde su perspectiva, la resiliencia se puede ubicar en la
búsqueda de un cambio medioambiental global, como iniciativas regeneradoras de territorios más resilientes.
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Lo novedoso de su acercamiento fue concebir los casos ejemplarizantes no como sujetos considerados “resilientes” desde la teoría clásica de la
resiliencia, sino como ella lo afirma: “sujetos que están resiliando, es decir,
“están-siendo” en la adversidad” (Granada-Echeverry & Alvarado, 2010,
p. 315). De esta forma, se buscó abrir la discusión al pensar la resiliencia
no como una condición o una característica esperada de un sujeto frente
a situaciones de adversidad, para entenderla mejor, sino como un proceso
fenomenológico existencial mediante el cual el sujeto se constituye.
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El término resiliencia emerge en esta investigación para dar cuenta, específicamente, del conjunto de estrategias vinculantes que llevan a cabo los
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niños, niñas y jóvenes en situación de calle para reparar el vínculo enfermo,
enfrentar y resistir la adversidad y desarrollarse humanamente, logrando su
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inclusión progresiva a los bienes y servicios sociales, así como el ejercicio de
su ciudadanía dentro de un proyecto de vida que incluye no solo su propia
reivindicación sino la de otros en situaciones de vida semejantes a las suyas. Mediante el vínculo, el sujeto encuentra en el otro el reconocimiento
y las oportunidades para lograr una parcela de dominio de sí mismo, de
posesión de sí mismo, de placer de sí mismo, a partir del cual es posible
la interacción con el otro, con el cuidado del otro y del mundo (GranadaEcheverry & Alvarado, 2010, p. 322).
El trabajo de Granada y Alvarado (2010) se inscribe en un amplio
espectro de ejercicios reflexivos, que tienen una marcada sensibilidad por
comprender las transiciones que viven los sujetos y las comunidades al
afrontar adversidades que surgen en contextos de violencia y exclusión.
Estos trabajos expresan lo que se podría llamar la dimensión política de la
resiliencia. Mencionemos algunos más significativos: Resiliencia y violencia
política en niños (Silva, 1999a); Resiliencia y violencia política: la esperanza realista en el siglo XXI (Silva, 1999b); Factores psicosociales asociados
con la resiliencia en niños colombianos víctimas de violencia intrafamiliar
(Amar-Amar, Kotliarenco & Abello-Llanos, 2003); Evaluación de factores
de resiliencia en niños argentinos en condición de vulnerabilidad familiar
(Morelato, 2014); Factores de resiliencia asociados al rendimiento académico en estudiantes de contextos de alta vulnerabilidad social (Villalta-Páucar,
2010); Factores que influyen en el pronóstico de recuperación de las familias en riesgo psicosocial: el papel de la resiliencia del menor (RodrigoLópez, Camacho-Rosales, Máiquez-Chávez, Byrne & Benito-Cruz, 2009);
Estudio de factores resilientes en familiares de personas con discapacidad
(Ponce-Espino & Torrecillas-Martín, 2014); Madres y padres en contextos
de riesgo psicosocial (Martín, Cabrera, León & Rodrigo-López, 2013); Construcción de escala de factores personales de resiliencia en mujeres víctimas de desplazamiento forzado (Amar-Amar, Utria-Utria, Abello-Llanos,
Martínez-González & Crespo-Romero, 2014); Resiliencia cultural comunitaria como quehacer político femenino de las mujeres williche del
Chaurakawin, Región de los Lagos, Chile (Duquesnoy, 2014); Un modelo
teórico de la resiliencia familiar en contextos de desplazamiento forzado
(Domínguez de la Ossa, 2014); Transversalidad y resiliencia en los relatos de
desplazados del Oriente de la Zona Metropolitana de la Ciudad de México
(Domínguez-Echeverría & Espinosa-García, 2017).
Los ejercicios reflexivos tomados como ejemplo muestran la pertinencia de la resiliencia para la promoción de una salud integral y la recuperación del tejido humano y social; abren la pregunta por las posibilidades
de una existencia digna del sujeto en contextos de marginalidad, violencias y poderes de dominación. Es necesario que la resiliencia se plantee
Las diversas definiciones sobre resiliencia muestran la proliferación de acercamientos a la categoría,
como su complejidad conceptual al entenderla como
capacidad, proceso, rasgo, adaptación positiva, habilidad, potencialidad, paradigma, cualidad y estrategia
de afrontamiento de la adversidad. Llama la atención
la primacía de la comprensión psicológica y el acentuado carácter de la respuesta más individual de los
sujetos frente a la adversidad. Este enfoque, si bien
reconoce los procesos de interacción y los vínculos de
apoyo, concentra la eficacia del proceso resiliente, en
las posibilidades del sujeto y su adaptabilidad en medio de situaciones de adversidad.
La perspectiva de la resiliencia comunitaria permite reconocer el valor de las redes humanas, la cultura y las comunidades locales, en el fortalecimiento
y el florecimiento de una vida digna. En su puesta en
escena, no solo favorece la mitigación del impacto de
las condiciones sociales y ambientales adversas, sino
que abre la posibilidad para el posicionamiento del
concepto de resiliencia política, al ser puente entre
las acciones de los sujetos por el reconocimiento y las
acciones colectivas que jalonan prácticas humanas de
agenciamiento y liberación.
Se hace necesario pasar del sujeto individual al
sujeto histórico, un sujeto social, cultural y político,
que permita plantearse la pregunta por la relación entre resiliencia y política. Un estudio de la resiliencia,
desde la dimensión más comunitaria y social, ayudaría
a deslocalizar al sujeto individual, para poder entender
la resiliencia como un proceso humano histórico que
acontece en sujetos plurales, con autonomía, conciencia histórica, capacidad ética y estética para imaginar,
desde otros y con otros, un mundo donde sea posible
reinventarnos para la vida.
Sobre los autores
Luis Fernando Granados-Ospina es filósofo de la
Pontificia Universidad Javeriana. Licenciado en teología,
Pontificia Universidad Javeriana. Licenciado en pedagogía,
Pontificia Universidad de Comillas (España). Magíster en educación, Pontificia Universidad Javeriana. Candidato a doctor
en ciencias sociales, niñez y juventud del Centro de Estudios
Avanzados en Niñez y Juventud (alianza CINDE-Universidad
de Manizales).
Jaime Carmona-Parra es posdoctorado, Universidad de
Manizales, CINDE, Universidad Católica de São Paulo, CLACSO. Doctor en psicología social, Universidad Complutense de
Madrid. Magíster en ciencias sociales, Universidad de Antioquia. Psicólogo, Universidad Autónoma Monterrey de Costa
Rica. Profesor del doctorado en ciencias sociales, niñez y juventud, Universidad de Manizales, Centro de Estudios Avanzados en Niñez y Juventud, CINDE. Director de la Escuela de
Psicología, Universidad de Manizales.
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magis
Conclusiones
Sara Victoria Alvarado-Salgado es psicóloga, Pontificia Universidad Javeriana. Magíster en ciencias del comportamiento y doctora en educación, Nova University-CINDE.
Posdoctora en Ciencias Sociales, Niñez y Juventud, Universidad Católica de São Paulo, Universidad de Manizales, Centro
de Estudios Avanzados en Niñez y Juventud, Consejo Latinoamericano de Ciencias Sociales, CINDE-CLACSO. Directora del Centro de Estudios Avanzados en Niñez y Juventud,
Universidad de Manizales-CINDE y directora del doctorado
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Integrante del comité académico del programa posdoctoral de investigación en ciencias sociales, niñez y juventud,
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PÁGINA
El camino de la resiliencia: del sujeto individual al sujeto político
su responsabilidad ética y política, que implica ir más
allá del afrontamiento o la resistencia frente a la adversidad, hacia un compromiso con las transformaciones
históricas necesarias para una auténtica humanización
de la sociedad. Esta convicción deja instalada la pregunta por la dimensión política de la resiliencia y su
significación en el ámbito de la acción política.
65
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PÁGINA
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1. Introduction Cosmic inflation [1–3] is a theory of the early universe which
predicts cosmic acceleration and generation of seeds of the large
scale structure of the present universe. It solves problems of classi-
cal cosmology and it is consistent with current experimental data
[4]. The first theory of inflation was the Starobinsky model [5,6],
which is an f (R) theory [7] with R + R2/6M2 Lagrangian density. In such a model the acceleration of space–time is generated by
the gravitational interaction itself, without a need to introduce any
new particles or fields. The embedding of Starobinsky inflation in
no-scale SUGRA has been discussed in Ref. [8]. Recently the whole
class of generalisations of the Starobinsky inflation have been dis-
cussed in the literature [9–15], also in the context of the higher
order terms in Starobinsky Jordan frame potential [16–18]. φ ≃
N
0
r
8dN , φ ≃
N
0
r
8dN ,
(1) (1) which for nearly scale-invariant power spectrum gives φ < Mp
for r < 0.002. Small φ seems to be preferable from the point of
view of the naturalness principle, since Mp is the cut-off scale of
the theory. The value of r determines the scale of inflation, since
V /r (where V is the potential of the inflaton) at the scale of infla-
tion is set by the normalisation of CMB anisotropies. Therefore in
order to obtain small r one needs a low-scale inflation, which may
be provided by a potential with a saddle point. The typical scale of inflation is set around the GUT scale, which
is of the order of (1016 GeV)4. Such a high scale of inflation seems
to be a disadvantage of inflationary models. First of all inflation-
ary physics is very far away from scales which can be measured in
accelerators and other high-energy experiments. The other issue
is, that high scale of inflation enables the production of super-
heavy particles during the reheating [19]. Those particles could be
in principle heavier than the inflaton itself, so particles like mag-
netic monopoles, which abundant existence is inconsistent with A separate issue related with f (R) inflation is related with loop
corrections to the f (R) function. In order to obtain quasi de Sitter
evolution of space–time one needs a range of energies for which
the R2M−2 term dominates the Lagrangian density. a r t i c l e
i n f o Article history:
Received 2 September 2015
Received in revised form 28 September
2015
Accepted 30 September 2015
Available online 3 October 2015
Editor: M. Cvetiˇc We analyse several saddle point inflationary scenarios based on power-law f (R) models. We investigate
inflation resulting from f (R) = R + αnM2(1−n)Rn + αn+1M−2nRn+1 and f (R) = l
n αnM2(1−n)Rn as well
as l →∞limit of the latter. In all cases we have found relation between αn coefficients and checked
consistency with the PLANCK data as well as constraints coming from the stability of the models in
question. Each of the models provides solutions which are both stable and consistent with PLANCK data,
however only in parts of the parameter space where inflation starts on the plateau of the potential, some
distance from the saddle. And thus all the correct solutions bear some resemblance to the Starobinsky
model. © 2015 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY license
(http://creativecommons.org/licenses/by/4.0/). Funded by SCOAP3. observations, could be produced after inflation. Another argument,
which supports low-scale inflation is the Lyth bound [20], which
is the relation between variation of the inflaton during inflation in
Planck units (denoted as φ) and tensor-to-scalar ratio r, namely Michał Artymowski b,∗, Zygmunt Lalak a, Marek Lewicki a,c a Institute of Theoretical Physics, Faculty of Physics, University of Warsaw, ul. Pasteura 5, 02-093 Warsaw, Poland
b Institute of Physics, Jagiellonian University, Łojasiewicza 11, 30-348 Kraków, Poland
c Michigan Center for Theoretical Physics, University of Michigan, Ann Arbor MI 48109, USA a Institute of Theoretical Physics, Faculty of Physics, University of Warsaw, ul. Pasteura 5, 02-093 Warsaw
b Institute of Physics, Jagiellonian University, Łojasiewicza 11, 30-348 Kraków, Poland c Michigan Center for Theoretical Physics, University of Michigan, Ann Arbor MI 48109, USA Physics Letters B 750 (2015) 595–600 Physics Letters B 750 (2015) 595–600 * Corresponding author.
E-mail address: michal.artymowski@uj.edu.pl (M. Artymowski). * Corresponding author.
E-mail address: michal.artymowski@uj.edu.pl (M. Artymowski).
all higher order terms. From this perspective it would be better to
generate inflation in f (R) theory without the Starobinsky plateau,
which in principle could be obtained in the saddle point inflation.
http://dx.doi.org/10.1016/j.physletb.2015.09.076
0370-2693/© 2015 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). Funded by
SCOAP3. .076
by Elsevier B.V. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). Funded by 2 Some higher order corrections to Starobinsky inflation discussed here have al-
ready been analysed in Refs. [24–26], however not in the context of the saddle-point
inflation. In addition, in our analysis we take into account at least 2 higher order
terms, which is not the case in papers cited above. 1 Differences between Einstein and Jordan frame in loop quantum cosmology are
described in Ref. [23]. 2. Introduction to f (R) theory, inflation and primordial
inhomogeneities The EF potential around the saddle point (up to the maximal
allowed value of φ) for f (R) = R + α2R2/M2 + R3/M4 + α4R4/M6
has been shown in Fig. 1. We have rescaled M to obtain α3 = 1. The R2 term in not necessary to obtain a saddle point, but we
include it to combine the inflation on the Starobinsky plateau with
the saddle point inflation. From Eq. (6) one finds the value of α4,
normalisation of inhomogeneities gives M as a function of α2. The EF potential around the saddle point (up to the maximal
allowed value of φ) for f (R) = R + α2R2/M2 + R3/M4 + α4R4/M6
has been shown in Fig. 1. We have rescaled M to obtain α3 = 1. The R2 term in not necessary to obtain a saddle point, but we
include it to combine the inflation on the Starobinsky plateau with
the saddle point inflation. From Eq. (6) one finds the value of α4,
normalisation of inhomogeneities gives M as a function of α2. 2. Introduction to f (R) theory, inflation and primordial
inhomogeneities where F = f ′ and prime denotes the derivative with respect to the
Ricci scalar. Let us assume the following form of f (R) The f (R) theory is one of the simplest generalisations of
general relativity (GR). It is based on Lagrangian density S =
1
2
d4√−g f (R) and it can be expressed using the so-called aux-
iliary field ϕ defined by ϕ = F(R) := df
dR . In such a case the Jor-
dan frame (JF) action is equal to S =
√−g(ϕR/2 −U(ϕ), where
U = (R F −f )/2 is the JF potential. For F = 1 one recovers GR,
so the GR vacuum of the JF potential is positioned at ϕ = 1. The
same model can be expressed in the Einstein frame (EF), with the
metric tensor defined by ˜gμν = ϕgμν. This is purely classical trans-
formation of coordinates and results obtained in one frame are
perfectly consistent with the ones from another frame.1 The EF
action is equal to S =
−˜g( ˜R/2 + (∂μφ)2/2 −V (φ)), where ˜R,
φ := √
3/2 log F and V := (R F −f )/(2F 2) are the EF Ricci scalar,
field and potential respectively. The EF potential should have a
minimum at the GR vacuum, which is positioned at φ = 0. f (R) = R + α2
R2
M2 + αn
Rn
M2(n−1) + αn+1
Rn+1
M2n ,
(5) (5) where n > 2 is a given number. In such a case the saddle point
appears for R = Rs = M2
(n −2)αn
n
−1
n−1
,
αn+1 = −
(n −2)αn
n
n
n−1
. (6) (6) Equations above are α2 independent, because any R2 can satisfy
Eq. (4). In order to keep Rs and αn+1 real we need to assume
that αn > 0 and αn+1 < 0. Then for sufficiently big R one finds
F < 0 and the gravity becomes repulsive. This instability becomes
an issue for R ≃M2 αnn
n+1 (αn(n −2)/n)
−n
n−1 , which is typically of the
same order of magnitude as Rs. By redefining M we can always
set one of αn to be any given constant. For negative αn one can
satisfy Eq. (4) for n < 2. 1. Introduction This would re-
quire all higher order corrections (such as R3, R4, etc.) [21] to be
suppressed by a mass scale much bigger than M. One naturally
expects all higher order correction to GR to appear at the same
energy scale if one wants to avoid the fine-tuning of coefficients of
all higher order terms. From this perspective it would be better to
generate inflation in f (R) theory without the Starobinsky plateau,
which in principle could be obtained in the saddle point inflation. M. Artymowski et al. / Physics Letters B 750 (2015) 595–600 596 The similar case of the inflection point inflation from f (R) theory
has been partially analysed in Ref. [22]. is a mass scale, which suppresses deviations from GR.2 There-
fore, in order to obtain sufficiently long Starobinsky plateau one
needs a broad range of energy scales on which R2 dominates over
all higher order corrections. This requires a fine-tuning of infinite
number of αn coefficients. To avoid that we will consider an in-
flationary scenario in which different higher-order corrections can
become relevant at the same energy scale, namely the saddle-point
inflation from a power-law f (R) theory. For general form of f (R)
one obtains a saddle point of the EF potential for Vφ = Vφφ = 0,
which corresponds to In what follows we use the convention 8πG = M−2
p
= 1, where
Mp ∼2 × 1018 GeV is the reduced Planck mass. The outline of the paper is as follows. In Section 2 we give short
introduction to f (R) and its description as a Brans–Dicke theory. In Section 3 we discuss three saddle point f (R) scenarios, namely:
i) two higher order terms Rn and Rn+1, ii) at least 4 higher or-
der terms with powers bigger than 2, iii) infinite number of higher
order terms with finite sum at every energy scale. Finally we sum-
marise in Section 4 R F = 1
2 f ,
R F ′ = F ,
(4) (4) 2. Introduction to f (R) theory, inflation and primordial
inhomogeneities Nevertheless the saddle point would lie
in the repulsive gravity regime, where F < 0. Thus in the follow-
ing analysis n < 2 is excluded. Note that for non-zero value of α2
the value of M grows with α2. This comes from the fact that for
α2 ≫αn one obtains inflationary plateau followed by the saddle
point, due to growing value of Rs with respect to α2. The α2 de-
pendence of M is shown in Fig. 1. Big α2 term means that the last
60 e-folds of inflation happen on the Starobinsky plateau, so one
does not obtain significant deviations from the R2 model. In the EF the gravity obtains its canonical form and this is why
the EF is usually used for the analysis of inflation and generation
of primordial inhomogeneities. The cosmic inflation proceeds when
both slow-roll parameters ϵ and η are much smaller than unity. These parameters are, as usual given by ϵ = 1
2
Vφ
V
2
,
η = Vφφ
V
,
(2) (2) where Vφ and Vφφ are the first and the second derivative of the EF
potential with respect to φ. During inflation ϵ and η can be inter-
preted as deviation from the de Sitter solution for FRW universe. During each Hubble time the EF scalar field produces inhomoge-
neous modes with an amplitude of the order of the Hubble pa-
rameter. From them and from the scalar metric perturbations one
constructs gauge invariant curvature perturbations, which are di-
rectly related to cosmic microwave background anisotropies. Their
power spectrum PR, their spectral index ns and their tensor to
scalar ratio are as follows The model descried in Eq. (5) can be generalised into f (R) =
R + α2R2M−2 + αnRnM2(1−n) + αmRmM2(1−m). Then, for αn = 1
one finds Rs = M2
(n −2)(m −n)
m −1
−
1
n−1
, Rs = M2
(n −2)(m −n)
m −1
−
1
n−1
,
αm = −(n −1)(n −2)
(m −1)(m −2)
(n −2)(m −n)
m −1
n−m
n−1
(7) PR ≃
V
24π 2ϵ ,
ns ≃1 −6ϵ + 2η ,
r ≃16ϵ. (3) (3) (7) In the low scale inflation one obtains ϵ ≪|η|, which for η < 0
gives 1 −ns ≃2|η|. In the low scale inflation one obtains ϵ ≪|η|, which for η < 0
gives 1 −ns ≃2|η|. 3.1. Saddle point with vanishing two derivatives As mentioned in the introduction, the loop corrections to the
Starobinsky model are of the form ∞
n=2 αnRnM2(1−n), where M M. Artymowski et al. / Physics Letters B 750 (2015) 595–600 597 Fig. 1. Left panel: the Einstein frame potential for the (5) model around the saddle point for n = 3, α3 = 1 and different values of α2. The α4 coefficient is set from Eq. (6) for
n = 3. The maximal allowed value of φ is very close to the saddle point. Right panel: the scale of new physics M as a function of α2. Dotted green line represent Starobinsky
limit. (For interpretation of the references to colour in this figure legend, the reader is referred to the web version of this article.) Fig. 1. Left panel: the Einstein frame potential for the (5) model around the saddle point for n = 3, α3 = 1 and different values of α2. The α4 coefficient is set from Eq. (6) for
n = 3. The maximal allowed value of φ is very close to the saddle point. Right panel: the scale of new physics M as a function of α2. Dotted green line represent Starobinsky
limit. (For interpretation of the references to colour in this figure legend, the reader is referred to the web version of this article.) Fig. 2. Tensor to scalar ratio r and spectral index ns as a function of α2 for the (5) model with n = 3. One can fit the PLANCK data for α2 ≳100, which means that the saddle
point is preceded by the inflationary plateau. Fig. 2. Tensor to scalar ratio r and spectral index ns as a function of α2 for the (5) model with n = 3. One can fit the PLANCK data for α2 ≳100, which means that the saddle
point is preceded by the inflationary plateau. x ns as a function of α2 for the (5) model with n = 3. One can fit the PLANCK data for α2 ≳100, which means that the saddle r ratio r and spectral index ns as a function of α2 for the (5) model with n = 3. One can fit the PLANCK data for α2 ≳100, which m
the inflationary plateau. Fig. 3. Both panels present ns(n) for the model from Eq. (5) for N⋆= 50 and α2 = 0. 3.1. Saddle point with vanishing two derivatives (For interpretation of the references to colour in this figure legend, the reader is ref Fig. 6. Numerical results for the model (12) for N⋆= 60 The ns fits the PLANCK data for 0 < α < 1.4 and for α2 ≳34, when the α2 term dominates the inflationary evolution. Fig. 6. Numerical results for the model (12) for N⋆= 60 The ns fits the PLANCK data for 0 < α < 1.4 and for α2 ≳34, when the α2 term dominates the inflationary evolution. Fig. 6. Numerical results for the model (12) for N⋆= 60 The ns fits the PLANCK data for 0 < α < 1.4 and for α2 ≳34, when the α2 term dominates the inflationary evolution. Fig. 6. Numerical results for the model (12) for N⋆= 60 The ns fits the PLANCK data for 0 < α < 1.4 and for α2 ≳34, when the α2 2) for N⋆= 60 The ns fits the PLANCK data for 0 < α < 1.4 and for α2 ≳34, when the α2 term dominates the inflationary evolution. R = Rs = √p M2 ,
where
p =
(l −1)
l
2 −1
. (9)
The αn coefficients satisfy
+ R
lM2√pR + 2M4p2
M4p R = Rs = √p M2 ,
where
p =
(l −1)
l
2 −1
. (9)
The αn coefficients satisfy
2(l
3)! 3
+ R
lM2√pR + 2M4p2
1 −
R
M2√p
l
−1
−(l −1)R2
M4p −M2√pR
. (11) + R
lM2√pR + 2M4p2
1 −
R
M2√p
l
−1
−(l −1)R2
M4p −M2√pR
. The αn coefficients satisfy The αn coefficients satisfy (11) αn = (−1)n−1
2(l −3)! (l −n)!(n −1)! p
3−n
2
for
n = {3,...,l}. (10) αn = (−1)n−1
2(l −3)! (l −n)!(n −1)! p
3−n
2
for
n = {3,...,l}. (10)
3.3. The l →∞limit αn = (−1)n−1
2(l −3)! (l −n)!(n −1)! p
3−n
2
for
n = {3,...,l}. (10)
3.3. The l →∞limit (10) Note that Eqs. (9) and (10) are completely independent of α2. Since αl < 0 one obtains F < 0 for sufficiently big R. Alike the
model from Eq. (5) the biggest allowed value of R is slightly big-
ger than Rs. Using Eq. 3.1. Saddle point with vanishing two derivatives / Physics Letters B 750 (2015) 595–600 598 598
M. Artymowski et al. / Physics Letters B 750 (2015) 595–600
Fig. 4. Left panel: Numerical results for the model (11) for N⋆= 50 and N⋆= 60 (red and blue dots respectively). Right panel: EF potential for the model (11) for l = 6, l = 8,
l = 10, l = 12 and l = 14 (orange, green, red, brown and blue lines respectively). The saddle point lies close to the right edge of the potential, beyond which one obtains a
second branch of V , which leads to repulsive gravity. (For interpretation of the references to colour in this figure legend, the reader is referred to the web version of this
article.) Fig. 4. Left panel: Numerical results for the model (11) for N⋆= 50 and N⋆= 60 (red and blue dots respectively). Right panel: EF potential for the model (11) for l = 6, l = 8,
l = 10, l = 12 and l = 14 (orange, green, red, brown and blue lines respectively). The saddle point lies close to the right edge of the potential, beyond which one obtains a
second branch of V , which leads to repulsive gravity. (For interpretation of the references to colour in this figure legend, the reader is referred to the web version of this
article ) Fig. 5. Numerical results for the model (11) for N⋆= 50 and N⋆= 60 (red and blue dots respectively). All values of r obtained in this analysis are consistent with PLANCK,
but ns fits the PLANCK data only for N⋆≃60. (For interpretation of the references to colour in this figure legend, the reader is referred to the web version of this article.) Fig. 5. Numerical results for the model (11) for N⋆= 50 and N⋆= 60 (red and blue dots respectively). All values of r obtained in this analysis are consistent with PLANCK,
but ns fits the PLANCK data only for N⋆≃60. (For interpretation of the references to colour in this figure legend, the reader is referred to the web version of this article.) Fig. 5. Numerical results for the model (11) for N⋆= 50 and N⋆= 60 (red and blue dots respectively). All values of r obtained in
but ns fits the PLANCK data only for N⋆≃60. 3.1. Saddle point with vanishing two derivatives If n is a natural number one cannot fit the Planck data due to too small ns. In all of
those cases a significant contribution of the R2 term is needed in order to obtain ns ≳0.958. On the other hand for n −2 ≲10−2 one obtain ns ≃0.96. The case of n ≳2
seems to be especially interesting since it allows to reconstruct Starobinsky results it the presence of higher order terms. Fig. 3. Both panels present ns(n) for the model from Eq. (5) for N⋆= 50 and α2 = 0. If n is a natural number one cannot fit the Planck data due to too small ns. In all of
those cases a significant contribution of the R2 term is needed in order to obtain ns ≳0.958. On the other hand for n −2 ≲10−2 one obtain ns ≃0.96. The case of n ≳2
seems to be especially interesting since it allows to reconstruct Starobinsky results it the presence of higher order terms. 3.2. Saddle point with vanishing k derivatives more terms to f (R) function (see also Figs. 2–5). Thus let us now
consider 3.2. Saddle point with vanishing k derivatives more terms to f (R) function (see also Figs. 2–5). Thus let us now
consider f (R) = R + α2
R2
M2 +
l
n=3
αn
Rn
M2(n−1) ,
(8) In general one can define the saddle point with first k deriva-
tives vanishing, which was analysed in Ref. [27]. In that case
1 −ns ≃
2k
N⋆(k−1) when freeze-out of primordial inhomogeneities
happens close to the saddle point. Thus, for sufficiently big k one
can fit the Planck data. In our case all dk V
dφk = 0 at the saddle point
are equivalent to dk f
dRk = 0 for k > 2. The f (R) model from Eq. (5)
cannot satisfy these equations, so in order to obtain a saddle point
with vanishing higher order derivatives one needs to introduce (8) (8) where l > 4 is an even natural number. Again, without any loss of
generality one can choose α3 to be any positive constant, so for
simplicity we set α3 = 1. Then one can satisfy Eq. (4) and f (n) = 0
(for n = {3, 4, ..., l −2} and any value of α2) and the saddle point
appears at M. Artymowski et al. 3.1. Saddle point with vanishing two derivatives In Subsection 3.2 we investigated The Einstein frame potential
with zero value of the first l −2 derivatives at the saddle point,
where l ≥6 is an even natural number. To obtain such a saddle
point we considered f (R) = R + α2R2 + l
n=3 αnM2(1−n)Rn. We
found analytical formulae for Rs and for all αn coefficients, as well
as the explicit value of f (R) after summation. Unfortunately the
result is slightly disappointing, because the saddle point moves
away from the scale of freeze-out of primordial inhomogeneities
with growing l. Thus bringing us closer to the Starobinsky case as
l gets bigger. We also obtained numerical results for ns, r and for
the suppression scale M as a function of l. The final result strongly
depends on N⋆, and therefore on the thermal history of the uni-
verse. One can fit the PLANCK data for l ≳20 and N⋆≃60 even
for α2 = 0. Again, for R slightly bigger than Rs one obtains an in-
stability of potential, which for big l is orders of magnitude away
from the freeze-out scale. Fig. 8. The minimal value of α2, which allows to avoid overshooting the meta-stable
GR minimum. f (R) = R
e
−
√
2R
M2o +
√
2 + α2
M2
o
R
. (12) (12) The α2 may be again used to stabilise the GR vacuum at φ = 0. The numerical results for N⋆= 60 are plotted in Figs. 6 and 7. As
expected, for α ≫1 values of M/√α, r and ns obtain the limit of
the Starobinsky theory. As shown in Fig. 7 the potentials have two
branches, which split at some φ = φm, where φm is the minimal
value of φ. The α2 term in necessary in order to stabilise the GR
vacuum. For α2 = 0 one obtains two branches of potential which
grow from φ = 0. Both of them exist only for φ > 0 with no min-
imum. While increasing the value of α2 the splitting of branches
moves towards φ < 0 and the inflationary branch obtains mini-
mum at φ = 0. We investigated the stability of minimum from
the perspective of classical evolution of the Einstein frame field. 3.1. Saddle point with vanishing two derivatives (8) and (10) one obtains Numerical analysis shows that in order to obtain correct nor-
malisation of primordial inhomogeneities one needs M = M(l). Nevertheless for l →∞one obtains M →Mo (where Mo ∼10−5
for α2 = 0), which implies Rs →∞for l →∞. Hence for l ≫1
one cannot obtain inflation close to saddle point. For l →∞one
obtains f (R) = R + α2
M2 R2 M. Artymowski et al. / Physics Letters B 750 (2015) 595–600 599 Fig. 7. Left Panel: The Einstein frame potential as a function of the Ricci scalar. The GR minimum at R = 0 appears to be meta-stable, with a possibility of tunnelling to anti
de Sitter vacuum. Right Panel: The Einstein frame potential V as a function of the Einstein frame field φ for the model (12). Two branches of potential correspond to two
solutions of ϕ = F(R). In order to avoid overshooting the minimum at R = 0 one requires α2 ≳0.7. Fig. 7. Left Panel: The Einstein frame potential as a function of the Ricci scalar. The GR minimum at R = 0 appears to be meta-stable, with a possibility of tunnelling to anti
de Sitter vacuum. Right Panel: The Einstein frame potential V as a function of the Einstein frame field φ for the model (12). Two branches of potential correspond to two
solutions of ϕ = F(R). In order to avoid overshooting the minimum at R = 0 one requires α2 ≳0.7. Fig. 8. The minimal value of α2, which allows to avoid overshooting the meta-stable
GR minimum. two additional terms proportional to Rn and Rn+1. We found an-
alytical relation between their coefficients and Rs, which is the
value of the Ricci scalar at the saddle point. The potential becomes
unstable for R slightly bigger than Rs – the second branch of the
auxiliary field equation ϕ = F(R) becomes physical, which leads to
the second branch of potential and as a consequence to repulsive
gravity. Significant contribution of the R2 term extend the plateau
before the saddle point and pushes away the instability from the
inflationary region. For n ≥3 it is impossible to obtain correct ns,
however for n slightly bigger than 2 one can fit the PLANCK data. Acknowledgements This work was partially supported by the Foundation for Pol-
ish Science International PhD Projects Programme co-financed by
the EU European Regional Development Fund and by National
Science Centre under research grants DEC-2012/04/A/ST2/00099
and DEC-2014/13/N/ST2/02712. ML was supported by the Pol-
ish National Science Centre under doctoral scholarship number
2015/16/T/ST2/00527. MA was supported by National Science Cen-
tre grant FUGA UMO-2014/12/S/ST2/00243. 3.1. Saddle point with vanishing two derivatives Namely, we considered the slow-roll initial conditions at φ = φ⋆
for different values of α2 and checked whether the minimum is
deep enough to stop the field before it would reach φm. We post-
pone the issue of quantum tunnelling to the anti-de Sitter vacuum
for future work. In Subsection 3.3 we considered the limit l →∞, which re-
sulted in f (R) = R(e−
√
2R/M2
o +(
√
2+α2)R/M2
o), which is basically
Starobinsky model plus an exponentially suppressed correction. In such a case the saddle point (and therefore the instability for
R > Rs) moves to infinity and inflation happens far away from the
saddle point. The α2 term is necessary to create the meta-stable
minimum of the Einstein frame potential (Fig. 8). One can fit the
PLANCK data for 0.7 ≲α2 ≲1.4 and α2 ≳34. 4. Conclusions In this paper we considered several f (R) theories with sad-
dle point in the Einstein frame potential. All models consist of GR
term R, Starobinsky term α2R2 and higher order terms which are
the source of the saddle point. In Subsection 3.1 we investigated M. Artymowski et al. / Physics Letters B 750 (2015) 595–600 600 References [15] H. Motohashi, arXiv:1411.2972 [astro-ph.CO]. [16] B.J. Broy, D. Roest, A. Westphal, arXiv:1408.5904 [hep-th]. [1] D.H. Lyth, A. Riotto, Phys. Rep. 314 (1999) 1, arXiv:hep-ph/9807278. [17] K. Kamada, J. Yokoyama, Phys. Rev. D 90 (10) (2014) 103520, arXiv:1405.6732
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th]. [12] M. Artymowski, Z. Lalak, J. Cosmol. Astropart. Phys. 09 (2014) 036,
arXiv:1405.7818 [hep-th]. [25] S. Kaneda, S.V. Ketov, N. Watanabe, Class. Quantum Gravity 27 (2010) 145016,
arXiv:1002.3659 [hep-th]. [13] M. Artymowski, Z. Lalak, M. Lewicki, arXiv:1412.8075 [hep-th]. [26] T. Saidov, A. Zhuk, Phys. Rev. D 81 (2010) 124002, arXiv:1002.4138 [hep-
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https://openalex.org/W2067325342
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English
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ORGANIZATION OF CONGRESS‘ IN SECONDARY VOCATIONAL MATHEMATICS
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School science and mathematics
| 1,913
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public-domain
| 6,403
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VOCATIONAL MATHEMATICS VOCATIONAL MATHEMATICS 779 ORGANIZATION OF
CONGRESS’ IN SECONDARY
VOCA-
TIONAL MATHEMATICS. BY W. T. STRATTON^
Kansas State Agricultural College, Manhattan, Kansas. During recent years there has been
a demand
that public
education serve all the people in accordance with their several
needs. Vocational schools are being established or courses ar-
ranged in the already existing high schools to meet this demand. In such schools ’and courses the ’English, history, mathematics,
and the sciences are taught with the view of furnishing the stu-
dents the things they will need in their chosen vocations. Voca-
tional mathematics, then,
is that mathematics which will be of
most help to the student in his every-day life in the store, fac-
tory, on the farm, as a carpenter or in whatever line of work he
may take up. It is my purpose in this paper to organize the
material for courses in secondary vocational mathematics that
will meet the demands of boys and girls who’ for various reasons
are not looking forward to a college education. The discussion
of this subject naturally falls into three divisions. I. The general conditions which make special courses in sec-
ondary mathematics desirable. I. The general conditions which make special courses in sec-
ondary mathematics desirable. II. The kind and extent of mathematics for mechanic arts
students. III. The kind and extent of mathematics
for agricultural
students. I.
GENERAL CONDITIONS WHICH MAKE SPECIAL COURSES
DESIRABLE. Until recent years only two objects were kept in view in deter-
mining what should make up the course in secondary mathematics
preparation for college, and the general value of the subjects
themselves. Later came in the consideration of preparing for
business, or commercial
life, which led to the introduction of
bookkeeping and commercial arithmetic. Today the course of
study must take into account the objects for which the boys and
girls are being educated, their capabilities, and the opportunities
open to young men and women demanding general and special
educational qualifications. How to meet these requirements by
giving the students just the kind of mathematics they need is a
question of vital importance today. The American people have always stood for equality of op-
portunity in every phase of life; and, as a result, a single type of SCHOOL SCIENCE AND MATHEMATICS 780 school has developed without reference to local conditions or per-
sonal preference. Since mathematics is an exact science it has
been one of the last to yield to the popular demand for a change. Time and experience have, however, brought clearly to view the
fact that equality of educational opportunity can be provided
only as different needs of the community
and
of
particular
groups of children are taken into consideration. The great num-
ber of boys and girls do not enter professional work but go either
from the high school or from the grades to the farm, store, or
shop. In view of this fact their mathematics should be of such
a nature as to prepare them best for the work they are likely to do. y
y
There is a demand today for finishing schools. A great many
colleges and cities have already established schools with courses
from two to four years in length in which the students may
choose such work as appeals to them and will do them the most
good after they get out. These schools are demanded by two
different classes of students:
(1.)
The boys and girls of the
towns and
cities whose parents can not afford
to send them
through high school and then to college to get training in some
industrial line. To this class also belong those who for various
reasons" have left school on finishing the eighth grade and have
gone into shops, or stores, or have taken up some trade. I.
GENERAL CONDITIONS WHICH MAKE SPECIAL COURSES
DESIRABLE. After
a year or two they see the need of more training but can not
spend the time necessary to complete a college course but will
gladly take two or three years provided they can get a course
that furnishes them proficiency in their chosen vocation. (2.)
In the rural communities in almost every state in the Union
there are a great many boys and girls who finish the country
schools and would like to go to high school but the literary and
classical education does not appeal to them in such a way as to
lead them to believe that they will have greater earning capacity
after spending two to four years there. They were raised on
the farm and want to stay there; hence the, township or county
high school should offer courses making for intelligence and prac-
tical insight and give opportunity for them to gain such control
of materials, tools, and scientific facts that their earning capacity
is increased and they are better trained for citizenship. These’
schools should provide agricultural training
for the boys and
courses in home economics for the girls. I In such schools a new style of mathematics is demanded. The
principles of mathematics are the same today as fifty years ago
but that does not necessarily mean that the subject should be VOCATIONAL MATHEM ATICS 781 treated the same today as then. Students may be taught to add,
subtract, multiply, and divide by using numbers in arithmetic or
letters in algebra without reference to what they represent. To
treat mathematics in this way would be to regard it as a science
and would lead largely to a series of mental gymnastics, and the
student would get very little insight into the subject. Mathe-
matics should be treated as a science, to be sure, but as a science
applied to practical living. From this point of view mathematics
is changing from year to year. The graph in algebra was almost
unheard of until recent years. Scientific investigators have de-
manded a compact, accurate way to’ submit their data to those
interested, hence came the use of the graph. It was found
to be such a convenient way of presenting results of investigations
that today it is used in almost every report sent out to the public. I.
GENERAL CONDITIONS WHICH MAKE SPECIAL COURSES
DESIRABLE. Let an important change occur in the mode of transacting busi-
ness and the arithmetics will be changed accordingly. The old
texts emphasized troy weight, apothecaries’ weight, circulating
decimals,
alligationmedial
and
alternatearithmetical
and
geometrical progression, all of which are antiquated or of ques-
tionable value to the ordinary citizen. We are beginning to find
in the new text-books such subjects as saving and loaning money,
investments, banking, commission, and problems
covering
the
practical phases of poultry husbandry, dairying, carpentry, farm
mechanics, and every other subject that touches any considerable
number of people in any community. The arithmetics used in a
strictly agricultural district or by agricultural students
in any
secondary school should contain
different material from texts
used by students in the heart of a great city, or in a purely
mining district, or a community where everybody is interested in
a particular industry. Again, for students in secondary schools not all parts of the
algebra, geometry, and trigonometry have
applications. Stu-
dents should not be required to take such parts, but topics should
be selected which are fundamental in meeting the requirements
of the technical studies or will be of practical value. If the
selection
is wisely made and the material properly arranged,
logical training will not suffer. If we teach so that pupils really
understand what they are doing then we are training their logical
powers and giving them the help in their ethical and philosophi-
cal ways of thinking which are so well developed by a study of
Euclid. They will also have a ready, usable knowledge of the
fundamental problems and processes of the subjects they have
taken. SCHOOL SCIENCE AND MATHEMATICS 782 Mathematics has been too abstract and artificial. Aiming at
training the pure reason it has got out of touch with facts and
for many pupils has degenerated into mere jugglery of symbols
without any thinking. It
is no wonder then that mathematics
fails to interest all but a very few. The theorem of limits usually
stated, "If two variables are constantly equal as they approach
a limit their limits are equal," which is of great interest to the
grown mathematician is for the very best boys very difficult to
grasp and if the complete mastery were necessary before taking
up subjects that depend upon it most students would be barred
.from the work entirely. I.
GENERAL CONDITIONS WHICH MAKE SPECIAL COURSES
DESIRABLE. During nine1 years of experience in
teaching geometry in the Kansas State Agricultural College and
other good schools to students, whose previous preparation
is
not questioned, I have not found a single student who could really
grasp the meaning of limits. Occasionally one will get a pretty
good notion of the meaning by the time he has completed plane
and solid geometry. The teachers do not understand it as they
should; however, it is not the fault of the teachers nor the stu-
dents, the trouble lies in the fact that we are trying to do some-
thing that can not be done. Mathematics which heaps up theorem after theorem without
a thought of. how its results are to be turned to practical ac-
count in the acquisition of knowledge in other fields can not
possibly lead to’ any benefits to the- student. The value of math-
ematical knowledge to students
in these finishing schools
lies
in
its
applications. There
is no
reason why mathematicians
should not devote themselves exclusively to pure mathematics,
if they are so inclined, for without question a great many of
the valuable discoveries in other sciences have been made with
the help of fundamental formulae worked out by pure mathemati-
cians. The trained mathematician has capital but
it is useless
so long as it is not turned to practical account in other sciences. We must learn to lay more stress upon the ability to use a
theorem
intelligently
than
to
give
a
faultless
demonstration. Farmers,
mechanics,
or
engineers,
do
not
care
about
non-
Euclidean geometry nor for computations of plane triangles where
the sum of the angles is less than 180°, nor any such problems. The engineer
especially asks
for the
ability
to
use numbers
rapidly and accurately in his particular field. Common
sense demands
that
the mathematics
of
real
life
be coordinated with that taught
in the schools. In order to
accomplish
this
the teacher with
the
pupils
should
visit
the VOCATIONAL MATHEMATICS 783 various industries of the vicinity. They will be brought face
to face with real problems, not mere statements of problems. Visit stores, elevators,
factories, cement workers where walks
and foundations are being made. Visit a house or barn under
construction and figure out with them the cost, using local prices,
of the building from the excavation to the completion. I.
GENERAL CONDITIONS WHICH MAKE SPECIAL COURSES
DESIRABLE. In a
large school the mathematics department should work with the
shops, drafting room, and the domestic science and domestic
art departments. Teachers of the technical subjects should also
be in constant touch with the mathematics department antici-
pating problems which will arise and reporting immediately any
weakness shown by a pupil in problems and principle. We must come to a saner and more practically useful atti-
tude in all our mathematics or we shall be pushed to the wall. Already there
is a demand that mathematics be not required
in the high schools and this will inevitably come unless the sub-
ject is made to appeal more strongly to the ordinary high-school
student. I believe if we are all absolutely frank we will admit
that geometry as now taught in most schools is of all the sub-
jects the one which we feel of least real use in advanced math-
ematics; and as now taught, geometry is felt by students and
by many teachers to be of least benefit to the student who does
not pursue advanced
studies. A great many mathematicians
and text-book writers have been putting great stress on rigor
in elementary geometry. Surely we should not be held to the
old Euclidean style of geometry on that account. We should
give up the meaningless pretense of teaching rigorous geometry
to boys and girls of fourteen and fifteen years of age. That
there is a demand for a change in our secondary mathematics
is evidenced by its growing unpopularity and from the fact that
it
is not now considered so essential in every course offered. There is a demand then as indicated above for a new style of
mathematics for students who do not go to college. II. MATHEMATICS FOR MECHANIC ARTS STUDENTS. What then should be the nature and extent o’f the mathematics
for one of these finishing schools? The answer to this question
will depend upon the work for which the student is preparing. The courses should be made to suit the needs of the two classes
of students given above. We will first take up the course for
the students of the first division. The student who is preparing for real leadership in the fac- SCHOOL SCIENCE AND MATHEMATICS 784 tory, machine shop, carpentry, contracting, or similar lines of
.work, if he is to become a leader in his work, should have a
rather extensive course in mathematics covering the,subjects of
algebra, geometry and trigonometry. ALGEBRA:
The elementary algebra making up the first yearns
work §hould have
for
its immediate aim the mastery of the
linear and quadratic equation. The equation can scarcely be
over-emphasized in the early study of algebra. Real-life prob-
lems can thus be introduced almost at the beginning of the study
of the subject and long periods of drudgery on the abstract
mathematics avoided. The students ought .to be made to feel
that they are studying a
real,
live, practical subject and the
abstract p’arts introduced for the sake of proficiency will simply
give variety enough to make the study interesting. Where the
interpretations
of
results
of
a practical
nature
are very im-
portant care should be taken not to bring into the work long
and complicated applications of principles. The student
will
not need to be able to’ work out long and complex expressions
but needs a thorough working knowledge of the simple prin-
ciples of algebra. A thorough course up to and including the
quadratic equation and covering only simple
radicals
will be
sufficient for any demands made upon the subject both
in a
practical way and as a foundation for work in geometry and
trigonometry. The parts of
the
subject
that should be
em-
phasized are:
The four fundamental operations, simple paren-
theses, special rules in multiplication and division, factoring of
a simple type leading directly to the solution of the quadratic,
simple fractions, ratio and proportion, simple simultaneous equa-
tions
of
two
unknowns,
graphs,
and
simple
radicals. The
equation, as was indicated above, should be the great point of
emphasis through6ut the
course. The work should be more
intensive and not so extensive. II. MATHEMATICS FOR MECHANIC ARTS STUDENTS. The theoretical considerations of the laws of signs, curious
combinations of brackets,
difficult
factoring, complicated
frac-
tions, simultaneous quadratics, cube root, complex radicals, and
imaginaries should be omitted. The time usually consumed in
these subjects should be used in making the students more pro-
ficient in what they do take, and in attention to problems they
are meeting in their other subjects and will meet in their every-
day
life. Reasonable
skill
in straightforward manipulation
is
certainly expected and demanded but time can be spent to better
advantage in making the student familiar with the few simple VOCATIONAL MATHEMATICS 785 devices at his disposal than by dealing with long tedious ex-
amples in simplifications of fractions, or with "elegant devices"
for solving problems especially constructed for the purpose, p
y
p
p
,
GEOMETRY:
In geometry a good many of the recent text-
books writers have done a great deal toward vitalizing the work
by arranging the material so as to set the student to work right
at the start with ruler and compass. This plan gives the stu-
dent something tangible to work with and if properly handled
can be made of service to the teacher in presenting the prob-
lems
of
superposition
in
triangles. This
construction work
should be accompanied by a great number of numerical exer-
cises in which he will make use of his arithmetic and algebra. Excellent opportunities will also be offered here for the use of
graphs in the solution of triangles. After several days of this
kind of work they should be introduced to demonstrative geom-
etry. In the demonstrative work more emphasis should be placed
upon getting the students to think than upon requiring them to
get the exact form of the demonstration given
in the book. The construction work and the numerical calculations are not
to be dropped as soon as the theorems are taken up but the
three will go right along together.. Demonstrative geometry develops mathematical thinking better
perhaps than any other phase of the work, yet to emphasize
that alone makes of it merely a study of logic, for certainly no
very great number of the theorems have direct application .to
the problems of
life. Geometry has
its
practical
side which
.must be emphasized if it is to hold its place in the. curriculum. II. MATHEMATICS FOR MECHANIC ARTS STUDENTS. A good many theorems are intuitionally evident and the proof
may be omitted without destroying the sequence of thought. The "theory of limits" and "maxima and minima" should be
left to the students of higher mathematics. These subjects are
of no practical value here and are beyond the comprehension
of the ordinary student. In solid geometry only a very few of
the theorems should be proven in a formal way. It should be
largely the mensuration of the simple solid. Solid geometry also
offers an excellent field for construction work which will be of
use to the student in other lines of work. The numerical prob-
lems are of such a practical nature that the teacher will experi-
ence no difficulty in keeping the students
interested. By
re-
ducing the number of theorems almost all the time can be’spent
at this kind of work. TRIGONOMETRY:
No
course
in mathematics
for
a
student SCHOOL SCIENCE AND MATHEMATICS 786 preparing for betterment in his vocation
is entirely complete
without a working knowledge of trigonometry. It opens up
a new field of useful knowledge and furnishes powerful tools
for the solution of problems involved. The course should con-
sist o’f the study of the trigonometric functions with the de-
velopment of the few
fundamental
formulae
needed. Next
should come a large number of problems on the right triangle
making use of these formulae and the tables of natural trig-
onometric functions. Logarithms should then be introduced and
a large number of applied problems necessary to insure pro-
ficiency in the use of logarithms should be based upon the right
triangle and the general triangle. All work with complicated
identities, multiple angles, and functions of angles greater than
those found in the general triangle should be omitted. With
the material of the course made up as above students will be
intensely interested from start to finish and will never question
the utility of the course. APPLIED MATHEMATICS :
The student has now had one year
in algebra, a year in geometry, and a third of a year in trig-
onometry. At least another third of a year should be spent on
the applications of the mathematics he has already learned along
with perhaps one or two new features of direct value to him. During the
entire course the teacher
should constantly
hold
before the pupil the fact that he is studying mathematics. II. MATHEMATICS FOR MECHANIC ARTS STUDENTS. Dur-
ing the
first year the principles of algebra have received the
greater part of the emphasis, however, when geometry is taken
up the algebra and the arithmetic will not be forgotten but used
at every place possible. This course should round up his whole
mathematical knowledge and show him
if he has not already
found it out that what he has in his mathematics is some won-
derful tools to be used in the solution of problems soon to con-
front him. He should be given opportunity to make calculations
and work problems that will come up in the particular trade
for which he is preparing. The use of the slide rule is one of
the new features introduced into this course. The whole term’s
work should be crowded
full of everyday problems bringing
into play his formulae from arithmetic, his equation and the
graph
from algebra,
his
formulae and
logical thinking from
geometry, and the use of logarithms and the time-saving devices
of trigonometry. III. MATHEMATICS FOR AGRICULTURAL STUDENTS. The agricultural high school is a finishing school with courses, VOCATIONAL MATHEMATICS 787 as indicated earlier in the discussion, fitted to the needs of boys
and girls who find it almost impossible to obtain a college edu-
cation. They are fitting themselves in the least possible time
for the work on the farm. In view of this fact it is entirely
proper that most of their time be spent along the line of prac-
tical agriculture. A good part of their time will be spent in the
laboratory, in the stock-judging pavilion, and in actual contact
with the real farm work. If the student has had a pretty thor-
ough course in arithmetic we should be able with one year’s
work in mathematics to give him a working knowledge of the
principles of mathematics sufficient to enable him to solve the
problems of everyday life on the farm. The work for the girls
should be essentially the same as that for the boys. The ma-
jority of the applied problems will be the same. Only prob-
lems pertaining to domestic science and domestic art will not be
of value to the boys, and very little if any of the work for boys
should be eliminated from the course for the girls. So what I
shall say concerning the course will apply to the work for both. II. MATHEMATICS FOR MECHANIC ARTS STUDENTS. Assuming, then, that we have one year "for mathematics, what
shall be the nature of this mathematics? A careful study of the
field
will convince one,
I think, of the
fact that
arithmetic,
algebra, and geometry all contain principles and formulae which
will be of practical value in a course of this kind. We will now
see what parts of each shall be utilized. ARITHMETIC :
The field of arithmetic seems to be pretty well
defined. Since the class will- likely be made up of students of
different degrees of proficiency in the four fundamental opera-
tions, a few days spent in review using as a basis problems
taken from the experiences on the farm, will unify the class
and insure better work throughout the term. The order to be
followed in taking up the subjects has very
little chance
for
variation. The chief point of
difference from the old
style
arithmetic
is in the choice of the problems. Agronomy with
its problems
in crops,
soils, and
fertilizers, dairying with
its
tests and feeding problems, constructions of barns,
silos, and
so on, animal husbandry with
its suggestive problems,
horti-
culture,
farm mechanics, botany and zoology,
all
offer prob-
lems in common fractions, decimals, denominate numbers, per-
centage, and quite a number of other
subjects. In business
transactions of interest to the farmer you will cover insurance,
interest, mortgages, notes, discount, commission, banking, and
so on. The study of the graph and
its use in bulletins and SCHOOL SCIENCE AND MATHEMATICS 788 crop reports should be taken up here. Mensuration is another
division of the subject
for which problems
are easily
found. In fact there seems to be little difficulty in finding material in
arithmetic sufficient to take the third of the year allotted to
it. The main trouble has been to get the problems properly graded. They must be graded with ;a view of developing the subject
of arithmetic logically, and also in such a way as to really make
the subject-matter developed
a
unit and worth
while
to the
student. There
is
at
least one text that seems
to have
ac-
complished both ends to a fair degree of success. Since this
is true I will not attempt to go further into detail in the subject-
matter to be considered. ALGEBRA :
The
field
in vocational algebra
for
agricultural
students has not been so fully explored. II. MATHEMATICS FOR MECHANIC ARTS STUDENTS. In fact I do not know
of any text-book that attempts to give a brief course in algebra
designed for such students. With one-third of a year at our
disposal what should we attempt to do in the subject? If we
follow the usual plan of devoting the time
to the study of
addition, subtraction, multiplication, division, and factoring we
will have used all the time at our disposal and the students will
not have anything of practical value. This knowledge will also
be of very little use in the work in geometry. A course con-
taining the practical things of the subject can be arranged and
should
contain* the
following subjects
in
the order they
are
given here. I. The Equation. If not all the members of the class have
had the equation in arithmetic develop the idea by use of the
balances and by making use of many concrete examples from
arithmetic. Just as soon as they have grasped the meaning of
the equation start them in with a
list of problems involving
simple equations. The problems should be of a practical na-
ture and should constantly draw on their fund of knowledge
of arithmetic. Problems like the following kind should make up
several days work in the course. (1.)
To grow a ton each of corn and clover requires 813 tons
of water. The clover requires twice as much water as the corn. How much water does each require ? (2.)
A washing machine, linoleum, and range cost a farmer
$91. The linoleum costs twice as much as the washing machine,
and the range twice as much as the linoleum. What
is the
cost of each? (3.)
A good ration for a cow is equal amounts of corn-and- 3.)
A good ration for a cow is equal amounts of corn-and- VOCATIONAL MATHEMATICS 789 cob meal and cotton-seed meal, and five times as many pounds
of hay as cotton-seed meal making 28 pounds in all. How many
pounds of each were fed? Twelve or fifteen-problems of the kind given above drawn
from a wide range of subjects will be sufficient here. Then
introduce just as briefly as possible the axioms and by means
of illustrative examples lead -to the matter of transposition in
the equation. About fifteen good examples based upon scien-
tific facts, the perimeters of rectangles, and other subjects of
interest should be given here. (1.)
The temperature at 7 a. m. was 10 and at noon -|-9.
How many degrees warmer was it at noon than at 7 a. m. ?
(2.)
A man’s income for the month was $140, rent $30, food
$40, interest and incidental expenses $35.
Using the positive
and negative notation find the result at the end of the month.
A long list of simple, well-graded problems will be sufficient
to fix in. mind the four fundamental operations and the mean-
ing of positive and negative numbers.
I would conclude the II. MATHEMATICS FOR MECHANIC ARTS STUDENTS. Problems must be carefully se-
lected so as not to involve the use of negative numbers. In
every case the problems should be checked, thus developing the
idea of substitution which the student needs in the solution of
problems by the use of formulae. If the students are not able
to handle the solution of the equations after they have gotten
them from the given conditions
a number of
abstract equa-
tions should be given sufficient to develop the desired skill. II. Positive and Negative Numbers. Positive and negative
numbers should be introduced by the use of the thermometer,
latitude and longitude, debts, and so on. From this study the
students may be led almost unconsciously into’ the subjects of
addition,
subtraction,
multiplication, and
division of a simple
kind, using as the basis hot abstract quantities alone but prob-
lems bringing into play their knowledge of arithmetic. They
will readily see that it is perfectly natural to count income, rising
temperature, travel east or north, and so on, as positive while
debts, falling temperature, sailing south or west are treated as
negative quantities. After a clear understanding of the method
of notation they should then take up a large number of exam-
ples involving simple numbers which will give them the four
fundamentals along with the. laws of signs. The discussion of
the laws of signs from a theoretical point of view has no place
here. Problems of the following will serve to bring about the
desired result. (1.)
The temperature at 7 a. m. was 10 and at noon -|-9. How many degrees warmer was it at noon than at 7 a. m. ? A long list of simple, well-graded problems will be sufficient
to fix in. mind the four fundamental operations and the mean-
ing of positive and negative numbers. I would conclude the SCHOOL SCIENCE AND MATHEMATICS 790 chapter with a list of abstract problems covering the four opera-
tions in order to insure that all the students have a ready work-
ing knowledge and sufficient drill in handling positive and nega-
tive numbers. III. The Fundamental Operations and Factoring. In the last
chapter nothing was
said about the exponent, power,
or
co-
efficient. These definitions with
illustrations should introduce
this section. Some formal work in addition, subtraction, multi-
plication, and division of polynomials should then follow. II. MATHEMATICS FOR MECHANIC ARTS STUDENTS. All
the problems in multiplication should be simple in nature per-
haps not higher than the third degree in the multiplicand and
not more than three, usually two, terms in the multiplier. Out
of the multiplication will come in natural order factoring and
the solution of the equation by factoring. Here will be given
an excellent opportunity to put in a long list of practical prob-
lems involving addition,
subtraction,
multiplication, and
divi-
sion, and the solution of an entirely new kind of equation, the
quadratic, by means of factoring. The problems should be care-
fully graded and the quadratic type should be along the line
of the following: (1.)
A rectangle 3 feet longer than it is wide has an area
of 28 sq. ft. What are its dimensions ? (2.)
A field of grain is 32 rods long and 24 rods wide, how
wide a strip must a farmer cut by going round and round the
field to cut half the, grain ? IV. Fractions and their. Applications. Fractions should be
taken up with a brief review of
fractions
in arithmetic. If
the student has clearly in mind how to reduce fractions in arith-
metic to their lowest terms, mixed numbers to improper frac-
tions, improper fractions to mixed numbers and how to multiply,
divide, and reduce fractions to a common denominator he will
have only a brief transition to the same things in algebra. This
transition can best be brought about by means of abstract prob-
lems. After this has been done the rest of the work on frac-
tions should be given to the solution of practical problems from
the farm and the sciences. Problems bringing into use all the
formulae he has heretofore had and will have soon in the differ-
ent fields of work should be taken up here. The following are
examples of a simple kind which may be used
as
practical
problems in fractional equations. IV. Fractions and their. Applications. Fractions should be
taken up with a brief review of
fractions
in arithmetic. If
the student has clearly in mind how to reduce fractions in arith-
metic to their lowest terms, mixed numbers to improper frac-
tions, improper fractions to mixed numbers and how to multiply,
divide, and reduce fractions to a common denominator he will
have only a brief transition to the same things in algebra. II. MATHEMATICS FOR MECHANIC ARTS STUDENTS. This
transition can best be brought about by means of abstract prob-
lems. After this has been done the rest of the work on frac-
tions should be given to the solution of practical problems from
the farm and the sciences. Problems bringing into use all the
formulae he has heretofore had and will have soon in the differ-
ent fields of work should be taken up here. The following are
examples of a simple kind which may be used
as
practical
problems in fractional equations. (1.)
According to the Arkansas Experiment Station 1 acre
of corn pasture produces one-third as many pounds of pork as (1.)
According to the Arkansas Experiment Station 1 acre
of corn pasture produces one-third as many pounds of pork as VOCATIONAL MATHEMATICS 791 an acre of peanut pasture. If an acre of each together produces
416 pounds, what is the value of each as a pork producer? p
,
p
p
(2.)
It was estimated that a good road built along a quarter
section farm increased its value one tenth of itself. The farm
sold for $16,280. What
is the estimated value of good roads
per acre? (2.)
It was estimated that a good road built along a quarter
section farm increased its value one tenth of itself. The farm
sold for $16,280. What
is the estimated value of good roads
per acre? V. Graphs and their Applications. If the graph has not been
taken up in arithmetic it should be taken up here in connection
with the crop reports. For example let them represent by a
diagram or graph the yield of wheat in Kansas for a certain
number of years. This may be done by the blocking method
at first then by the continuous line. After some work of this
kind a typical graph of the variation of temperature for a certain
period of time should be studied carefully. They will then be
ready to take up the variable and the ordinary principles of
graphing. The linear equation
in two variables
will then be
readily graphed and the solution of simultaneous equations in
two unknowns which require only approximate results can be
solved. A large part of the work in graphs will be based upon
observed data from the laboratory, from bulletins and reports
of the work at the experiment station, and from government
reports. II. MATHEMATICS FOR MECHANIC ARTS STUDENTS. The chapter will be concluded with a list of problems
in simultaneous equations in two unknowns by means of elim-
ination and substitution. There should also be a short list of
abstract problems for drill but the majority of the sets of equa-
tions will be obtained from the applied problems. VI. Miscellaneous Problems. For the ordinary class there
has been enough material given under the five chapters above. If the class is particularly strong more problems may be needed,
and I should give a short chapter to problems which will sup-
plement the
different subjects and
at the same time furnish
nothing but material of the most practical nature. It seems to
me if the course is closely followed the students will get the
things they will need in the course in geometry which is to fol-
low and at the same time will get ,only the things that they can
make use of after they are through school. APPLIED GEOMETRY:
With only one third of a year to spend
on geometry we must look only for the applications of the sub-
ject and’not use any time for demonstration. The work should
start with the definitions and
illustrations of
a straight
line,
angle, complement, supplement, and conjugate, then follow with
a large number of equation problems. This work in equations SCHOOL SCIENCE AND MATHEMATICS 792 will fix clearly in mind the relation of the different angles and
will also give a good drill and review of the equation work in
algebra. Take up next the definitions of surface, triangle, rec-
tangle, and all the common polygons. A great amount of valu-
able work can be based upon the right triangle by making use
of the carpenter’s square in getting the practical problems. Sim-
ilar triangles and the different regular polygons offer excellent
opportunities for applied problems which may be solved either
by formulae, or by use of the graph. I should often require
problems solved graphically
so
as always
to keep before the
students the fact that it is often the easiest and sometimes the
only elementary method of solution for certain problems. The next division of the work should take up the circle and
the many problems related to
it. Start with the definition. II. MATHEMATICS FOR MECHANIC ARTS STUDENTS. If
the idea of the polygon with a ’large number of sides has been
taken up, the area of the sector and finally the area of the circle
can be developed intuitionally and logically. From the area of
the circle the area of the segment and the area of the circular
ring will easily come. Problems on belts, pulleys, cutting speeds,
and gears will furnish a list of the everyday problems of life. Occasionally a problem involving the area of an ellipse will oc-
cur in practical work so it is well to give them the formula for
the area and the meaning of the terms. Solid geometry should consist entirely of the mensuration of
the prism, cylinder, pyramid, cone, frustums, sphere, and the
anchor ring. Definitions of each of these should be given at
the proper time and an intuitional development of the formulae
given in each case. The last few days of the course in geom-
etry should be spent in a general round up and review of the
formulae learned, emphasizing the most important, so that the
students will see that they have had something practical and
will also have a clearer notion of how they may use what they
have learned.
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Review of: "Pulse Amplitude Measurement Using Low Sampling ADC and Interpolation Technique"
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Qeios, CC-BY 4.0 · Review, March 13, 2024 Review of: "Pulse Amplitude Measurement Using Low
Sampling ADC and Interpolation Technique" Chonghua Fang Potential competing interests: No potential competing interests to declare. Overall, this paper presents a valuable contribution to the field of signal processing and measurement techniques. The
authors have provided a comprehensive comparison of various interpolation methods for measuring analog pulse
amplitudes using low sampling rate ADCs. The paper is technically sound, and the subject matter is presented in a clear
and comprehensive manner. The experimental setup and validation process are well-described, and the authors have provided a thorough analysis of
the performance of each interpolation method based on relevant metrics such as relative error, mean square error, and
mean absolute deviation. Additionally, the hardware resource utilization on the FPGA for each method is also evaluated,
which is a valuable consideration for practical implementations. While the references provided are relevant, the authors could consider including a few additional references related to the
specific application areas mentioned to provide more context. Additionally, there are a few minor grammatical and
expression issues that could be addressed to improve the overall clarity and readability of the paper. In summary, this paper is a valuable contribution to the existing body of knowledge and is recommended for publication
after addressing the minor issues mentioned above. In summary, this paper is a valuable contribution to the existing body of knowledge and is recommended for publication
after addressing the minor issues mentioned above. In addition, the English language used in the paper is good. However, there are a few minor grammatical and expression
issues that could be improved. Review of: "Pulse Amplitude Measurement Using Low
Sampling ADC and Interpolation Technique" For example: In the abstract, "...were conducted for measurement of analog pulse peak height." could be rephrased as "...were
conducted to measure the analog pulse peak height." on 2.1, "The greatest integer value that is less than or equal to x in this case is called the floor funct ection 2.1, "The greatest integer value that is less than or equal to x in this case is called the floor fu
d be rephrased as "The greatest integer value less than or equal to x is called the floor function [x] " In Section 2.1, "The greatest integer value that is less than or equal to x in this case is called the floor function [x]."
could be rephrased as "The greatest integer value less than or equal to x is called the floor function [x]." e rephrased as "The greatest integer value less than or equal to x is called the floor function [x]." In Section 3.2, "Each interpolation technique discussed in earlier section is implemented in FPGA separately." could be
rephrased as "Each interpolation technique discussed in the earlier section is implemented separately on the FPGA." In Section 3.2, "Each interpolation technique discussed in earlier section is implemented in FPGA separately." could be
rephrased as "Each interpolation technique discussed in the earlier section is implemented separately on the FPGA." Qeios ID: R8V5YI · https://doi.org/10.32388/R8V5YI 1/1
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Commentary: From ‘sense of number’ to ‘sense of magnitude’ – The role of continuous magnitudes in numerical cognition
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Frontiers in psychology
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GENERAL COMMENTARY
published: 04 January 2017
doi: 10.3389/fpsyg.2016.02032 Peter Kramer* and Paola Bressan Keywords: sense of number, sense of magnitude, numerosity estimation, occupancy, statistical learning A commentary on From ‘sense of number’ to ‘sense of magnitude’ – The role of continuous magnitudes in
numerical cognition
by Leibovich, T., Katzin, N., Harel, M., and Henik, A. (2016). Behav. Brain. Sci. [Epub ahead of print]. doi: 10.1017/S0140525X16000960 From ‘sense of number’ to ‘sense of magnitude’ – The role of continuous magnitudes in
numerical cognition
by Leibovich, T., Katzin, N., Harel, M., and Henik, A. (2016). Behav. Brain. Sci. [Epub ahead of print]. doi: 10.1017/S0140525X16000960 Unlike abstract ones in mathematics, concrete sets of elements in the real world have continuous
physical properties, such as overall area and density. The dominant view has it that humans
can estimate the discrete numerosities of such sets independently of the co-varying continuous
magnitudes; i.e., that humans have a “sense of number.” It has indeed been claimed that various
animals, ranging from monkeys to tiny fish, have this sense too. A recent paper by Leibovich et al. (2016) questions all of this (see also Morgan et al., 2014; Gebuis et al., 2016) and argues convincingly
that numerosity estimation is not independent from continuous magnitudes but relies on them;
that we have not a “sense of number” but a “sense of magnitude.” Edited by:
Bert Reynvoet,
KU Leuven, Belgium
Reviewed by:
Marcus Lindskog,
Uppsala University, Sweden
*Correspondence:
Peter Kramer
peter.kramer@unipd.it Edited by:
Bert Reynvoet,
KU Leuven, Belgium
Reviewed by:
Marcus Lindskog,
Uppsala University, Sweden
*Correspondence:
Peter Kramer
peter.kramer@unipd.it Edited by:
Bert Reynvoet,
KU Leuven, Belgium Reviewed by:
Marcus Lindskog,
Uppsala University, Sweden Yet the authors fail to cite a classic article that made the very same argument 25 years ago,
and—unlike Leibovich et al.—supported it with a quantitative model (Allik and Tuulmets, 1991). Although neither density, nor overall area, nor any other single continuous magnitude can provide
reliable information about numerosity, Leibovich et al. imply that all of them together can; they
suggest that “statistical learning” will take care of extracting this information and turn numerosity
estimates out of it. How statistical learning achieves this feat and whether the resulting numerosity
estimates will fit observed ones remains, unfortunately, unclear. Allik and Tuulmets’s alternative
“occupancy” model has its limits (e.g., Kramer et al., 2011; Bertamini et al., 2016) but it is specific,
it is quantitative, and it predicts observed numerosity estimation surprisingly well with just a single
free parameter. *Correspondence:
Peter Kramer
peter.kramer@unipd.it Specialty section:
This article was submitted to
Cognition,
a section of the journal
Frontiers in Psychology To understand the occupancy model, consider a set of identical dots and imagine that each of
them is covered with a larger disk, as in Figure 1. The model posits that the total area occupied by
the disks (occupancy) will be linearly related to the estimated numerosity of the dots. As long as dot
densities remain relatively low (Durgin, 1995), the model accounts for nearly 90% of the variance
in human data (Allik and Tuulmets, 1991). The closer together the dots are and thus the more the
disks overlap, the smaller occupancy is and thus the smaller the estimated numerosity of the dots is
predicted to be—as indeed observed (e.g., DeWind et al., 2015). Notably, because large numerosities
tend to be dense, the occupancy model predicts they will tend to be underestimated. This prediction
has been corroborated repeatedly too (e.g., Izard and Dehaene, 2008). How Leibovich et al.’s
statistical learning could make the same prediction is hard to tell. Received: 31 October 2016
Accepted: 14 December 2016
Published: 04 January 2017 FIGURE 1 | Effect of item spacing on occupancy. The “occupancy” of a
dot may be represented as a larger, concentric virtual disk that covers it,
shown here in gray. (The radius of the disk is a free parameter that, during
model fitting, Allik and Tuulmets estimated to be 0.33◦of visual angle.) The
three black dots in the bottom row are closer together than those in the top
row. As a result, the virtual disks in the bottom row overlap, making for a
smaller occupancy (total gray area) and therefore a smaller predicted
numerosity estimate. For illustration purposes only a few dots are shown; note,
however, that numerosity estimation concerns numerosities outside the
“subitizing” range of one to four items. The occupancy model—even in Durgin’s (1995) variant—is
too simple to work under all conditions (Kramer et al., 2011). Still, if the degree of overlap of the virtual disks covering
the dots is interpreted as an inverse measure of the mutual
discriminability of the dots, the model makes an intuitive point. The point is that the less discriminable from one another items
are, the lower their estimated numerosity ought to be. If so,
the occupancy model could be expanded and improved (Kramer
et al., 2011) by taking into account anything that affects the
items’ (1) discriminability (their distance from one another and
from fixation, for example), (2) retention across saccades (if
presentation times allow eye movements), and (3) retention in
memory (if the stimulus is presented or inspected sequentially or
compared to another one). The occupancy model deserves at the very least discussion—
if not revival and development. It has the potential to challenge
not only “sense of number” models but also Leibovich et al.’s
statistical-learning alternative to them. Unlike the latter, the
occupancy model is a “sense of magnitude” model that does not
require learning, is deterministic, quantitative, perception- rather
than cognition-based, and not inconsistent with the idea that
numerosity estimation might be innate and so simple that even
fish could do it. AUTHOR CONTRIBUTIONS Although people are under the impression they are blessed
with a high-resolution image of the world around them, careful
experimentation has revealed that this is largely an illusion
(e.g., Durgin, 1995). In numerosity-estimation experiments the PK wrote the first draft of the manuscript; both authors discussed
it, critically revised it, and agreed on the final version. dispersion. Atten. Percept. Psychophys. 78, 1460–1471. doi: 10.3758/s13414-01
6-1100-0
DeWind, N. K., Adams, G. K., Platt, M. L., and Brannon, E. M. (2015). Modeling
the approximate number system to quantify the contribution of visual stimulus
features. Cognition 142, 247–265. doi: 10.1016/j.cognition.2015.05.016
Durgin, F. H. (1995). Texture density adaptation and the perceived numerosity and
distribution of texture. J. Exp. Psychol. Hum. Percept. Perform. 21, 149–169.
Gebuis, T., Cohen Kadosh, R., and Gevers, W. (2016). Sensory-integration system
rather than approximate number system underlies numerosity processing: Citation: Kramer P and Bressan P (2017)
Commentary: From ‘sense of number’
to ‘sense of magnitude’ – The role of
continuous magnitudes in numerical
cognition. Front. Psychol. 7:2032. doi: 10.3389/fpsyg.2016.02032 January 2017 | Volume 7 | Article 2032 Frontiers in Psychology | www.frontiersin.org Item Discriminability and Numerosity Estimation Kramer and Bressan stimuli tend to be randomly placed items, usually dots, and
some of them end up clumped together. These items may be
impossible to discriminate from one another, even when they can
all be perceptually detected. This crowding effect (Whitney and
Levi, 2011) is a serious concern, because the opportunities for
crowding necessarily grow with numerosity and have been shown
to affect its estimation (Valsecchi et al., 2013; Anobile et al., 2015). So far, studies that claim that numerosity estimation does not
fully rely on continuous magnitudes, or that it is more cognitive
than perceptual in nature, have not been very specific about how
the perceptual system extracts numerosity from the stimulus (see
also Morgan et al., 2014). These studies have considered a wide
range of perceptual factors such as density, overall area, and
item size. None of these factors, however, has ever been claimed
to be crucial in numerosity estimation. The one factor that has
for as long as 25 years (i.e., occupancy) is instead consistently
ignored, including now by Leibovich et al. (2016). Izard and
Dehaene (2008), for example, do cite Allik and Tuulmets (1991)
and control for various factors including “occupied area,” but
they use the term to mean overall area (which nobody considers
critical to numerosity estimation) and not occupancy (which
Allik and Tuulmets themselves consider critical). Izard and
Dehaene dismiss occupancy as “a complex combination” of two
parameters (density and occupied area). Occupancy does not
strike us as complex, but even if it were, the fact that it reflects
well-established perceptual discriminability limitations that have
been demonstrated to affect numerosity estimation—rather than
hypothetical cognitive ones that continue to be debated—should
give the occupancy model an edge over any “sense of number”
model. In defense of their own “sense of magnitude” model,
which Leibovich et al. fail to cite too, Morgan et al. (2014) make a
similar point. dispersion. Atten. Percept. Psychophys. 78, 1460–1471. doi: 10.3758/s13414-01
6-1100-0 DeWind, N. K., Adams, G. K., Platt, M. L., and Brannon, E. M. (2015). Modeling
the approximate number system to quantify the contribution of visual stimulus
features. Cognition 142, 247–265. doi: 10.1016/j.cognition.2015.05.016 Frontiers in Psychology | www.frontiersin.org January 2017 | Volume 7 | Article 2032 REFERENCES Allik, J., and Tuulmets, T. (1991). Occupancy model of perceived numerosity. Percept. Psychophys. 49, 303–314. doi: 10.3758/BF03205986 Anobile, G., Turi, M., Cicchini, G. M., and Burr, D. C. (2015). Mechanisms for
perception of numerosity or texture-density are governed by crowding-like
effects. J. Vis. 15, 1–12. doi: 10.1167/15.5.4 Bertamini, M., Zito, M., Scott-Samuel, N. E., and Hulleman, J. (2016). Spatial clustering and its effect on perceived clustering, numerosity, and January 2017 | Volume 7 | Article 2032 Frontiers in Psychology | www.frontiersin.org 2 Item Discriminability and Numerosity Estimation Kramer and Bressan Whitney,
D.,
and
Levi,
D. M. (2011). Visual
crowding:
a
fundamental
limit
on
conscious
perception
and
object
recognition. Trends
Cogn. Sci. 15,
160–168. doi:
10.1016/j.tics.2011. 02.005 a critical review. Acta Psychol. 171, 17–35. doi: 10.1016/j.actpsy.2016. 09.003 Izard, V., and Dehaene, S. (2008). Calibrating the mental number line. Cognition
106, 1221–1247. doi: 10.1016/j.cognition.2007.06.004 Kramer, P., Di Bono, M. G., and Zorzi, M. (2011). Numerosity estimation in
visual stimuli in the absence of luminance-based cues. PLoS ONE 6:e17378. doi: 10.1371/journal.pone.0017378 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. Leibovich, T., Katzin, N., Harel, M., and Henik, A. (2016). From ‘sense of number’
to ‘sense of magnitude’ - the role of continuous magnitudes in numerical
cognition. Behav. Brain. Sci. doi: 10.1017/S0140525X16000960. [Epub ahead of
print]. Copyright © 2017 Kramer and Bressan. 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. Morgan, M. J., Raphael, S., Tibber, M. S., and Dakin, S. C. (2014). A texture-
processing model of the ‘visual sense of number’. Proc. Biol. Sci. 281:20141137. doi: 10.1098/rspb.2014.1137 Valsecchi, M., Toscani, M., and Gegenfurtner, K. R. (2013). Perceived numerosity
is reduced in peripheral vision. J. Vis. 13, 1–16. doi: 10.1167/13.13.7 January 2017 | Volume 7 | Article 2032 Frontiers in Psychology | www.frontiersin.org 3
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Has the introduction of two subspecies generated dispersal barriers among invasive possums in New Zealand?
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Catriona D. Campbell
. Phil Cowan . Bernd Gruber
. Anna J. MacDonald
.
Clare E. Holleley
. Stephen D. Sarre Received: 20 October 2020 / Accepted: 23 July 2021 / Published online: 11 August 2021
The Author(s) 2021 Abstract
The introduction of species into new
environments provides the opportunity for the evolu-
tion of new forms through admixture and novel
selection pressures. The common brushtail possum,
Trichosurus vulpecula vulpecula from the Australian
mainland and T.v.fuliginosus from Tasmania, were
introduced multiple times to New Zealand from
Australia to become one of New Zealand’s most
significant pests. Although derived from two sub-
species, possums in New Zealand are generally
considered to be a single entity. In a previous analysis,
we showed that possums in the Hawkes Bay region of
New Zealand appeared to consist of at least two
overlapping populations. Here, we extend that analysis
using a genotype-by-sequencing approach to examine the origins and population structure of those possums
and compare their genetic diversity to animals sam-
pled from Australia. We identify two populations of
each subspecies in Hawkes Bay and provide clear
evidence of a contact zone between them in which a
hybrid form is evident. Our analysis of private alleles
shows higher rates of dispersal into the contact zone
than away from it, suggesting that the contact zone
functions as a sink (and hence as a barrier) between the
two subspecies. Given the widespread and overlap-
ping distribution of the two subspecies across both
large islands in New Zealand, it is possible that many
such contact zones exist. These results suggest an
opportunity for a more targeted approach to control-
ling this pest by recognising sub-specific differences
and identifying the contact zones that may form
between them. Supplementary Information
The online version contains
supplementary material available at https://doi.org/10.1007/
s10530-021-02609-1. Keywords
Contact zone Dispersal barrier Genetic
admixture Private alleles C. D. Campbell B. Gruber A. J. MacDonald C. D. Campbell B. Gruber A. J. MacDonald
S. D. Sarre (&)
Centre for Conservation Ecology and Genomics, Institute
for Applied Ecology, University of Canberra,
Bruce ACT 2617, Australia
e-mail: stephen.sarre@canberra.edu.au Biol Invasions (2021) 23:3831–3845
https://doi.org/10.1007/s10530-021-02609-1 (0123456789().,-volV)(
01234567
89().,-volV) ORIGINAL PAPER Has the introduction of two subspecies generated dispersal
barriers among invasive possums in New Zealand? Catriona D. Campbell
. Phil Cowan . Bernd Gruber
. Anna J. MacDonald
. Clare E. Holleley
. Stephen D. Sarre Introduction Identifying the role that
such factors can play in successful establishment, may
offer novel perspectives or pathways for the identifi-
cation of high-risk invaders or provide opportunities
for enhanced control of invasive pests (Sz}ucs et al. 2017). The introduction of common brushtail possums
(Trichosurus vulpecula; hereafter called possums) to
New Zealand from Australia is one well documented
instance where different forms of the same species
have been brought together into a new environment. Introduced to establish a fur trade (Montague, 2000),
possums were shipped to New Zealand from Tasmania
and several other undocumented locations on main-
land Australia, most likely in New South Wales and
Victoria, between 1858 and the 1920s. All introduc-
tions ceased after that time but the transfer of possums
within New Zealand continued into the 1940s. Possums are endemic to Australia with five currently
recognised subspecies distributed across the continent
and on several offshore islands (How, Hillcox 2000;
Kerle et al. 1991). New Zealand has no naturally
occurring marsupials and possums are now one of the
most serious threats to biodiversity and agriculture in
New Zealand damaging vegetation (Cowan 1991;
Nugent et al. 2001); preying on birds and their eggs
(Brown et al. 1993); and spreading bovine tuberculosis
(Innes, Barker 1999). New Zealand management
agencies have conducted extensive possum control
for decades (Donnell 1995; Morgan 1990; Nugent,
Cousins 2014; Nugent, Morriss 2013) and now aim,
with the support of conservation groups, to eradicate
brushtail possums as part of the ‘‘Predator-free New
Zealand’’ campaign (Russell et al. 2015). Resolving complex introduction histories and pat-
terns of admixture in invasive species can be difficult,
but access to population level genomic data can reveal
how species integrate into new environments and
whether diverse origins have enhanced or inhibited
their invasion success. Here, we use genotype-by-
sequencing to examine the origins and contemporary
population structure of possums in Hawkes Bay, and
compare their genetic diversity to animals sampled
from across their native range in Australia. We test the
proposition that the sub-populations, as previously
defined by the distribution of microsatellite DNA
variation (Sarre et al. 2014), are representative of the
ancestral mainland and ancestral Tasmanian origins,
and that the Tasmanian and mainland forms have
established a hybrid swarm in the Hawkes Bay region
that affects the direction and rate of gene flow. Introduction Introductions of species into novel environments can
provide the opportunity for the evolution of new forms
as they naturalise (Sz}ucs et al. 2017). In some cases,
alien species have been introduced to the same
location on multiple occasions from different sources, P. Cowan
Landcare Research, Lincoln 7640, New Zealand C. E. Holleley
Australian National Wildlife Collection, CSIRO, National
Research Collections Australia, Canberra ACT 2601,
Australia 12 3 3 C. D. Campbell et al. 3832 extent of their different ancestry (Kean 1971; Pracy
1974; Triggs, Green 1989), but it is generally assumed
(although seldom stated) that New Zealand possums
breed indiscriminately with respect to those origins
(Montague 2000). However, a recent microsatellite
DNA analysis of possums in Hawkes Bay, on the
North Island of New Zealand, identified at least two
genetically distinct groups of possums, separated by a
zone of putatively introgressed animals (Sarre et al. 2014). That work implied that there were at least two
breeding forms in the region, probably representing
the Tasmanian subspecies and the south-eastern
mainland subspecies (T.v.fuliginosus and T.v.vulpec-
ula respectively), rather than one continuous popula-
tion (Sarre et al. 2014). That proposition is supported
by historical records which show that there were three
recorded introductions of possums into the area
(Fig. 1): possums taken directly from Tasmania and
released in the Lake Waikaremoana area in 1898;
‘‘black furred’’ possums (also presumed to be Tasma-
nian in origin but translocated from elsewhere in New
Zealand) released on the Mahia Peninsula a short time
after the first introduction; and possums from an
unknown location on mainland Australia released in
the Mohaka river area in the early 1900s (Pracy 1974;
Sarre et al. 2014). creating genetic combinations of individuals that have
not previously existed (Kolbe et al. 2004). Such
admixture can enhance fitness through hybrid vigour
or increased genetic diversity (Barker et al. 2019;
Dlugosch, Parker 2008; Facon et al. 2008; Hirsch et al. 2017; Rius, Darling 2014) or reduce fitness through
outbreeding depression (Rhymer, Simberloff 1996). It
is unclear how frequently genetic factors are intrinsic
to the success or otherwise of invasive species (Barker
et al. 2019; Rius, Darling 2014) although propagule
pressure (something that will affect the levels of
genetic diversity within an invader) is one of the few
acknowledged general characteristics of successful
invaders (Bock et al. 2015). Introduction We also
use asymmetries in the number of private alleles
between pairs of sub-populations to determine the
direction of that geneflow. A symmetrical distribution
of private alleles among sub-populations indicates
symmetry in the rates of gene flow between sub-
populations and subspecies and would argue against It is well known that the different colour forms seen
in New Zealand possums are representative to some 123 123 Introduction of two subspecies generated dispersal barriers 3833 Fig. 1 Brushtail possum introduction sites (Black: Lake Waikaremoana; Mahia Peninsula; Grey: Mohaka River) and sample collection
sites (numbered from 1 to 35) in the Hawkes Bay study site in New Zealand. See Sarre et al. (2014) for further information Fig. 1 Brushtail possum introduction sites (Black: Lake Waikaremoana; Mahia Peninsula; Grey: Mohaka River) and sample collection
sites (numbered from 1 to 35) in the Hawkes Bay study site in New Zealand. See Sarre et al. (2014) for further information Methods the formation of genetic barriers between the two
subspecies. We demonstrate that one sub-population is
genetically identifiable as the Tasmanian subspecies
T.v. fuliginosus, that possums from that sub-popula-
tion are distinct from animals that are most likely
mainland in origin, and that they have maintained that
distinctiveness even after more than 80 years of
contact. We also show that the sub-population
believed to originate from mainland Australia is
indeed largely T.v.vulpecula in origin, although we
could not identify the mainland region from which
those possums were obtained. Our data support the
proposition that brushtail possums in Hawkes Bay do
not behave as a single panmictic population, but rather
as two subspecies with a narrow zone of contact. Gene
flow into and out of that contact zone is asymmetrical
and indicative of a genetic barrier between the two
subspecies. The formation of similar hybrid barriers
elsewhere in New Zealand could have important
implications for the control of this invasive species. the formation of genetic barriers between the two
subspecies. We demonstrate that one sub-population is
genetically identifiable as the Tasmanian subspecies
T.v. fuliginosus, that possums from that sub-popula-
tion are distinct from animals that are most likely
mainland in origin, and that they have maintained that
distinctiveness even after more than 80 years of
contact. We also show that the sub-population
believed to originate from mainland Australia is
indeed largely T.v.vulpecula in origin, although we
could not identify the mainland region from which
those possums were obtained. Our data support the
proposition that brushtail possums in Hawkes Bay do
not behave as a single panmictic population, but rather
as two subspecies with a narrow zone of contact. Gene
flow into and out of that contact zone is asymmetrical
and indicative of a genetic barrier between the two
subspecies. The formation of similar hybrid barriers
elsewhere in New Zealand could have important
implications for the control of this invasive species. Genotype-by-sequencing DNA was extracted from each 2mm2 piece of ear
tissue sample by Diversity Arrays Technology Pty Ltd
(DArT) using a salting out method as reported by
(Couch et al. 2016). We used the DArTseqTM geno-
type-by-sequencing approach, which uses a combina-
tion of restriction enzyme complexity reduction and
high throughput sequencing (Courtois et al. 2013;
Cruz et al. 2013; Kilian et al. 2012) to simultaneously
identify and genotype SNP markers in the absence of a
reference genome. A double digest approach with the
restriction enzymes PstI and SphI was used for
complexity reduction before the addition of custom
adapters (Kilian et al. 2012) to restriction site over-
hangs. Fragments that included both a PstI and an SphI
adapter were amplified using primers complementary
to the adapters. These also incorporated molecular
identifier barcode tags, to allow multiplexing of up to
96 samples per sequencing run. PCR conditions
consisted of: denaturation at 94 0C for 1 min; 30
cycles of 94 0C for 20 s, 58 0C for 30 s and 72 0C for
45 s; and a final extension period of 72 0C for 7 min. PCR products were pooled for sequencing on an
Illumina HiSeq 2000 platform using 77 cycles of
single end sequencing. Raw sequence reads were
filtered and processed using a proprietary DArT
analytical pipeline. Poor quality sequences were
removed, with more stringent criteria being placed
upon the barcode region than the rest of the sequence. Approximately 2,000,000 sequences per barcode were
identified and used in marker calling, during which
identical sequences were collapsed and filtered before
screening to identify variable markers using DArT
proprietary
SNP
and
SilicoDArT
algorithms
(DArTsoft14) To further define and visualise the population
genetics of animals in Hawkes Bay, we ran a
STRUCTURE analysis (Pritchard et al. 2000) using
all loci with identical filters (n = 502) for each value
of K (assumed number of ancestral populations)
between 2 and 5 with 10 repeats each of 100,000
iterations. The first 50,000 iterations were disregarded
as burnin and then each of the 10 repeats were
summarised using the programs Evanno (Evanno et al. 2005) and Clumpp (Jakobsson, Rosenberg 2007). We ran STRUCTURE using both ancestral models
(No Admixture and Admixture) because they differ in
their underlying assumptions about the origins of the
population under study (Porras-Hurtado et al. 2013). The No Admixture scenario assumes no prior knowl-
edge about the origin of populations under study. Analysis of genotype-by-sequencing data Analysis of genotype-by-sequencing data of F1, F2 and ‘pure’ ancestry, as well as an even
number of males and females, and used the NewHy-
brid analysis to sort all 1,605 individuals into three
genetic groups: (1) largely Tasmanian in origin, (2)
largely Australian mainland in origin, and (3) of mixed
ancestry. We then stratified for collection site within
those three groups, focussing most on samples from
the sites closest to the three known sites of introduc-
tion and the previously identified contact zone
(Fig. 2), and then randomly chose individuals across
those strata for inclusion in the present study using
genotyping-by-sequencing. The R package dartR (Gruber et al. 2018) was used for
population genomic analyses of the DArTseq SNP
data, including F-statistics, principal coordinates
analysis (PCoA) and fixed difference analysis. SNPs
were filtered using the RepAvg function (Repro-
ducibility C 0.95), CallRate (0.95), with lower and
upper read depth thresholds of 5 and 90 respectively,
and to exclude monomorphic loci and secondary
SNPs. We estimated ancestry proportions using SNP data
and geographic location in tess3r (Caye et al. 2016),
for K values of between two and eight with the default
settings (code supplied on request). Fixed differences
were identified between the New Zealand and Aus-
tralian (mainland and Tasmanian combined) possum
populations and through a second analysis in which we
considered only the sub-populations at the Hawkes
Bay study site identified using PCoA and tess3r (Caye
et al. 2016). Sample selection Sample selection In order to determine the Australian origins of the
invasive possums at our study site in Hawkes Bay,
New Zealand, we obtained samples from a broad range
of locations in eastern mainland Australia (n = 19)
and Tasmania (n = 11). Specifically, we sampled
tissue (mainly ear tissue) from museum specimens
and road killed animals, from six states and territories
(Northern Territory, Australian Capital Territory,
Queensland, New South Wales, Victoria and Tasma-
nia) and Flinders Island (located in the Bass Strait
between Tasmania and mainland Australia; Fig. 2). These samples encompass the four commonly recog-
nised subspecies of Trichosurus vulpecula in eastern
and northern Australia (Kerle et al. 1991): T.v
vulpecula (south-eastern Australia), T.v. arnhemensis
(Northern Territory), T.v. johnstonii (Queensland) and 12 12 3 3 3834 C. D. Campbell et al. matic of collection locations of samples used in this study from Australia including Tasmania and Flinders I chematic of collection locations of samples used in this study from Australia including Tasmania and Flinders Island Fig. 2 Schematic of collection locations of samples used in this study from Australia including Tasmania a collection locations of samples used in this study from Australia including Tasmania and Flinders Island Specifically, we applied New Hybrid analysis (An-
derson, Thompson 2002) to the microsatellite data
previously reported by Sarre et al. (2014) to estimate
the percentage of ancestry for each individual possum
and indicate whether an individual is an F1 or F2 cross
between subspecies. We then selected individual
possums that represented all possible combinations T.v.fuliginosus (Tasmania and Flinders Island) and
represent the subspecies most likely to include the
source populations for New Zealand possums (Fig. 2). Possums from the Hawkes Bay region of New Zealand
were sampled from 24 sites (n = 253) and were
selected as a subset of the samples previously geno-
typed using microsatellite DNA (Sarre et al. 2014). 12 123 Introduction of two subspecies generated dispersal barriers 3835 Genotype-by-sequencing In
our case, we know something about the origins of the
populations drawn from the introduction history and
we have an hypothesis arising from a previous
microsatellite DNA study (mainland, Tasmanian and
Hybrid) so for this analysis we ignored that knowledge
and checked to see if the three groups still emerged. We then ran the Admixture model using our prior
knowledge of the origin of the populations to provide
insight into the proportion of individuals that can be
attributed to each of the presumed ancestral popula-
tions. In order to do this, we combined individuals
from those sites closest to the mainland introduction 12 3 3 3836 C. D. Campbell et al. sites, those from the previously identified hybrid zone
(Sarre et al. 2014) and those closest to the sites
populated by possums from Tasmania into sub-
populations A, B and C respectively. We expected
that A and C (Mainland and Tasmanian origin) would
each have a unique signature, while individuals from
population B should show a mixture of both A and C. microsatellite DNA markers (Kennington et al. 2003;
Sundqvist et al. 2016) by using the raw counts of
private alleles rather than comparisons between
observed and simulated asymmetries. Under our
approach, we consider that a detectable asymmetry
in the number of private alleles between neighbouring
sub-populations is indicative of asymmetric geneflow
between those two sub-populations. Conversely, sym-
metry in the numbers of private alleles is indicative of
equal rates of gene flow in both directions between two
sub-populations. p p
We also used a NewHybrids analysis to examine
population structure among Hawkes Bay possums. While broadly similar to that provided by STRUC-
TURE, NewHybrids analysis differs in that it uses a
detailed inheritance model to check to see if individ-
uals are indeed hybrids when two potential source
populations mainly comprising of pure individuals can
be
identified
(Anderson,
Thompson
2002). As
NewHybrids can only be applied to a maximum of
200 loci, we reduced the available loci to 15,523 by
filtering on call rate (C 0.95), and then selected the
most informative (based on their polymorphic infor-
mation content as implemented in dartR) 200 SNPs for
NewHybrids analysis, using 30,000 sweeps with a
burn in of approximately 100 sweeps, and using the
Jefferies prior for both Pi and Theta. Genotype-by-sequencing To further
validate the result and its independence from the 200
loci identified as most informative, we re-ran the
analysis with 200 randomly selected loci 30 times. To study the gene flow into and out of the contact
zone using private alleles we clustered adjacent
sample sites with the aim of obtaining an approxi-
mately even number of individuals per cluster. We
used the proximity of individuals as the main criterion
for clustering, while also considering the genetic
similarity of individuals as indicated by the NewHy-
brid approach (see above) using microsatellite DNA
data gathered previously by Sarre et al. (2014). Using
this approach, we generated six clusters (A1, B1, B2,
B3, C1, C2) within the three sub-populations and
confirmed their validity by running a Discriminant
Analysis of Principal Component (Jombart et al. 2010). We then counted the number of private alleles
for each pairwise comparison among the 6 sub-
populations. Sample sizes of individuals in each sub-
population varied between 20 and 36. To account for
the uneven number of individuals, we sampled all sub-
populations to 20 individuals (with replacement) and
counted the number of private alleles in each pair of
sub-samples. To reduce noise in the data set, we
filtered the identified markers by minor allele fre-
quency
with
a
threshold
of [ 0.1
(based
on
40*0.1 [ 4 alleles) so that a cluster contained at least
5 alleles before an allele could be called private. This
resulted in a data set of 506 SNPs, with a minimum
minor allele frequency of 0.1 and mean minor allele
frequency of 0.23. The mean number of private alleles
between each resampled pair of sub-populations was
then calculated from a thousand repetitions of the
procedure. Finally, we calculated the mean and 95%
confidence intervals of the number of private alleles
and the pairwise ratio of private alleles. Sub-popula-
tion pairs that had a private allele ratio larger than one,
in more than 975 out of 1000 cases, were considered
significantly asymmetric and hence regarded as
exhibiting asymmetric gene flow. Directionality of gene flow through asymmetry
in private alleles Results 9,000 years ago (Veevers 1991). There was also good
support for differentiation between T. v. vulpecula and
two other mainland subspecies (T. v. arnhemensis and
T. v. johnsoni) although there was overlap between the
latter two subspecies (Fig. 3). We genotyped 283 individual possums from Australia
and New Zealand using the DArTseq approach,
generating 27,339 SNPs, 6,596 of which were retained
after filtering. Ten individuals were also removed by
filtering because of high numbers of missing data
leaving a total of 273 possum genotypes for analysis. We identified far fewer private alleles in the T.v.fulig-
inosus samples from Tasmania (mean = 25.3; n = 11)
than in T.v.vulpecula sampled from mainland Aus-
tralia (mean = 296.6; n = 12). Possums sampled in
Tasmania also exhibited lower levels of expected
(0.04) and observed (0.03) heterozygosity relative to
their mainland counterparts (0.13 and 0.11 respec-
tively). There was strong support (17.3% weight for
PCoA Axis 1) for differentiation between Tasmanian
individuals of T.v.fuliginosus (including those from
Flinders Island) and all other individuals sampled
from mainland Australia (Fig. 3). These findings are
indicative of the Tasmanian history of geographical
isolation, following separation of the island from
mainland Australia by rising sea levels more than Within the Hawkes Bay study area, we identified
the three distinct sub-populations (A, B, and C) seen
previously using microsatellite DNA analysis (Sarre
et al. 2014). Sub-population A, genetically the closest
to the introduction site of animals from mainland
Australia, is discrete from sub-populations B and C,
but does not cluster with any mainland Australian
animals sampled here (Fig. 4). Sub-populations B and
C cluster most closely together and have a lower
pairwise FST (0.03; Table 1) than the other pairwise
comparisons (A-B: FST = 0.06; A-C: FST = 0.15). The
latter FST is equivalent to that observed for T. v. vulpecula and T. v. fuliginosus in their native ranges
(FST = 0.16). The highest pairwise FST values were
recorded between mainland T. v. vulpecula and groups
B and C (FST = 0.25 and 0.40 respectively; Table 1). No fixed allelic differences were observed between
any pairwise combination of the Hawkes Bay sub- Fig. 3 PCoA of SNP genotypes from Australian brushtail
possums, showing clear differences between T.v.fuliginosus
(blue–Tasmania and Flinders Island) and T.v.vulpecula (purple–
Australian mainland) along axis 1 but with some overlap
between the other two subspecies T.v. johnsoni (green) and T.v. arnhemensis (red). Directionality of gene flow through asymmetry
in private alleles To further determine the direction of interactions
within the Hawkes Bay study site, we estimated the
levels of asymmetry of gene flow between sub-
populations using a novel approach based on the
numbers of private alleles present in each sub-
population. Specifically, we used the idea that a sub-
population that has a net loss of individuals towards
another sub-population through emigration will lose
private alleles over time as it shares them with the
recipient sub-population. Under this process, the sub-
population that has fewer emigrants will lose private
alleles (through sharing) at a slower rate that its paired
sub-population while also accumulating private alleles
through genetic drift. We used this logic to explore the
direction of gene flow by counting the number of
private alleles between sub-populations across the
study area while accounting for differences in sample
size. This approach differs from those developed for 12 123 123 Introduction of two subspecies generated dispersal barriers 3837 Results Mainland possums show greater diversity
than the tightly clustered Tasmanian possums
1 3 Fig. 3 PCoA of SNP genotypes from Australian brushtail
possums, showing clear differences between T.v.fuliginosus
(blue–Tasmania and Flinders Island) and T.v.vulpecula (purple–
Australian mainland) along axis 1 but with some overlap between the other two subspecies T.v. johnsoni (green) and T.v. arnhemensis (red). Mainland possums show greater diversity
than the tightly clustered Tasmanian possums 12 3838 C. D. Campbell et al. i
d b
h
Th
ll
b
f
Fig. 4 PCoA analysis of SNP genotypes from brushtail
possums sampled from the Hawkes Bay region of New Zealand
(n = 253), mainland Australia (n = 19) and Tasmania and
Flinders Island (n = 11). Australian animals: blue = T.v. john-
soni; aqua = T.v. arnhemensis; pink = T.v. vulpecula (all
mainland); purple = T.v. fuliginosus (Tasmania). New Zealand
animals: red (A) = samples closest to the introduction site for
possums of mainland origin; brown (B) = sites previously
identified by Sarre et al. (2014) as likely to contain animals of
mixed Tasmanian and mainland ancestry; and olive green
(C) = samples closest to the first release site of Tasmanian
animals animals: red (A) = samples closest to the introduction site for
possums of mainland origin; brown (B) = sites previously
identified by Sarre et al. (2014) as likely to contain animals of
mixed Tasmanian and mainland ancestry; and olive green
(C) = samples closest to the first release site of Tasmanian
animals Fig. 4 PCoA analysis of SNP genotypes from brushtail
possums sampled from the Hawkes Bay region of New Zealand
(n = 253), mainland Australia (n = 19) and Tasmania and
Flinders Island (n = 11). Australian animals: blue = T.v. john-
soni; aqua = T.v. arnhemensis; pink = T.v. vulpecula (all
mainland); purple = T.v. fuliginosus (Tasmania). New Zealand Table 1 Pairwise Fst estimates among three groups of pos-
sums in the Hawkes Bay region of New Zealand (A = main-
land ancestry, B = mixed ancestry, C = Tasmanian ancestry)
and two subspecies of Australian common brushtail possums
(T.v. fuliginosus and T.v. vulpecula) restricted between them. The smallest number of
private alleles were seen between sub-populations B
and C, suggesting that gene flow is higher between
those two than between sub-populations A and B or
between A and C. A
B
C
T. v. Results fuliginosus
25
11
0
58.5
13.6
A
T. v. vulpecula
25
12
0
17.3
102.6
B
T. v. fuliginosus
60
11
0
24.8
4.7
B
T. v. vulpecula
60
12
0
8.0
42.2
C
T. v. fuliginosus
165
11
0
9.5
1.5
C
T. v. vulpecula
165
12
0
3.3
15.0
T.v.fuliginosus
T.v.vulpecula
11
12
0
25.3
296.6 using the STRUCTURE analysis (Fig. 6) which
showed that the most appropriate number of groups
to emerge from both No Admixture and Admixture
models was three (Fig. S2) and, as predicted, demon-
strated that the sub-population designated as ‘‘B’’ most
closely resembled a combination of sub-populations A
and C. Similarly, the NewHybrid plots (Fig. S3; S4)
show that sub-population B consists largely of F2
hybrid individuals along. Territory, that cluster closest to the Hawkes Bay
individuals of putatively mainland ancestry. We also used SNP genotype data combined with
geographic information on each sample location to
generate a visual representation of population genetic
structure among the Hawkes Bay possums only using
tess3r (Fig. 5; Fig. S1). Here, we examined three
scenarios for the ancestral makeup of the possums. (1)
Two ancestral sub-populations (mainland Australia
and Tasmania origins; k = 2); (2) Three ancestral sub-
populations (T.v.vulpecula–mainland, T. v. fuligi-
nosus–Tasmania, and the contact zone population;
k = 3);
and
(3)
Four
ancestral
sub-populations
(T.v.vulpecul–mainland, two different introductions
of T.v.fuliginosus–Tasmania, and the contact zone
population; k = 4). Our estimates of ancestry propor-
tions and ancestral allele frequencies show a clear
disjunction between the two subspecies at their contact
zone (Fig. 5; Panel 1), with the contact zone being
genetically closer to the populations descended from
T.v.fuliginosus
than
to
those
descended
from
T.v.vulpecula. The contact zone itself seems to run
to the west of the Mohaka River that divides the two
release points (Fig. 5; Panel 2). We find no evidence of
two distinct ancestral groups of T.v.fuliginosus arising
from the dual introductions of possums from Tasmania
(Fig. 5; Panel 3) and it appears that this subspecies is
relatively homogenous at its source within Tasmania
(Fig. 4). These results were similar to those obtained with small numbers of both parental genotypes
while sub-populations A and C are comprised largely
of parental individuals with mainland and Tasmanian
origins respectively. There is little evidence of F1
individuals in any of the Hawkes Bay animals
genotyped. Results vulpecula
B
0.06
–
–
–
C
0.15
0.03
–
–
T. v. vulpecula
0.12
0.25
0.40
–
T. v. fuliginosus
0.08
0.07
0.10
0.16 The PCoA analysis including all mainland Aus-
tralian, Tasmanian, and Hawkes Bay samples (Fig. 4)
shows that the majority of mainland Australian
possums are genetically different from both New
Zealand and Tasmanian individuals. In contrast, the
native Tasmanian possums cluster very closely with
the Hawkes Bay possums of putative Tasmanian
ancestry (sub-populations B and C), providing addi-
tional genetic evidence for Tasmanian ancestry for
those Hawkes Bay animals. The possums from sub-
population A appear to be distinct from both Hawkes
Bay sub-populations B and C and from the native
Tasmanian and mainland Australian samples. We
identified two mainland Australian individuals, one
sampled from around the Sydney area of New South
Wales and the other from the Australian Capital populations A, B, or C, or between any of those three
groups and the two Australian subspecies (Table 2). Private alleles were observed in all pairwise combi-
nations of groups. Overall, these data suggest that that
both B and C are composed largely of descendants of
Tasmanian animals. All three Hawkes Bay genetic
sub-populations exhibit private alleles when compared
to each other (Table 2) suggesting that gene flow is 12 123 Introduction of two subspecies generated dispersal barriers 3839 Table 2 Fixed differences, number of private alleles, and
corrected number of private alleles between Hawkes Bay, New
Zealand groups of possums (groups A, B and C) and Australian
common brushtail possums sampled from Tasmania (T.v. fuliginosus) and the south eastern mainland (T.v. vulpecula). The accumulation of fixed differences between populations
indicates low levels of gene flow. The ‘‘corrected’’ number of
private alleles has been divided by the larger of the two
samples sizes to account for the difference between groups The accumulation of fixed differences between populations
indicates low levels of gene flow. The ‘‘corrected’’ number of
private alleles has been divided by the larger of the two
samples sizes to account for the difference between groups Pop 1
Pop 2
Sample size
Pop 1
Sample size
Pop 2
Fixed differences
between populations
No. Private
alleles (corrected)
Pop 1
No. Private
alleles (corrected)
Pop 2
A
B
25
60
0
5.6
7.0
A
C
25
165
0
4.0
6.9
B
C
60
165
0
2.8
3.5
A
T. v. Results Finally,
asymmetric
geneflow
was
identified
between several pairs of the six genetic clusters using
our private allele approach (Fig. 7, Table S1). The
number of private alleles was consistently lower in
sub-population A1 (mainland origin individuals) than
in the three sub-populations within the contact zone
(B1, B2 and B3). The same was true for sub-
population C1 (Tasmanian origin individuals) relative
to sub-populations within the contact zone (B1, B2 and
B3). We also identified a significant asymmetry in the
geneflow between sub-populations C1 and C2. There
was no apparent effect of distance on the asymmetries
between clusters (Fig. S6). In summary, the asymme-
try in private alleles indicates that the direction of 12 3 3 C. D. Campbell et al. 3840 Fig. 5 Estimates of ancestry proportions and ancestral allele
frequencies in the Hawkes Bay region of New Zealand identified
using tess3r (Caye et al., 2016). This figure is generated using
SNP genotype data and geographic information on sample
locations. Three ancestral groupings were tested to visualise the
likely ancestry of the Hawkes Bay possums: Two ancestral
populations (left-hand panel: mainland Australia and Tasmania;
k = 2); Three ancestral populations (middle panel: T.v.vulpec-
ula—mainland, T. v. fuliginosus–Tasmania, and the contact
zone population; k = 3); and Four ancestral populations (right-
hand panel: T.v.vulpecula—mainland, two different introduc-
tions of T.v.fuliginosus—Tasmania, and the contact zone
population; k = 4). See Fig. S1 for a graphical representation
of the cross-validation scores Fig. 5 Estimates of ancestry proportions and ancestral allele
frequencies in the Hawkes Bay region of New Zealand identified
using tess3r (Caye et al., 2016). This figure is generated using
SNP genotype data and geographic information on sample
locations. Three ancestral groupings were tested to visualise the
likely ancestry of the Hawkes Bay possums: Two ancestral
populations (left-hand panel: mainland Australia and Tasmania; k = 2); Three ancestral populations (middle panel: T.v.vulpec-
ula—mainland, T. v. fuliginosus–Tasmania, and the contact
zone population; k = 3); and Four ancestral populations (right-
hand panel: T.v.vulpecula—mainland, two different introduc-
tions of T.v.fuliginosus—Tasmania, and the contact zone
population; k = 4). See Fig. S1 for a graphical representation
of the cross-validation scores geneflow is into the contact zone, with only minor
geneflow outwards. geneflow is into the contact zone, with only minor
geneflow outwards. Results are derived from two Australian subspecies are more
closely resembling their two ancestral entities sepa-
rated by a contact zone than one integrated population. This is despite having ample opportunity to disperse,
mingle, and interbreed for over 80 years (between 40
and 80 generations). We found that new genetic forms,
representing individuals of mixed ancestry (F2 ?)
between the two subspecies, occur mainly in the
intermediate contact zone between the sites of the
original introductions. We also observe that gene flow
tends to move inwards, into that contact zone more
commonly than outwards and found no evidence of
parental genotypes moving across the contact zone
and into the opposite parental sub-population. As such,
the contact zone that has formed appears to act as a
sink and limits dispersal. Discussion New Zealand possums are the subject of enormous
national pest animal control effort and considerable
scientific endeavour (Byrom et al. 2016; Clout, Sarre
1997; Eason et al. 2017; Forsyth et al. 2018; Goldson
et al. 2015; Livingstone et al. 2015; Montague 2000;
Rouco et al. 2018; Rouco et al. 2017). While the
history of their introduction from Tasmania and the
Australian mainland is extremely well documented,
New Zealand possums are considered almost univer-
sally to be representatives of a single lineage, albeit
one with colour variants. This view is consistent with
the prevailing taxonomy that discriminates between
them only at the subspecific level (Kerle et al. 1991). Here, we demonstrate that this expectation of possums
mixing indiscriminately with respect to subspecies,
does not hold in practice in the introduced New
Zealand population, at least within the Hawkes Bay
study area. Specifically, possums in Hawkes Bay that Our results provide clear evidence that possums in
Hawkes Bay behave as three distinct groups rather
than a single panmictic population—a result that
reflects previous findings of genetic structure at the
site (Etherington et al. 2014; Sarre et al. 2014). We
show that Hawkes Bay possums with putative Tas-
manian ancestry have high genetic similarity to
modern Tasmanian populations (T.v.fuliginosus), with 123 Fig. 6 STRUCTURE analysis plot of Hawkes Bay brushtail
possums with admixture for all loci (following filtering). The
blue vertical lines in the structure plots represent the putative
boundaries between the three groups with the left-hand side
including samples from sites closest to the introduction sites for
mainland origin animals and those on the right including
animals closest to the introduction sites for animals from
Tasmania
Fig. 7 Asymmetry in geneflow estimated using the number of
private alleles. Black lines indicate significant asymmetries in
geneflow based on 95% confidence intervals obtained through
1000 replicates of resamples of 20 individuals; the level of
significance is indicated by the thickness of the lines; arrows
indicate the predominant direction of gene flow. Grey arrows
indicate non-significant asymmetries between pairs of sub-
populations
123
Introduction of two subspecies generated dispersal barriers
3841 Introduction of two subspecies generated dispersal barriers 3841 Fig. 6 STRUCTURE analysis plot of Hawkes Bay brushtail
possums with admixture for all loci (following filtering). Discussion Alternatively, the
possums that derive from mainland Australia may be
descended from a mixture of animals from several
mainland sources, that were brought together in
Hawkes Bay, and therefore do not resemble any
single extant Australian population. Another possibil-
ity is that genetic drift—through founder effects and
80 years of isolation and/or selection imposed by a
New Zealand environment—may have altered the
genetic makeup of the Hawkes Bay population of
T.v.vulpecula sufficiently to diverge from mainland
Australian possums. This may even have resulted in
the retention of genetic variants that are now rare (or
even lost) in mainland Australia—a phenomenon seen
in stoats introduced to New Zealand from England
(Veale et al. 2015). Each of these three factors may
contribute to our observations, although the fact that
possums from sub-population A are genetically more
similar to T.v.fuliginosus and to sub-populations B and
C (Fig. 4), than they are to T.v.vulpecula, suggests that
there has been leakage of T.v.fuliginosus alleles into
sub-population A. A more detailed genomic haplo-
typic study, combined with mitochondrial DNA
analysis, may resolve this issue. Additional sampling
closer to the original release site for T.v.vulpecula in
the Hawkes Bay may also help to identify the
mainland location of origin for these possums. The distribution of private alleles among the
possum sites suggests that there is more immigration
into the contact zone than out of it, from both the
T.v.fuliginosus dominated population in the east and
north of the zone, and from the T.v.vulpecula domi-
nated population to the south west. The net result is
that
very
few
individuals
with
predominantly
T.v.vulpecula ancestry (sub-population A) migrate
completely through the contact zone (sub-population
B) and integrate into the predominantly T.v.fuligi-
nosus population (sub-population C), or vice versa. The contact zone thus appears to act as a sink for the
two subspecies and, as such, represents a non-
topographical (invisible) barrier to dispersal. The existence of non-topographical or invisible
barriers have implications for management, in this
case particularly for the national program aimed at a
predator free New Zealand (Russell et al. 2015). Populations with a mix of both grey (T.v.vulpecula)
and black (T.v.fuliginosus) individuals occur in many
parts of New Zealand (Cowan 2001; Kean 1971;
Triggs, Green 1989) and hybrid animals have been
reported previously in the Orongorongo valley on the
North Island (Kean 1971). Discussion These
genome-level observations from the Hawkes Bay
region mirror genetic patterns found more broadly in
New Zealand possums using allozyme electrophoresis
(Triggs, Green 1989). In that study, populations
consisting predominantly of black possums were
shown to be genetically similar to possums in Tasma-
nia, while predominantly grey populations were
genetically closer to Victorian and New South Wales
possums. Our results provide strong evidence that animals in
sub-population B are a hybrid form of T.v. vulpecula
and T.v. fuliginosus—the product of interbreeding
between sub-populations A and C. The formation of a
stable contact zone between two colonisers can arise
when competition between the two is stronger than
intraspecific competition or when hybrids are inviable
or less fit than the parent taxa (Goldberg, Lande 2007). To our knowledge, interactions between the two
subspecies or the viability of their offspring in nature
have not been reported. We cannot therefore distin-
guish between these two possibilities. The positioning
of the contact zone between two colonisers is likely to
be attracted to, but not necessarily centred upon, a
partial dispersal barrier (Goldberg, Lande 2007). In
the case of the possums of Hawkes Bay, the presence
of the Mohaka River between the release sites of the
mainland Australian origin T.v.vulpecula and the
Tasmanian origin T.v. fuliginosus provides such a
partial barrier, and may have influenced the position-
ing of the contact zone near the eastern edge of this
river. only modest levels of introgression of alleles from
T.v.vulpecula. In contrast, Hawkes Bay possums with
putatively Australian mainland origin are genetically
distinct from all Australian mainland individuals
genotyped. As such, we were unable to identify the
mainland Australian source for this group. These
genome-level observations from the Hawkes Bay
region mirror genetic patterns found more broadly in
New Zealand possums using allozyme electrophoresis
(Triggs, Green 1989). In that study, populations
consisting predominantly of black possums were
shown to be genetically similar to possums in Tasma-
nia, while predominantly grey populations were
genetically closer to Victorian and New South Wales
possums. There are several possible explanations for the
genetic differences observed between the putative
T.v.vulpecula
animals in
Hawkes
Bay and
the
T.v.vulpecula animals sampled from mainland Aus-
tralia. One possibility is that hybridisation between
individuals of mainland Australian and Tasmanian
origin masks the genetic signature of the mainland
origins of New Zealand possums. Discussion The
blue vertical lines in the structure plots represent the putative
boundaries between the three groups with the left-hand side
including samples from sites closest to the introduction sites for
mainland origin animals and those on the right including
animals closest to the introduction sites for animals from
Tasmania Fig. 6 STRUCTURE analysis plot of Hawkes Bay brushtail
possums with admixture for all loci (following filtering). The
blue vertical lines in the structure plots represent the putative
boundaries between the three groups with the left-hand side
including samples from sites closest to the introduction sites for
mainland origin animals and those on the right including
animals closest to the introduction sites for animals from
Tasmania including samples from sites closest to the introduction sites for
mainland origin animals and those on the right including
animals closest to the introduction sites for animals from
Tasmania including samples from sites closest to the introduction sites for
mainland origin animals and those on the right including
animals closest to the introduction sites for animals from
Tasmania Fig. 6 STRUCTURE analysis plot of Hawkes Bay brushtail
possums with admixture for all loci (following filtering). The
blue vertical lines in the structure plots represent the putative
boundaries between the three groups with the left-hand side Fig. 7 Asymmetry in geneflow estimated using the number of
private alleles. Black lines indicate significant asymmetries in
geneflow based on 95% confidence intervals obtained through
1000 replicates of resamples of 20 individuals; the level of
significance is indicated by the thickness of the lines; arrows
indicate the predominant direction of gene flow. Grey arrows
indicate non-significant asymmetries between pairs of sub-
populations Fig. 7 Asymmetry in geneflow estimated using the number of
private alleles. Black lines indicate significant asymmetries in
geneflow based on 95% confidence intervals obtained through
1000 replicates of resamples of 20 individuals; the level of significance is indicated by the thickness of the lines; arrows
indicate the predominant direction of gene flow. Grey arrows
indicate non-significant asymmetries between pairs of sub-
populations 12 123 3842 C. D. Campbell et al. only modest levels of introgression of alleles from
T.v.vulpecula. In contrast, Hawkes Bay possums with
putatively Australian mainland origin are genetically
distinct from all Australian mainland individuals
genotyped. As such, we were unable to identify the
mainland Australian source for this group. Discussion It is therefore possible that
many such contact zones occur on the main islands of
New Zealand. These zones could inhibit local disper-
sal and provide barriers that were previously invisible, 123 Introduction of two subspecies generated dispersal barriers 3843 but which could now be exploited for control. Conversely, possums can disperse quickly into depop-
ulated habitats (Efford et al. 2000; Ji et al. 2001), so
poisoning or trapping across contact zones could
inadvertently break down existing subspecific barriers
and increase local rates of dispersal. Documentation of
the existence of additional contact zones on the main
islands of New Zealand would provide greater oppor-
tunities to take advantage of these invisible barriers,
with potential to produce faster localised eradication
results. could function as barriers to dispersal across New
Zealand. These hybrid zones could provide opportu-
nities for managers to adopt a more nuanced approach
to control of this introduced pest species, by account-
ing for differences between the subspecies and by
taking advantage of previously unrecognised borders
at contact zones. Acknowledgements
We thank Arthur Georges and Andrew
O’Reilly Nugent for advice on data analysis and Matt
Young, Sam Venables, and Llara Weaver for lab assistance. Samples were kindly contributed by Robert Palmer and Leo
Joseph (Australian National Wildlife Collection), Belinda Bauer
and Kathryn Medlock (Tasmanian Museum and Art Gallery),
Tammy Gordon and David Maynard (Queen Victoria Museum
and Art Gallery), Joanne Sumner (Museum Victoria), Sandy
Ingleby (Australia Museum), Gavin Dally (Museum and Art
Gallery of the Northern Territory) and Elise Dewar (Department
of Primary Industries, Parks, Water and Environment). The New
Zealand samples were originally curated by Nicola Aitken. Possums are the principal wildlife host of bovine
tuberculosis in New Zealand (Morgan 1990), and the
main cause of Tb persistence in cattle and deer herds in
New Zealand, although the disease has not been
recorded in Australian possums (Nugent, Cousins
2014; Tweddle, Livingstone 1994). If hybrid possums
are less fit than either of the parental subspecies then
the risk that possums are susceptible to bovine
tuberculosis may be exacerbated. Moreover, there is
some evidence that black coated animals, presumably
T.v.fuliginosus, exhibit higher resistance to 1080
poison (Henderson et al. 1999; McIlroy 1982) than
T.v.vulpecula–a phenomenon that has previously been
hypothesised for marsupials more generally (Deakin
et al. 2013). Discussion Thus, baiting with 1080 (a common
approach used to control possums in New Zealand)
could affect disproportionately the viability of one
subspecies over the other, or even the viability of
certain hybrids over others. Further research in this
area, particularly through genomic analyses (Eldridge
et al. 2020) will be particularly important if total
eradication of possums is to be a key management
objective. Authors’ contribution Conceived project: SDS, CDC, BG,
AJM, PC; Collected samples: PC (direct trapping of New
Zealand samples) with SDS; CDC coordination of collection of
Australian samples from roadkill and museum specimens;
Conducted lab work: CDC; Conducted analyses and generated
figures: CDC and BG; Wrote the manuscript: CDC and SDS
with contributions from AJM, CEH, BG, PC. All authors read
and approved the final manuscript. Funding
Project funding was provided to SDS from the
Invasive Animals CRC (1.L.21). CDC was supported by an
Australian Postgraduate Award and an Invasive Animals CRC
postgraduate scholarship. Code availability
All genetic data are available on https://
figshare.com/;
https://doi.org/10.6084/m9.figshare.13040522
(embargoed for 12 months). Declarations In conclusion, we have identified clear evidence of
a contact zone or border between two subspecies of
introduced brushtail possums in Hawkes Bay, New
Zealand, that produces a hybrid form. More work is
required to determine whether this zone has formed
because of inter-sub-specific competition or reduced
hybrid fitness. The contact zone functions as a sink,
with an asymmetry of gene flow tending towards the
contact zone and away from both subspecies. It is
therefore likely that the zone functions as a barrier to
dispersal between the subspecies. Greater sampling
would be required to determine the extent of the
contact zone. Given the widespread overlapping
distribution of the two subspecies in New Zealand, it
is possible that there are many such hybrid zones that Conflict of interest
There were no conflicts of interest or
competing interests identified. Ethics approval
Possum tissues were obtained from muse-
ums, the UC tissue collection (reported previously in Sarre et al. 2014), or road killed animals in Tasmania. The latter were
collected under a licence to collect roadkill in Tasmania issued
by Tasmania’s Department of Primary Industries, Parks, Water
and Environment (Permit No. 13240). Open Access
This article is licensed under a Creative Com-
mons Attribution 4.0 International License, which permits use,
sharing, adaptation, distribution and reproduction in any med-
ium 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 12 3 3 3844 C. D. Campbell et al. Pests Department of Conservation, Christchurch, New
Zealand, 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
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pp. 1–28 123
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To cite this version: To cite this version:
Christina Fieber, Marton Janos, Tina Koestler, Nina Gratz, Xiao-Dong Li, et al.. Innate Immune
Response to Streptococcus pyogenes Depends on the Combined Activation of TLR13 and TLR2. PLoS ONE, 2015, 10 (e0119727), 10.1371/journal.pone.0119727.s001. hal-01218062 Christina Fieber, Marton Janos, Tina Koestler, Nina Gratz, Xiao-Dong Li, et al.. Innate Immune
Response to Streptococcus pyogenes Depends on the Combined Activation of TLR13 and TLR2. PLoS ONE, 2015, 10 (e0119727), 10.1371/journal.pone.0119727.s001. hal-01218062 HAL Id: hal-01218062
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within the paper and its Supporting Information files. Funding: This work was supported by the Austrian
Science Fund (FWF) grants P24540-B21 and
W1220-B09 DP ‘Molecular Mechanisms of Cell
Signaling’ to PK, by funding from the European Union
Seventh Framework Programme Marie Curie Initial
Training Networks (FP7-PEOPLE-2012-ITN) for the
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X-D, Castiglia V, et al. (2015) Innate Immune
Response to Streptococcus pyogenes Depends on
the Combined Activation of TLR13 and TLR2. PLoS
ONE 10(3): e0119727. doi:10.1371/journal. pone.0119727 Innate Immune Response to Streptococcus
pyogenes Depends on the Combined
Activation of TLR13 and TLR2 Christina Fieber1, Marton Janos1, Tina Koestler2, Nina Gratz1¤, Xiao-Dong Li6,
Virginia Castiglia1, Marion Aberle1, Martina Sauert1, Mareike Wegner3, Lena Alexopoulou4,
Carsten J. Kirschning5, Zhijian J. Chen6, Arndt von Haeseler2,7, Pavel Kovarik1* 1 Max F. Perutz Laboratories, University of Vienna, Vienna, Austria, 2 Center for Integrative Bioinformatics
Vienna, Max F. Perutz Laboratories, University of Vienna, Medical University of Vienna, Vienna, Austria, 3
Universitätsklinikum Freiburg, Universitäts-Hautklinik, Freiburg, Germany, 4 Centre d'Immunologie de
Marseille-Luminy (CIML), Aix-Marseille Université UM 2, Marseille, France, 5 Institute of Medical
Microbiology, University of Duisburg-Essen, Essen, Germany, 6 Howard Hughes Medical Institute,
Department of Molecular Biology, University of Texas Southwestern Medical Center, Dallas, Texas, United
States of America, 7 Bioinformatics and Computational Biology, Faculty of Computer Science, University of
Vienna, Vienna, Austria ¤ Current address: Department of Infectious Diseases, St. Jude Children's Research Hospital, Memphis,
Tennessee, United States of America
* pavel.kovarik@univie.ac.at Academic Editor: Jörg Hermann Fritz, McGill
University, CANADA Academic Editor: Jörg Hermann Fritz, McGill
University, CANADA Copyright: © 2015 Fieber et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. Data Availability Statement: All relevant data are
within the paper and its Supporting Information files. Abstract Innate immune recognition of the major human-specific Gram-positive pathogen Strepto-
coccus pyogenes is not understood. Here we show that mice employ Toll-like receptor
(TLR) 2- and TLR13-mediated recognition of S. pyogenes. These TLR pathways are non-
redundant in the in vivo context of animal infection, but are largely redundant in vitro, as only
inactivation of both of them abolishes inflammatory cytokine production by macrophages
and dendritic cells infected with S. pyogenes. Mechanistically, S. pyogenes is initially recog-
nized in a phagocytosis-independent manner by TLR2 and subsequently by TLR13 upon in-
ternalization. We show that the TLR13 response is specifically triggered by S. pyogenes
rRNA and that Tlr13−/−cells respond to S. pyogenes infection solely by engagement of
TLR2. TLR13 is absent from humans and, remarkably, we find no equivalent route for S. pyogenes RNA recognition in human macrophages. Phylogenetic analysis reveals that
TLR13 occurs in all kingdoms but only in few mammals, including mice and rats, which are
naturally resistant against S. pyogenes. Our study establishes that the dissimilar expression
of TLR13 in mice and humans has functional consequences for recognition of S. pyogenes
in these organisms. Academic Editor: Jörg Hermann Fritz, McGill
University, CANADA
Received: June 16, 2014
Accepted: January 30, 2015
Published: March 10, 2015
Copyright: © 2015 Fieber 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. Innate Immunity to Streptococcus pyogenes Depends on TLR2 and TLR13 which have most likely evolved by gene duplication and exon shuffling from an ancestral gene
early in metazoan evolution [1]. TLRs recognize specific pathogen-associated molecular pat-
terns (PAMPs) which are common to different pathogen species. Streptococcus pyogenes, also
called Group A Streptococcus, is an important Gram-positive human pathogen yet its recogni-
tion by innate immune cells remains unknown [2,3]. S. pyogenes causes a broad range of mostly
self-limiting diseases including pharyngitis (strep throat), scarlet fever or impetigo [4,5]. It may
also cause invasive and life-threatening infections such as necrotizing fasciitis and toxic shock
with *30% mortality rate. S. pyogenes accounts for over 700 million mild and more than
650,000 severe invasive infections worldwide annually [6]. Together with S. pneumoniae, S. pyogenes is one of the most frequently found co-infecting bacteria in specimens of the 1918 flu
pandemics and in patients of the recent H1N1 flu outbreak [7]. data collection and analysis, decision to publish, or
preparation of the manuscript. data collection and analysis, decision to publish, or
preparation of the manuscript. Competing Interests: The authors declare no
financial or commercial conflict of interest. The exceptionally large variety of S. pyogenes-related infectious diseases is caused in part by
variations of virulence factor armament of S. pyogenes strains and in part by the genetic make-
up of the host [8,9]. On the host site, animal studies demonstrated that innate immune cells,
most notably macrophages, dendritic cells and neutrophils, play an essential role in defense
during subcutaneous infection, a model of invasive S. pyogenes infection [10–13]. Despite the importance of the innate immune system for host defense, the TLRs and
PAMPs involved in functional recognition of S. pyogenes are not defined. We and others have
shown that S. pyogenes-induced production of inflammatory cytokines, including TNF and IL-
6, by murine bone marrow-derived macrophages (BMDMs; bone marrow cells differentiated
in the presence of CSF1) and conventional dendritic cells (cDCs; bone marrow cells differenti-
ated in the presence of GM-CSF) is entirely dependent on the signaling adaptor MyD88. Con-
sistently, MyD88 is required for survival of mice during S. pyogenes infection [14]. The TLRs
triggering the protective innate immune response are not known. Studies by us and others
demonstrated that S. pyogenes induces cytokine production in the absence of the MyD88-de-
pendent TLR2, TLR4 and TLR9 [13,15]. Introduction Several receptor families are employed by innate immune cells to detect infecting agents, Toll-
like receptors (TLRs) being the most prominent members. Mammals possess several TLRs 1 / 20 PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 Mice Tlr2−/−, Tlr3−/−, Tlr7−/−, Tlr8−/−, Tlr379 triple knockout, Trif−/−, Tlr13−/−, Unc93b1−/−, and
Unc93b1Tlr2 double knockout, MyD88−/−mice were on C57BL/6 background and housed
under specific pathogen-free conditions. C57BL/6 wild type (WT) mice were purchased from
Charles River Laboratories. Age- and sex-matched 7–12 weeks old mice were used
for experiments. Ethics statement All animal experiments were carried out in accordance with the Austrian law for animal care
(GZ 680 205/67-BrGt/2003). Animal experiments were authorized through the licenses
BMWF-66.009/0031-II/10b/2008 and BMWF-66.006/0006-II/3b/2013, issued by the Austrian
Ministry of Science to PK. Bacterial cultures The Streptococcus pyogenes serotype M1 strains ISS3348 (provided by Roberta Creti, Instituto
Superiore di Sanita, Italy) was used as described previously [21]. As exemplified by our
study, the lack of TLR13 in humans results in the lack of TLR-mediated recognition of S. pyo-
genes rRNA. A 13 nucleotide long sequence of bacterial 23S rRNA
has been recently demonstrated to act as PAMP recognized by the TLR13 in murine cells [16–
18]. TLR13, whose ligand has long remained unknown, is located in endosomes and similarly
to other endosomal TLRs (TLR3, TLR7, TLR9) requires Unc93b1, a COPII vesicle membrane
protein, for trafficking to endosomes [19,20]. Deletion of Unc93b1 abolishes responses of cells
to ligands sensed by endosomal TLRs including TLR13 [19,20]. It remains unknown whether
recognition of bacterial rRNA by TLR13 regulates the host defense in mice. Importantly, it is
not understood how human immune cells recognize S. pyogenes and whether S. pyogenes RNA
plays a role in this process. Here we report that S. pyogenes infection of mouse BMDMs and cDCs triggers both TLR2
and TLR13 pathways. Both pathways are to large part redundant in vitro: the TLR2 pathway
becomes apparent only in Tlr13−/−cells thereby explaining the lack of evidence for a role of
TLR2 in previous studies. The TLR13 pathway is activated by S. pyogenes rRNA and is depen-
dent on phagocytosis and endosomal recognition. Consistently, we find that Unc93b1 plays an
essential role in cytokine induction by S. pyogenes RNA. Unexpectedly, the TLR2 and the endo-
somal TLR recognition pathway are not redundant in vivo: mice deficient in either of these
pathways display an increased susceptibility to S. pyogenes infection. These data show that a
protective immune reaction is mounted only by triggering both pathways. Humans lack
TLR13 and we find that human innate immune cells are not capable of inducing TNF and IL-8
in response to S. pyogenes RNA. We demonstrate that human cells sense S. pyogenes through
TLR2. However, human primary macrophages produce TNF and IL-8 upon S. pyogenes infec-
tion also under conditions of antibody-mediated TLR2 inhibition indicating that a TLR2-inde-
pendent sensing pathway operates in these cells. Phylogenetic analysis reveals a remarkable
lack of TLR13 in primates including humans as opposed to mice and rats, which possess highly 2 / 20 Innate Immunity to Streptococcus pyogenes Depends on TLR2 and TLR13 conserved Tlr13 genes and are naturally resistant against S. pyogenes. As exemplified by our
study, the lack of TLR13 in humans results in the lack of TLR-mediated recognition of S. pyo-
genes rRNA. conserved Tlr13 genes and are naturally resistant against S. pyogenes. PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 Cell culture Primary bone marrow derived macrophages (BMDMs) and conventional dendritic cells
(cDCs) were obtained from the femur and tibia bone marrow of 7–10 weeks old mice and
stimulated as described previously [15,21]. Human Embryonic Kidney 293 cells (HEK) cells
were cultivated in DMEM with 10% FCS. HEK293XL cells stably expressing either human
TLR7 or TLR8 were obtained from Invivogen, and HEK cells stably expressing human TLR3
were generated by stable transfection with the vector pUNO-HA bearing human TLR3 (Invivo-
gen). THP-1 cells were cultivated in Roswell Park Memorial Institute medium (RPMI) with
10% FCS. THP-1 cells were differentiated using 10 nM PMA in RPMI with 10% FCS for 24
hours followed by cultivation for additional 48 hours in RPMI with 10% FCS without PMA. THP-1 cells stably expressing TLR13 were generated by lentiviral transduction. HA-tagged
mouse TLR13 was cloned from pUNO1-mTLR13-HA3x (Invivogen) into pCDH-CMV-
MCS-EF1-puro (System Biosciences) and packaged in HEK293T cells using pMDLg/pRRE
(Addgene#12251), pCMV-VSV-G (Addgene #8454) and pRSV-Rev (Addgene #12253). Trans-
duced cells were selected with 1.5 μg/ml puromycin followed by clonal expansion and screen-
ing for clones positive for expression of the HA epitope-tagged TLR13. Human peripheral
blood mononuclear cells (PBMC) were isolated by Ficoll-Paque (GE Healthcare) density cen-
trifugation from buffy coats (purchased from Red Cross, Vienna). To differentiate PBMC into
monocyte-derived macrophages approximately 1–2x108 cells were plated in RPMI 1640 media
with 2 mM L-glutamine containing 7.5% heat-inactivated (HI) autologous human fibrin-de-
pleted plasma and antibiotics (MoAM; monocyte adhesion media) in 15 cm round dishes for
45–90 min. Non-adherent cells were removed by gently washing the dish with warm media,
fresh MoAM was added and the cells were left in an incubator at 37°C with 5% CO2 overnight. The next day, the monocytes were detached with PBS containing 5 mM EDTA, counted and 3 / 20 PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 Innate Immunity to Streptococcus pyogenes Depends on TLR2 and TLR13 plated in X-Vivo 10 (Lonza, 04-743Q) supplemented with 1% HI autologous human fibrin-de-
pleted plasma, 2 mM glutamine and antibiotics. The experiment was performed on day 7 to 8. S. pyogenes infection in vitro For infection assays, cells were seeded on 6 cm dishes (1x106 cells/dish) or 12-well plates (2–
3x105 cells/well for human primary macrophages) in media without antibiotics. Cells were
then infected as described previously with some minor changes [21]. Briefly, cells were infected
with S. pyogenes at a multiplicity of infection (MOI) of 50 or 100. After 30 min of incubation at
37°C, bacteria were killed by adding 60 μg/ml penicillin to the media. Infections under condi-
tions of blocked phagocytosis were performed by pre-treatment of cells with cytochalasin D
(50 μM; Sigma) 30 min prior to infection with S. pyogenes. For TLR neutralization, antibodies
against human TLR2 (5 μg/ml; Invivogen, maba2-htlr2) and control IgG antibodies (5 μg/ml;
Invivogen, maba2-ctrl), or antibodies against mouse TLR2 (5 μg/ml; eBioscience, 16-9024-83)
and control IgG (5 μg/ml; eBioscience, 14-4714) were used 30 min prior to infection. Experimental model of S. pyogenes infection Standard model of subcutaneous S. pyogenes infection was used as described previously [21]. Survival curves were analyzed by the Logrank Test using GraphPad Prism 4 (GraphPad soft-
ware, San Diego, USA). All data are presented as mean SD. Comparison between two groups
was performed using t-test. P values 0.05 were considered as significant. S. pyogenes extracts S. pyogenes extracts treated with proteinase K, DNase or RNase were generated as described
previously [21]. PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 S. pyogenes RNA and DNA fractions Isolation of bacterial RNA and DNA was performed according to standard techniques, with
some modifications [22]. Briefly, for RNA isolation bacteria were grown to mid-log phase and
lysed using 2% SDS and 1 mg/ml proteinase K (Sigma-Aldrich). For isolation of RNA, Trizol
LS reagent (Invitrogen) was used. RNA was treated with DNase (TURBO DNA-free; Ambion). For RNA-free samples RNA was treated with RNase A (Roche, 10 mg/ml, heat-inactivated)
for30 min at 37°C followed by addition of EDTA (pH 8, 2.5 mM) and further incubation for
10 min at 70°C. For control, sample containing only H2O (RNase control) was treated in the
same way. mRNA fraction was obtained using the MICROBExpress Kit (Ambion). Briefly,
after the Trizol step of the total bacterial RNA isolation fragments shorter than 200 nucleotides
were removed from total RNA using miRNeasy Mini Kit (Qiagen). mRNA was then isolated ac-
cording to the MICROBExpress Kit protocol. Bacterial rRNA was eluted from the MICROBExpress
Kit beads by adding TE buffer and incubating for 10 min at 70°C. Bacterial mRNA isolated
with the MICROBExpress Kit contained 0.3% bacterial rRNA as assessed with qPCR analysis. Pure bacterial mRNA was obtained from total RNA using the Ribo-Zero rRNA Removal Kit
(Epicenter) which yields mRNA without contaminating rRNA, but does not allow elution of
rRNA. For DNA preparation, over-night cultures of bacteria were harvested, resuspended in
TE buffer (10 mM Tris-HCl pH 8, 1 mM EDTA) and treated with lysozyme (Sigma, 2.5 mg/
ml) for 30 min at 37°C. Subsequently, RNase A (10 mg/ml), 20% SDS and 0.5 M EDTA were
added. After incubation for 40 min at 37°C, 20 mg/ml proteinase K was added, and the samples
were further incubated for 30 min at 37°C. DNA was isolated using phenol:chloroform:isoamy-
lalcohol (Sigma-Aldrich). Isolated bacterial DNA was treated with RNase A (10 mg/ml) for PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 4 / 20 Innate Immunity to Streptococcus pyogenes Depends on TLR2 and TLR13 30 min at 37°C. Adherent macrophages and HEK cells were seeded (1x106 cells per 6 cm dish)
the day prior to transfection, non-adherent cDCs and THP-1 cells (1x106 cells per 6 cm dish)
were seeded 2 hours prior to transfection, PMA-stimulated THP-1 cells were seeded 3 days
prior to transfection (1x106 cells per 6 cm dish) with 1 to 5 μg RNA or DNA using DOTAP. S. pyogenes RNA and DNA fractions The transfection mixture was added to dishes containing 1.5 ml media without antibiotics. Quantitative RT-PCR (qRT-PCR) qRT-PCR was performed as described previously [21] using Quantitec Primer Assays (QIA-
GEN) and the SYBR Green (Promega) detection on the Realplex Mastercycler (Eppendorf). For normalization, the mouse Hprt primers mHPRT-fwd 50-GGATTTGAATCACGTTTGTG
TCAT-30, and mHPRT-rev 50-ACACCTGCTAATTTTACTGGCAA-30; and the human HPRT
primers hHPRT- fwd 5- TGT GTG CTC AAG GGG GGC-3’ and hHPRT-rev 5’-CGT GGG
GTC CTT TTC ACC-3’ were used. Cytokine measurement Cytokines in supernatants of stimulated cells were measured using DuoSET ELISA kits (R&D
Systems) for mouse and human TNF, mouse IL-6 and human IL-8. Identification of predicted TLR13 orthologs Mouse TLR13 protein sequence was used for searching the OMA Browser (http://omabrowser. org) [23] which contains about 1,320 species. To account for species not present in the OMA
Browser we additionally performed a standard NCBI Blast search (http://blast.ncbi.nlm.nih. gov) [24] against the non-redundant protein sequences [25]. The OMA Browse hits amended
with NCBI Blast hits were further analyzed using FACT (Feature Architecture Comparison
Tool; http://www.cibiv.at/FACT) [26] to identify those sequences which exhibit similar feature
architecture as the query protein (mouse TLR13). If the architecture was similar, then the table
entry was regarded as predicted ortholog. Thus, the predicted orthologs are similar in sequence
and in their feature architecture and can be regarded to a high degree of confidence as
true orthologs. Fluorescence microscopy Fluorescence microscopy Fluorescence microscopy was performed as described previously [21]. Transfection and stimulation of cells For one dish or well, 10 μl of bacterial extracts (containing 5 μg of nucleic acids), or 1 to 5 μg of
purified RNA or DNA were used to form complexes with 30 μl DOTAP (Roche) as described
previously [21]. The TLR3 ligand poly(I:C) (5 μg, Amersham), the TLR13 ligand (RNA oligori-
bonucleotide SA19 with the sequence 5’-GGACGGAAAGACCCCGUGG-3’ [16], 1 μg or 5 μg)
and the poor TLR13 ligand (RNA oligoribonucleotide mut-SA19 with the sequence 5’-GGAC
GGGAAGACCCCGUGG-3’ [16], 1 μg) were transfected into cells using DOTAP. The TLR7
and TLR8 ligand R848 (Invivogen) was used at 5 μg/ml, LPS (from E.coli, Sigma) was used at
10 ng/ml and LTA (Invivogen) was used at 5 μg/ml. S. pyogenes rRNA activates mouse BMDMs and cDCs by triggering
TLR13 S. pyogenes infection of BMDMs and cDCs induces a cytokine burst in a MyD88-dependent
but TLR2-, TLR4- and TLR9-independent way [13,15]. We tested the role of other TLRs
known to signal in MyD88-dependent manner. We included TLR3/TLR7/TLR9 (TLR379) tri-
ple-deficient cells to account for potential redundancy of these three nucleic acids-sensing
TLRs, Trif-deficient cells to directly assess the downstream signaling adaptor of TLR3, and
TLR8-deficient cells. BMDMs and cDCs lacking TLR8 or Trif as well as cells TLR379 triple-de-
ficient cells responded to S. pyogenes infection by producing TNF and IL-6 in comparable
amounts to wild type (WT) control cells (Fig. 1A and C). Similarly, induction of IL-6 was not
impaired in TLR379 triple-deficient BMDMs and cDCs (Fig. 1B and D). We have recently shown that S. pyogenes RNA induced IFN-β in cDCs, but not BMDMs
[21]. S. pyogenes DNA was able to stimulate IFN-β in BMDMs but not cDCs [21]. Further, S. pyogenes RNA was shown to induce proinflammatory cytokines in cDCs [18]. To directly com-
pare the stimulatory activity S. pyogenes nucleic acids in BMDMs and cDCs, we transfected S. pyogenes extracts treated with DNase I, RNase A, or proteinase K into cells using DOTAP
which mediates delivery into endosomes but not cytosol [29]. With the exception of the RNase
A-treated fraction, all were able to activate TNF production in both cell types (Fig. 1E and F)
showing that S. pyogenes RNA but not DNA was functionally recognized. DNA purified from
S. pyogenes did not stimulate TNF production in BMDMs and cDCs (Fig. 1G). Purified S. pyo-
genes RNA elicited responses in TLR8-, Trif-, and TLR379-deficient BMDMs and cDCs but
not in MyD88−/−cells (Fig. 1H and I). Thus, stimulation of mouse innate immune cells with S. pyogenes RNA recapitulated responses to infection of cells with live S. pyogenes. rRNA of several bacterial species was shown to stimulate TLR13 [16,17]. Total S. pyogenes
RNA could stimulate TLR13 in cDCs [18]. To determine the stimulatory function of S. pyo-
genes RNA in more detail, we separated total S. pyogenes RNA into mRNA, 16S and 23S rRNA,
and into a fraction containing RNA smaller than 200 nucleotides including tRNA and 5S
rRNA. Stimulation of BMDMs with rRNA resulted in TNF induction similar to stimulation
with total RNA (Fig. 1J). In contrast, RNA <200 nucleotides was not stimulatory and the
mRNA fraction exhibited a strongly decreased ability to induce TNF (Fig. 1J). Phylogenetic analysis The evolutionary relationships among TLR13 proteins in species and TLR repertoires in hu-
mans and mice were constructed using alignment with mafft with the linsi option [27], and the
tree was reconstructed with iqtree (-m TEST −b 100) [28]. 5 / 20 PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 Innate Immunity to Streptococcus pyogenes Depends on TLR2 and TLR13 PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 GenBank accession numbers
Tnf: NM_013693, TNF: NM_000594, Il6: NM_031168, Il8: NM_000584, MyD88: NM_010851,
Tlr2: NM_011905, Tlr3: NM_126166, TLR3: NM_003265, Tlr4: NM_021297, Tlr7:
NM_133211, TLR7: NM_016562, Tlr8: NM_133212, TLR8: NM_138636, Tlr13: NM_205820,
Trif: NM_174989, Unc93b1: NM_019449, Hprt: NM_013556, HPRT: NM_000194 GenBank accession numbers
Tnf: NM_013693, TNF: NM_000594, Il6: NM_031168, Il8: NM_000584, MyD88: NM_010851,
Tlr2: NM_011905, Tlr3: NM_126166, TLR3: NM_003265, Tlr4: NM_021297, Tlr7:
NM_133211, TLR7: NM_016562, Tlr8: NM_133212, TLR8: NM_138636, Tlr13: NM_205820,
Trif: NM_174989, Unc93b1: NM_019449, Hprt: NM_013556, HPRT: NM_000194 S. pyogenes rRNA activates mouse BMDMs and cDCs by triggering
TLR13 Detailed analysis
revealed that the mRNA fraction contained 0.3% rRNA. To evaluate whether the contaminat-
ing rRNA in the mRNA fraction was responsible for the residual TNF-inducing activity we em-
ployed a different RNA separation method which allowed isolation of pure mRNA but not
other RNA fractions. The rRNA-free mRNA was no longer able to induce TNF (Fig. 1K). Thus, rRNA is the sole cytokine-inducing component of S. pyogenes RNA in both BMDMs and
cDCs suggesting TLR13-mediated recognition, as reported for 23S rRNA from other bacterial
species [16,17]. We confirmed the role of TLR13 by using Tlr13−/−BMDMs and cDCs: Tlr13−/−
cells were not responding to S. pyogenes RNA (Fig. 1L-O). In conclusion, TLR13 is a non-redun-
dant immune receptor for sensing S. pyogenes rRNA by both BMDMs and cDCs. 6 / 20 PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 S. pyogenes infection triggers TLR2 and Unc93b1-dependent TLR13
responses TLR13 has been localized to endosomes suggesting that the recognition of S. pyogenes RNA oc-
curs after phagocytosis [30]. In agreement, exposure of cells to S. pyogenes RNA in the absence
of DOTAP did not result in TNF induction (Fig. 2A). The endosomal TLR sorting chaperon
Unc93b1 is required for signaling through endosomal TLRs [19,20,31]. Unexpectedly, S. pyo-
genes infection of Unc93b1-deficient BMDMs resulted in comparable TNF production as infec-
tion of WT cells (Fig. 2B). These findings implied that during infection with live bacteria, the
endosomal pathway recognizing S. pyogenes RNA was redundant with another mode of S. pyo-
genes recognition. Deficiency in TLR2, which is involved in endocytosis-independent recogni-
tion of cell wall components from Gram-positive bacteria, resulted in slightly reduced cytokine
production early after infection but at later time points the responses of TLR2-deficient and
WT BMDMs were comparable (Fig. 2B), in agreement with previous studies [13,15]. The con-
tribution of TLR2-depedent pathway was more apparent in cDCs but it became less visible
with increasing time of infection (Fig. 2C). Lack of TLR2 strongly impaired cytokine produc-
tion by cDCs in the very early phase (i.e. 2.5 h post infection), whereas this phase appeared nor-
mal in Unc93b1-deficient cells. Moreover, the TLR2-mediated TNF accumulation (i.e. TNF
produced in Unc93b1-deficient cells) was increasing over time suggesting that cells were pro-
ducing cytokines also at later time points, i.e. at the time when the Unc93b1 pathway was also
becoming active. To test this, we stimulated solely the TLR2 pathway using LTA, and replaced
the LTA-containing medium with medium without LTA 1 or 2 h after stimulation followed by
additional incubation for 5 or 4 h, respectively. The supernatants of these cells contained
comparable TNF amounts, but the TNF levels were lower than those produced by cells with
permanent presence of LTA (i.e. cells without media change) (Fig. 2D). This experiment dem-
onstrated that the cells were continuously producing TNF during the incubation period. The
temporal profile of TNF production by S. pyogenes-infected cells (Fig. 2B and D) was consistent
with a largely host cell surface-localized TLR2-dependent S. pyogenes recognition early in the
infection and an endosome-dominated recognition in the later phase. The endosomal recogni-
tion was triggered by S. pyogenes RNA, as revealed by the lack of responses in Unc93b1-defi-
cient cells stimulated with RNA (Fig. 2E). To confirm that in the absence of phagocytosis the recognition of S. Innate Immunity to Streptococcus pyogenes Depends on TLR2 and TLR13 into BMDMs (E) or cDCs (F) using DOTAP. After stimulation for 6 h, supernatants were collected and TNF release was measured by ELISA. (G) RNA or DNA
isolated from S. pyogenes was transfected into WT BMDMs or cDCs and after 6 h of stimulation supernatants were collected and TNF release was measured
by ELISA. (H, I) BMDMs (H) and cDCs (I) from Tlr8−/−, Trif−/−, MyD88−/−and Tlr379 triple-deficient mice as well as control mice (WT) were transfected with
S. pyogenes or mammalian RNA or left untreated. Supernatants were collected after 6 h and TNF release was measured by ELISA. (J) S. pyogenes total
RNA as well as the mRNA (isolated with the MICROBExpress Bacterial mRNA Enrichment Kit, contains 0.3% rRNA), rRNA and nt>200 fractions were used
for transfection of BMDMs. TNF release was determined in supernatants of cells after 6 h of stimulation using ELISA. (K) S. pyogenes total RNA as well as
the mRNA (isolated with the Ribo-Zero rRNA Removal Kit) were transfected into BMDMs. TNF release was measured 6 h after stimulation using ELISA. (L—
O) BMDMs (L, M) and cDCs (N, O) from Tlr13−/−mice as well as control mice (WT) were transfected with S. pyogenes or mammalian RNA or left untreated. Supernatants were collected after 6 h and TNF (L, N) or IL-6 (M, O) release was measured by ELISA. Error bars in all panels represent SDs (n3). doi:10.1371/journal.pone.0119727.g001 doi:10.1371/journal.pone.0119727.g001 Fig 1. S. pyogenes rRNA induces cytokine production in a TLR13-dependent way and independently of TRIF, TLR3, TLR7,
Innate Immunity to Streptococcus pyogenes Dep Innate Immunity to Streptococcus pyogenes Depends on TLR2 and TLR13 Fig 1. S. pyogenes rRNA induces cytokine production in a TLR13-dependent way and independently of TRIF, TLR3, TLR7, TLR8 and TLR9. BMDMs
(A, B) or cDCs (C, D) from Tlr8−/−, Trif−/−or Tlr379 triple-deficient mice as well as control mice (WT) were infected with S. pyogenes (MOI = 50) or left
uninfected. At indicated time points, supernatants were collected and TNF (A, C) or IL-6 (B, D) release was measured by ELISA. (E, F) S. pyogenes cells
were sonicated and the extracts were treated with either DNase I, RNase A, proteinase K, or left untreated (control extract). These extracts were delivered Fig 1. S. pyogenes rRNA induces cytokine production in a TLR13-dependent way and independently of TRIF, TLR3, TLR7, TLR8 and TLR9. BMDMs
(A, B) or cDCs (C, D) from Tlr8−/−, Trif−/−or Tlr379 triple-deficient mice as well as control mice (WT) were infected with S. pyogenes (MOI = 50) or left
uninfected. At indicated time points, supernatants were collected and TNF (A, C) or IL-6 (B, D) release was measured by ELISA. (E, F) S. pyogenes cells
were sonicated and the extracts were treated with either DNase I, RNase A, proteinase K, or left untreated (control extract). These extracts were delivered PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 NE | DOI:10.1371/journal.pone.0119727
March 10, 2015 7 / 20 PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 S. pyogenes infection triggers TLR2 and Unc93b1-dependent TLR13
responses pyogenes proceeds ex-
clusively in a TLR2-dependent way, we infected WT and TLR2-deficient BMDMs in the pres-
ence of the phagocytosis inhibitor cytochalasin D. The blockage of phagocytosis almost
abolished responses of TLR2-deficient cells to S. pyogenes (Fig. 2F) and prevented S. pyogenes
internalization (Fig. 2G). To further substantiate the essential role of TLR2 and the endosomal
TLRs in sensing S. pyogenes we infected TLR2 and Unc93b1 double-deficient cells.Responses
of these cells to S. pyogenes infection were lost (Fig. 2H-J). Since we showed that TLR13 was the
only endosomal TLR capable of sensing S. pyogenes (Fig. 1), the results obtained using TLR2
and Unc93b1 double-deficient cells further strengthened the exclusive roles of TLR2 and 8 / 20 PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 Innate Immunity to Streptococcus pyogenes Depends on TLR2 and TLR13 and after medium change cells were incubated without LTA for additional 5 or 4 h, respectively, As a control, BMDMs were treated with LTA for 6 h. TNF was
determined in the supernatants by ELISA. (E) BMDMs from Unc93b1−/−mice as well as control mice (WT) were transfected with streptococcal- or
mammalian RNA. Supernatants were collected after 6 h and TNF release was measured by ELISA. (F) BMDMs from Tlr2−/−as well as control mice (WT)
were pre-treated for 30 min with cytochalasin D or left untreated prior infection with S. pyogenes (MOI = 50). At indicated time points, supernatants were
collected and TNF release was measured by ELISA. (G) BMDMs were pre-treated with cytochalasin D (right panels) or left untreated (left panels) before
infection with CFSE-labeled (green) S. pyogenes (MOI = 50). After 4 h cells were fixed and stained with anti S. pyogenes antibody (anti-S.p.) for extracellular
bacteria (red). Immunofluorescence image depicts CFSE labeled bacteria (both extra- and intracellular) in green, extracellular antibody-stained bacteria in
red, and a merge of the two channels in showing extracellular bacteria in yellow and intracellular bacteria in green. (H—J) BMDMs (H, I) and cDCs (J) from
Unc93b1Tlr2 double-deficient mice as well as control mice (WT) were infected with S. pyogenes (MOI = 50) or left uninfected. At indicated time points,
supernatants were collected and TNF (H, J) or IL-6 (I) release was measured by ELISA. LPS treatment (6 h) served as specificity control. (K—M) BMDMs (K,
L) and cDCs (M) from Tlr13−/−as well as control mice (WT) were incubated for 30–45 min with anti-TLR2, control IgG or left untreated prior to infection with
S. pyogenes (MOI = 100) or stimulation with LTA. Supernatants were collected 4 h after infection and TNF (K, M) or IL-6 (L) release was measured by ELISA. Error bars in all panels represent SDs (n3). and after medium change cells were incubated without LTA for additional 5 or 4 h, respectively, As a control, BMDMs were treated with LTA for 6 h. TNF was
determined in the supernatants by ELISA. (E) BMDMs from Unc93b1−/−mice as well as control mice (WT) were transfected with streptococcal- or
mammalian RNA. Supernatants were collected after 6 h and TNF release was measured by ELISA. (F) BMDMs from Tlr2−/−as well as control mice (WT)
were pre-treated for 30 min with cytochalasin D or left untreated prior infection with S. pyogenes (MOI = 50). At indicated time points, supernatants were
collected and TNF release was measured by ELISA. (G) BMDMs were pre-treated with cytochalasin D (right panels) or left untreated (left panels) before
infection with CFSE-labeled (green) S. pyogenes (MOI = 50). After 4 h cells were fixed and stained with anti S. pyogenes antibody (anti-S.p.) for extracellular
bacteria (red). Immunofluorescence image depicts CFSE labeled bacteria (both extra- and intracellular) in green, extracellular antibody-stained bacteria in
red, and a merge of the two channels in showing extracellular bacteria in yellow and intracellular bacteria in green. (H—J) BMDMs (H, I) and cDCs (J) from
Unc93b1Tlr2 double-deficient mice as well as control mice (WT) were infected with S. pyogenes (MOI = 50) or left uninfected. At indicated time points,
supernatants were collected and TNF (H, J) or IL-6 (I) release was measured by ELISA. LPS treatment (6 h) served as specificity control. (K—M) BMDMs (K,
L) and cDCs (M) from Tlr13−/−as well as control mice (WT) were incubated for 30–45 min with anti-TLR2, control IgG or left untreated prior to infection with
S. pyogenes (MOI = 100) or stimulation with LTA. Supernatants were collected 4 h after infection and TNF (K, M) or IL-6 (L) release was measured by ELISA. Error bars in all panels represent SDs (n3). doi:10.1371/journal.pone.0119727.g002 TLR13 in responses to S. pyogenes. Finally, antibody-mediated blocking of TLR2 in TLR13-de-
ficient cells resulted in strong reduction of cytokine production 4 h after infection, at the time
of predominantly TLR2-mediated cell surface-localized S. pyogenes recognition (Fig. 2K-M). Together, these results demonstrate that TLR2 and TLR13 pathways play a leading role in rec-
ognition of live S. pyogenes by murine cells. These two pathways are largely redundant and
only the inactivation of both of them abolishes sensing of S. pyogenes infection. Innate Immunity to Streptococcus pyogenes Depends on TLR2 and TLR13 Fig 2. S. pyogenes is recognized by a combination of Tlr2- and Tlr13-mediated sensing. (A) S. pyogenes RNA was either
or transfected into BMDMs using DOTAP. Supernatants were collected after 6 h and TNF release was measured by ELISA. (B,
from Tlr2−/−and Unc93b1−/−mice as well as control mice (WT) were infected with S. pyogenes (MOI = 50) or left uninfected, o
control. At indicated time points, supernatants were collected and TNF release was measured by ELISA. (D) BMDMs were stim
Innate Immunity to Streptococcus pyogenes Fig 2. S. pyogenes is recognized by a combination of Tlr2- and Tlr13-mediated sensing. (A) S. pyogenes RNA was either added directly to the BMDMs
or transfected into BMDMs using DOTAP. Supernatants were collected after 6 h and TNF release was measured by ELISA. (B, C) BMDMs (B) or cDCs (C)
from Tlr2−/−and Unc93b1−/−mice as well as control mice (WT) were infected with S. pyogenes (MOI = 50) or left uninfected, or treated with LTA or LPS as a
control. At indicated time points, supernatants were collected and TNF release was measured by ELISA. (D) BMDMs were stimulated for 1 or 2 h with LTA, Fig 2. S. pyogenes is recognized by a combination of Tlr2- and Tlr13-mediated sensing. (A) S. pyogenes RNA was either added directly to the BMDMs
or transfected into BMDMs using DOTAP. Supernatants were collected after 6 h and TNF release was measured by ELISA. (B, C) BMDMs (B) or cDCs (C)
from Tlr2−/−and Unc93b1−/−mice as well as control mice (WT) were infected with S. pyogenes (MOI = 50) or left uninfected, or treated with LTA or LPS as a
control. At indicated time points, supernatants were collected and TNF release was measured by ELISA. (D) BMDMs were stimulated for 1 or 2 h with LTA, PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 9 / 20 NE | DOI:10.1371/journal.pone.0119727
March 10, 2015 Human macrophages sense S. pyogenes through TLR2 but they also
employ TLR2-independent pathways that differ from TLR13-mediated
recognition Human macrophages sense S. pyogenes through TLR2 but they also
employ TLR2-independent pathways that differ from TLR13-mediated
recognition S. pyogenes is not considered to be pathogenic in mice outside the laboratory [32,33]. Our data
demonstrate that mice launch protective immune responses by recognizing S. pyogenes RNA
by TLR13. TLR13 occurs in mice but not humans raising the question whether S. pyogenes
RNA is recognized in human innate immune cells by a different TLR. To address S. pyogenes RNA recognition by human cells, we employed HEK293 cells stably
expressing human TLR3, TLR7 or TLR8, the only known RNA-recognizing TLRs in humans
[34]. S. pyogenes RNA and the reported TLR13 ligand oligoribonucleotide SA19 [16,17] were
not stimulatory, regardless of the TLR tested, as assessed by IL-8 protein and mRNA expression
(Fig. 4). The TLR3 ligand polyinosinic:polycytidylic acid (poly(I:C)), as well as the TLR7 and
TLR8 agonist R848, elicited responses in HEK293 cells expressing the cognate TLR, and as ex-
pected, TNF stimulated HEK293 cells independently of TLRs (Fig. 4). In conclusion, these re-
sults show that none of the RNA-recognizing human TLRs is capable of substituting for the
missing TLR13. To explore the recognition of live S. pyogenes by human innate immune cells, we employed
the human monocytic cell line THP-1. THP-1 cells respond only poorly to TLR ligands, unless
differentiated into more mature macrophage-like cells [35]. THP-1 cells differentiated into
macrophages using phorbol-12-myristate-13-acetate (PMA) exhibited increased responsive-
ness to LPS, lipoteichoic acid (LTA) and R848, as compared to undifferentiated THP-1 cells
(Fig. 5A-D). Importantly, TNF and IL-8 measurements revealed that PMA-differentiated
THP-1 cells were responding neither to the canonical TLR13 ligand oligoribonucleotide SA19
[16,17] nor to S. pyogenes RNA (Fig. 5A-D and 6A). To test whether expression of murine
TLR13 renders THP-1 cells responsive to bacterial RNA we generated THP-1 cells stably ex-
pressing TLR13. Stimulation of these cells with oligoribonucleotide SA19 or S. pyogenes RNA
resulted in a strong TNF induction whereas stimulation with a poor TLR13 ligand (mutated
oligoribonucleotide SA19, mut-SA19 [16,17]) caused a low TNF induction. These data demon-
strate that human THP-1 macrophages were not able to sense bacterial RNA corroborating the
observed inability of HEK293 cells expressing human TLR3, TLR7 or TLR8, to respond to bac-
terial RNA. However, exogenous TLR13 allows THP-1 cells to sense bacterial RNA in a similar
way as the endogenous TLR13 in mouse cells. Unc93b1 and TLR2 are required for defense against S. pyogenes in
mice Considering the highly redundant functions of the TLR2- and Unc93b1-mediated sensing
pathways in vitro (Fig. 2B-D), we asked whether these pathways were redundant during infec-
tion of mice. TLR2- or Unc93b1-deficient mice were subcutaneously inoculated with the S. pyogenes strain ISS-3348, an M1 serotype strain that is virulent in mice [21]. We observed an
increased susceptibility of both TLR2- and Unc93b1-deficient animals to infection compared
to WT controls (Fig. 3A-B). Thus, both the TLR2 and Unc93b1 pathways play essential and
non-redundant roles in mouse defense against S. pyogenes. Consistent with the inability of S. pyogenes DNA to elicit TNF production in vitro (Fig. 1G), mice lacking the DNA receptor
TLR9 were not significantly more susceptible to S. pyogenes infection than control mice
(Fig. 3C). The requirement for both TLR2 and Unc93b1 pathways in mouse defense against S. pyogenes implied that a strong activation of innate responses is favorable for the host. In con-
clusion, the findings demonstrate that a complete dual TLR activation of innate immune cells
is of critical importance for defense against S. pyogenes in mice. The data also provide the Fig 3. Entire activation of the immune responses through both Tlr2- and Unc93b1-dependent pathways is required for protective defense against
S. pyogenes in mice. (A—C) Kaplan-Meier survival curves of C57BL/6 and Tlr2−/−, Unc93b1−/−(8 mice per genotype) or Tlr9−/−mice (14 mice per
genotype) after subcutaneous infection with 1×108 CFU of S. pyogenes ISS3348. Survival was monitored for 6 days. Significance: * = p<0.05; ** = p<0.01. doi:10.1371/journal.pone.0119727.g003 Fig 3. Entire activation of the immune responses through both Tlr2- and Unc93b1-dependent pathways is required for protective defense against
S. pyogenes in mice. (A—C) Kaplan-Meier survival curves of C57BL/6 and Tlr2−/−, Unc93b1−/−(8 mice per genotype) or Tlr9−/−mice (14 mice per
genotype) after subcutaneous infection with 1×108 CFU of S. pyogenes ISS3348. Survival was monitored for 6 days. Significance: * = p<0.05; ** = p<0.01. doi:10.1371/journal.pone.0119727.g003 doi:10.1371/journal.pone.0119727.g003 PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 10 / 20 Innate Immunity to Streptococcus pyogenes Depends on TLR2 and TLR13 strongest evidence yet for a crucial contribution of pathogen-derived RNA recognition to the
initiation of protective host response. PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 Human macrophages sense S. pyogenes through TLR2 but they also
employ TLR2-independent pathways that differ from TLR13-mediated
recognition LTA treatment of THP-1 cells resulted in TNF induction similar to infection with S. pyo-
genes (Fig. 6A) suggesting that S. pyogenes was recognized through TLR2. After blocking TLR2,
THP-1 cells were no longer responding to infection with S. pyogenes (Fig. 6B-C) indicating that
TLR2 was the key receptor in these cells. We then examined TNF and IL-8 production by pri-
mary human macrophages treated with S. pyogenes RNA or live bacteria. Similar to THP-1
cells, primary human macrophages were barely responding to S. pyogenes RNA but reacted
well to infection (Fig. 6D-E). Interestingly, DOTAP-mediated stimulation of primary macro-
phages with bacterial extracts revealed that these cells were activated by bacterial components
delivered into the cells (Fig. 6F-G). Extracts treated with RNase were also capable of inducing
TNF and IL-8 although the activity was lower than that of untreated extract (Fig. 6F-G). Thus,
experiments using isolated S. pyogenes RNA (Fig. 6D-E) and bacterial extracts (Fig. 6F-G) indi-
cated that primary human macrophages were stimulated by bacterial products delivered into
the cells, with bacterial RNA contributing to the stimulatory activity. However, the delivery of 11 / 20 purified S. pyogenes RNA was not capable of activating primary human macrophages (Fig. 6D-
Fig 4. Human RNA-recognizing TLRs are not capable of sensing S. pyogenes RNA. (A, D) HEK293 stably expressing human TLR3 (HEK293-hTLR3) or
control HEK293 cells (HEK ctl) were transfected with the TLR3 ligand poly(I:C) (5 μg), the Tlr13 ligand oligoribonucleotide SA19 (5 μg), S. pyogenes RNA
(5 μg) using DOTAP or stimulated with human TNF (10 ng/ml). IL-8 release was measured in supernatants 24 h post stimulation by ELISA (A) or the levels of
IL8 mRNA were determined by qRT-PCR (normalized to HPRT) (D). Mean values ± SD are shown (n 3). (B, C, E, F) HEK293XL cells stably expressing
human TLR7 (B, E) or TLR8 (C, F) or control HEK293XL cells were transfected with SA19 (5 μg), S. pyogenes RNA (5 μg) or stimulated with the TLR7 and
TLR8 ligand R848 (5 μg/ml) or human TNF (10 ng/ml). IL-8 release was measured in supernatants 24 h post stimulation by ELISA (B, C) or the levels of IL8
mRNA were determined by qRT-PCR (normalized to HPRT) (E, F). Mean values ± SD are shown (n 3). doi:10.1371/journal.pone.0119727.g004
Innate Immunity to Streptococcus pyogenes Depends on TLR2 and TLR13 Innate Immunity to Streptococcus pyogenes Depends on TLR2 and TLR13 A-recognizing TLRs are not capable of sensing S. pyogenes RNA. (A, D) HEK293 stably expressing human TLR Fig 4. Human RNA-recognizing TLRs are not capable of sensing S. pyogenes RNA. (A, D) HEK293 stably exp Fig 4. Human RNA-recognizing TLRs are not capable of sensing S. pyogenes RNA. (A, D) HEK293 stably expressing human TLR3 (HEK293-hTLR3) or
control HEK293 cells (HEK ctl) were transfected with the TLR3 ligand poly(I:C) (5 μg), the Tlr13 ligand oligoribonucleotide SA19 (5 μg), S. pyogenes RNA
(5 μg) using DOTAP or stimulated with human TNF (10 ng/ml). IL-8 release was measured in supernatants 24 h post stimulation by ELISA (A) or the levels of
IL8 mRNA were determined by qRT-PCR (normalized to HPRT) (D). Mean values ± SD are shown (n 3). (B, C, E, F) HEK293XL cells stably expressing
human TLR7 (B, E) or TLR8 (C, F) or control HEK293XL cells were transfected with SA19 (5 μg), S. pyogenes RNA (5 μg) or stimulated with the TLR7 and
TLR8 ligand R848 (5 μg/ml) or human TNF (10 ng/ml). IL-8 release was measured in supernatants 24 h post stimulation by ELISA (B, C) or the levels of IL8
mRNA were determined by qRT-PCR (normalized to HPRT) (E, F). Mean values ± SD are shown (n 3). purified S. pyogenes RNA was not capable of activating primary human macrophages (Fig. 6D-
E), which is in marked contrast to mouse cells (Fig. 1H-I). Finally, infection of primary human purified S. pyogenes RNA was not capable of activating primary human macrophages (Fig. 6D-
E), which is in marked contrast to mouse cells (Fig. 1H-I). Finally, infection of primary human PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 12 / 20 Fig 5. Macrophage-like differentiated THP-1 cells respond to endosomal TLR ligands but not to the canonical TLR13 ligand. (A, B) THP-1 cells were
either treated with 10 nM PMA or left untreated (as described in Material and Methods) before stimulation with R848 (5 μg/ml), LTA (5 μg/ml), LPS (10 ng/ml)
or DOTAP-mediated delivery of poly(I:C) (5 μg). Supernatants were collected after 8 h and IL-8 (A) or TNF (B) release was determined by ELISA. Error bars
represent SDs (n3). (C, D) RNA was isolated from differentiated or undifferentiated THP-1 cells treated as described in (A) and (B) for 4 or 8 h. IL8 (C) and
TNF (D) mRNA levels were determined by qRT-PCR (normalized to HPRT). Mean values ± SD are shown (n 3). (E) THP-1 cells stably expressing TLR13
(TLR13 THP-1) were stimulated with TLR13 ligand SA19, poor TLR13 ligand (mut-SA19), S. pyogenes RNA or LTA for 4 h. TNF was determined in
supernatants by ELISA. Error bars in represent SDs (n3). doi:10.1371/journal.pone.0119727.g005
Innate Immunity to Streptococcus pyogenes Depends on TLR2 and TLR13 Innate Immunity to Streptococcus pyogenes Depends on TLR2 and TLR13 Fig 6. Human macrophage-like cells respond to S. pyogenes infection by TLR2-dependent signaling but fail to recognize S. p
PMA-differentiated THP-1 macrophages were stimulated with S. pyogenes RNA (5 μg, using DOTAP), LTA (5 μg/ml), infected with S. p
or left untreated. Supernatants were collected 6 h after treatment and TNF release was measured by ELSA. (B, C) PMA-differentiated
with an anti-TLR2 (αTLR2) or control IgG antibody for 30 min or left untreated prior to infection with S. pyogenes (MOI = 100), supernat
post infection and TNF (B) or IL-8 (C) release was measured by ELISA. (D, E) Primary human macrophages were either transfected w
mammalian RNA using DOTAP, infected with S. pyogenes (MOI = 100), stimulated with LTA (5 μg/ml) or LPS (10 ng/ml) or left untreat
collected after 24 h and TNF (D) or IL-8 (E) release was measured by using ELSA. (F, G) Primary human macrophages were stimulate
extracts, S. pyogenes extracts treated with RNase (+RNase), or left unstimulated. Supernatants were collected after 6 h and TNF (F) o
measured by ELSA. (H, I) Primary human macrophages were incubated with an anti-TLR2 (αTLR2) or control IgG antibody for 30 min
infection with S. pyogenes (MOI = 100 and MOI = 5) or stimulation with LTS. Supernatants were collected 6 h post infection and TNF (H
was measured by ELISA. Error bars in all panels represent SDs (n3). Innate Immunity to Streptococcus pyogenes Depen Fig 6. Human macrophage-like cells respond to S. pyogenes infection by TLR2-dependent signaling but fail to recognize S. pyogenes RNA. (A)
PMA-differentiated THP-1 macrophages were stimulated with S. pyogenes RNA (5 μg, using DOTAP), LTA (5 μg/ml), infected with S. pyogenes (MOI = 100)
or left untreated. Supernatants were collected 6 h after treatment and TNF release was measured by ELSA. (B, C) PMA-differentiated THP-1 were incubated
with an anti-TLR2 (αTLR2) or control IgG antibody for 30 min or left untreated prior to infection with S. pyogenes (MOI = 100), supernatants were collected 6 h
post infection and TNF (B) or IL-8 (C) release was measured by ELISA. (D, E) Primary human macrophages were either transfected with 5 μg S. pyogenes or
mammalian RNA using DOTAP, infected with S. pyogenes (MOI = 100), stimulated with LTA (5 μg/ml) or LPS (10 ng/ml) or left untreated. Innate Immunity to Streptococcus pyogenes Depends on TLR2 and TLR13 Fig 5. Macrophage-like differentiated THP-1 cells respond to endosomal TLR ligands but not to the canonical TLR13 ligand. (A, B) THP-1 cells were
either treated with 10 nM PMA or left untreated (as described in Material and Methods) before stimulation with R848 (5 μg/ml), LTA (5 μg/ml), LPS (10 ng/ml)
or DOTAP-mediated delivery of poly(I:C) (5 μg). Supernatants were collected after 8 h and IL-8 (A) or TNF (B) release was determined by ELISA. Error bars
represent SDs (n3). (C, D) RNA was isolated from differentiated or undifferentiated THP-1 cells treated as described in (A) and (B) for 4 or 8 h. IL8 (C) and
TNF (D) mRNA levels were determined by qRT-PCR (normalized to HPRT). Mean values ± SD are shown (n 3). (E) THP-1 cells stably expressing TLR13
(TLR13 THP-1) were stimulated with TLR13 ligand SA19, poor TLR13 ligand (mut-SA19), S. pyogenes RNA or LTA for 4 h. TNF was determined in
supernatants by ELISA. Error bars in represent SDs (n3). doi:10.1371/journal.pone.0119727.g005 macrophages with S. pyogenes in the presence of a TLR2-blocking antibody revealed that the
cells were responding under conditions of TLR2 inhibition (Fig. 6H-I). Reduction of MOI
from 100 to 5 did not change the inability of the TLR2-blocking antibody to prevent TNF and
IL-8 production although the antibody efficiently inhibited responses to LTA (Fig. 6H-I). PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 13 / 20 Supernatants were
collected after 24 h and TNF (D) or IL-8 (E) release was measured by using ELSA. (F, G) Primary human macrophages were stimulated with S. pyogenes
extracts, S. pyogenes extracts treated with RNase (+RNase), or left unstimulated. Supernatants were collected after 6 h and TNF (F) or IL-8 (G) release was
measured by ELSA. (H, I) Primary human macrophages were incubated with an anti-TLR2 (αTLR2) or control IgG antibody for 30 min or left untreated prior to
infection with S. pyogenes (MOI = 100 and MOI = 5) or stimulation with LTS. Supernatants were collected 6 h post infection and TNF (H) or IL-8 (I) release
was measured by ELISA. Error bars in all panels represent SDs (n3). doi:10.1371/journal.pone.0119727.g006 Together, these data demonstrate that primary human macrophages differ from THP-1
cells in that they are able to sense S. pyogenes independently of TLR2. Neither THP-1 nor PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 14 / 20 Innate Immunity to Streptococcus pyogenes Depends on TLR2 and TLR13 primary human macrophages are able to respond to bacterial RNA although bacterial RNA
might contribute to responses of primary human macrophages if delivered together with
bacterial extracts. TLR13 is absent from most mammals but occurs in other vertebrates,
insects, Annelida and plants To obtain a more comprehensive picture of the presence of TLR13 and the bacterial rRNA rec-
ognition pathway various organisms we performed a phylogenetic analysis of the predicted
TLR13 protein sequences in all kingdoms (Fig. 7A and S1 Table). TLR13 is absent in primates
and most other mammals. TLR13 occurs in mice and rats, but is missing in other rodents in-
cluding guinea pig and squirrel. However, TLR13 is found in non-mammalian vertebrates as
well as in other kingdoms including insects, Annelids and plants. The mouse and rat TLR13
proteins are highly conserved but distant from TLR13 found in other non-mammalian species
(Fig. 7A). Thus, TLR13 appears to have been lost in primates and most other mammals, except
for e.g. mice and rats. We directly compared the entire TLR repertoires of mice and humans by
generating a TLR tree for these two species (Fig. 7B). The tree revealed that TLR11, TLR12 and
TLR13, which occur in mice but not humans, are located in one branch. Interestingly, these
three endosomal TLRs do not group together with other known endosomal TLRs, most notably
the nucleic acid-sensing TLR7, TLR8 and TLR9, which cluster in a separate branch. The re-
maining nucleic acid-sensing TLR3 groups with the flagellin-recognizing TLR5 in yet another
branch, however this branch is only weakly supported (bootstrap value 60%). The distribution
of nucleic sensing TLRs in three different branches indicates that the ability of sensing nucleic
acids has been acquired before the final diversification of TLRs. PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 Discussion Microbes colonizing surface tissues of complex multicellular organisms consist of harmless
species as well as of species capable of converting into invading pathogens, when the surface
barrier function is disabled. In this study we establish that the human pathogen S. pyogenes,
which asymptomatically colonizes one-third of the human population and as such regarded as
commensal microbe [36,37], elicits innate immune responses by two recognition modes in
mice: 1) Host cell surface-localized sensing of S. pyogenes through TLR2; 2) Endosome-local-
ized sensing of S. pyogenes rRNA through TLR13 upon phagocytosis of the pathogen. Activa-
tion of both pathways is required for successful defense in mice showing that only a dual TLR
stimulation launches an adequate immune response. Our results further reveal that the recog-
nition of S. pyogenes RNA by the TLR system is missing in human cells. We find that TLR13
occurs in mammals only in exceptional cases, with mice and rats being prominent examples. Notably, S. pyogenes is not a natural pathogen in these two mammalian species [32,33]. Previous studies revealed a critical role of TLR-mediated innate immune response in pro-
tecting mice against S. pyogenes: mice deficient in MyD88 exhibited decreased survival in a sub-
cutaneous infection model [14], the model we employed in this study. IL-1β, which also signals
via MyD88, has been proposed to be dispensable for host defense as mice deficient in the Nlrp3
inflammasome did not exhibit increased susceptibility to S. pyogenes in an intraperitoneal in-
fection model [38]. Despite the well-defined role of MyD88 in host protection, in vitro infec-
tion experiments have so far failed to identify an essential role for any TLR tested [13,15]. In
this study, we observe that only the absence of both TLR2 and Unc93b1 abolishes cytokine pro-
duction. These TLR pathways are largely redundant in vitro explaining the lack of measurable
effects of TLR2 deficiency described in previous reports [13,15]. The less redundant response
in cDCs compared to BMDMs may result from differences in signal processing modules in PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 15 / 20 Innate Immunity to Streptococcus pyogenes Depends on TLR2 and TLR13 Fig 7. Phylogenetic analysis of TLR13 in species and of the TLR repertoires in humans and mice. (A) The phylogenetic tree displa
species where we identified an ortholog to TLR13 using the OMA browser and NCBI Blast search. Innate Immunity to Streptococcus pyogenes Depends on TLR2 and TLR13 branch than TLR3, and the mouse-specific TLR13 clusters yet in another branch together non-nucleic acid sensors TLR11 and TLR12. Numbers at the
branch points indicate bootstrap values (cut-off > 50). branch than TLR3, and the mouse-specific TLR13 clusters yet in another branch together non-nucleic acid sensors TLR11 and TLR12. Numbers at the
branch points indicate bootstrap values (cut-off > 50). branch than TLR3, and the mouse-specific TLR13 clusters yet in another branch together non-nucleic acid sensors
branch points indicate bootstrap values (cut-off > 50). doi:10.1371/journal.pone.0119727.g007 doi:10.1371/journal.pone.0119727.g007 these two cell types. Indeed, S. pyogenes RNA induces IFN-β production in cDCs but not in
BMDMs [21]. Similar to TLR2/Unc93b1 double-deficient cells, S. pyogenes-induced cytokine
production is abolished also in TLR13-deficient cells under conditions of blocked TLR2 signal-
ing revealing the key functions of TLR2 and TLR13 in S. pyogenes sensing. TLR9 has been re-
ported to enhance survival of mice in an intraperitoneal model of S. pyogenes infection [39]. Thus, in that infection model TLR9 may contribute to mouse protection by sensing S. pyogenes
DNA by cells other than BMDMs and cDCs, or indirectly, by its known ability to sense self-
DNA liberated from dead cells [40]. TLR13 recognizes with a remarkable specificity a highly conserved bacterial rRNA sequence
[16,17]. Given the ubiquitous presence of the TLR13 ligand it is surprising that the contribu-
tion of this receptor to immune responses against bacteria has remained unknown until very
recently. The major reason for the long unrecognized function of TLR13 is the dominant role
of other TLRs, most notably TLR2 and TLR4, in sensing of many bacteria. In contrast to this,
sensing of S. pyogenes occurs through a partially redundant engagement of TLR2 and TLR13 in
mouse cells. It is at present unclear why stimulation of TLR2 by S. pyogenes peptidoglycan and
LTA, which in purified form are capable of triggering TLR2 [41], does not play an equally dom-
inant role in recognition as reported for other Gram-positive pathogens including Staphylococ-
cus aureus or Listeria monocytogenes [42,43]. S. pyogenes has no robust life cycle once
internalized by host cells which employ both phagolysosomal killing and autophagy to eradi-
cate this pathogen [44]. Thus, it is conceivable that the efficient multilayered processing of S. Discussion The hits were confirmed with FACT to
predicted orthologs have similar feature architecture as the query protein. Thus, the orthologs are firstly similar in sequence and second
feature architecture. Numbers at the branch points indicate bootstrap values. (B) The phylogenetic tree displays evolutionary relationsh
mouse TLR proteins. The tree was constructed as described in (A). Note that if a particular TLR is found in both species then both orthol
evolutionary relationship (bootstrap value 100). The nucleic acid-sensing TLRs do not cluster in one branch: TLR7, TLR8 and TLR9 are
PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 Fig 7. Phylogenetic analysis of TLR13 in species and of the TLR repertoires in humans and mice. (A) The phylogenetic tree displays a choice of
species where we identified an ortholog to TLR13 using the OMA browser and NCBI Blast search. The hits were confirmed with FACT to test whether the
predicted orthologs have similar feature architecture as the query protein. Thus, the orthologs are firstly similar in sequence and secondly similar in their
feature architecture. Numbers at the branch points indicate bootstrap values. (B) The phylogenetic tree displays evolutionary relationship of human and
mouse TLR proteins. The tree was constructed as described in (A). Note that if a particular TLR is found in both species then both orthologs exhibit very close
evolutionary relationship (bootstrap value 100). The nucleic acid-sensing TLRs do not cluster in one branch: TLR7, TLR8 and TLR9 are found in a different PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 16 / 20 PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 pyogenes within host cells allows a better exposure of TLR13 to bacterial rRNA when compared
to other Gram-positive bacteria, particularly those capable of intracellular growth. A similarly
important role of TLR13 is likely to be common in the recognition of other streptococci as
shown e.g. by TLR13-dependent recognition of S. pneumoniae RNA and by Unc93b1-depen-
dent recognition of Group B Streptococcus (GBS) RNA [16,45]. Notably, a recent study re-
vealed that GBS rRNA but not rRNA devoid of the TLR13 recognition sequence was able to
stimulate mouse macrophages implying that this pathogen is sensed through TLR13 [46]. The lack of TLR13 in humans is intriguing given the absolute level of conservation of the
TLR13 ligand in both Gram-positive and -negative bacteria [16,17]. Our findings establish that
human RNA-recognizing TLRs cannot compensate for the lack of TLR13. Consistently,
human innate immune cells do not respond to S. pyogenes RNA by production of TNF and IL-
8. Although human THP-1 macrophages employ solely TLR2 for recognition of S. pyogenes,
this simple mode of sensing is not operational in primary human macrophages: Primary cells
recognize products present in bacterial extracts delivered into the cells. Bacterial RNA, if deliv-
ered in combination with other components of the bacterial extract, might contribute to this
way of host cell stimulation. Future studies should elucidate the nature of intracellular recogni-
tion receptors involved in recognition of S. pyogenes in primary human cells. Such receptors
may be different from TLRs since a recent study revealed that the human but not the mouse
NLRP3 inflammasome is activated by all three bacterial RNA species (mRNA, rRNA and
tRNA) [47]. The lack of TLR13 is fully penetrant in primates and widespread among mammals. The
presence of predicted TLR13 in non-mammalian vertebrates, insects and plants indicates that
primates have lost this TLR early in their evolution, whereas mice and rats preserved the gene. The selective maintenance of TLR13 in a very limited number of mammalian species poses the
elementary question of the evolutionary pressure imposed on most mammals to lose TLR13, 17 / 20 PLOS ONE | DOI:10.1371/journal.pone.0119727
March 10, 2015 Innate Immunity to Streptococcus pyogenes Depends on TLR2 and TLR13 and of the evolutionary advantage gained in mice and rats by keeping this gene. Primates might
have eliminated TLR13 in order to limit the lifelong burden of continuous sensing of rRNA de-
rived from e.g. Supporting Information S1 Table. Tlr13 is missing in primates but occurs in mice and rarely in other mammals
while it can be found in non-mammalian vertebrates, insects, Annelida and plants. Tlr13 S1 Table. Tlr13 is missing in primates but occurs in mice and rarely in other mammals
while it can be found in non-mammalian vertebrates, insects, Annelida and plants. Tlr13
orthologs were searched for and identified using the OMA browser (light blue) or a standard
NCBI Blast search against non-redundant protein sequences (dark blue). Putative hits were tested
for occurrence of similar feature architecture as in the query protein, i.e. mouse Tlr13, using FACT
(Feature Architecture Comparison Tool; http://www.cibiv.at/FACT). Hits exhibiting similar pro-
tein architecture as mouse Tlr13 were defined as predicted orthologs and are depicted in light blue
(hits obtained using the OMA browser) or dark blue (hits obtained using NCBI Blast). Shown is a
choice of mammalian species as well as Tlr13-containing representatives from other kingdomes. (PDF) Acknowledgments We thank Shizuo Akira for the permission to use MyD88−/−, Tlr2−/−, Tlr3−/−, Tlr7−/−and Trif−/−
mice. We are grateful to Giuseppe Teti for his advice on infection experiments. environmental microbiota or to increase tolerance to bacterial infections [48,49]. Alternatively, the existence of pathways not present in mice, for example a more promiscuous
human NLRP3 inflammasome [47], might provide human cells with immune mechanisms,
which can compensate for the evolutionary loss of TLR13. The resistance of mice and the suscep-
tibility of humans to S. pyogenes infection involves specific differences in host-pathogen interac-
tions including components of the complement system, antimicrobial peptides and activation of
T cells by streptococcal superantigens, but the full complexity of the divergences is not well un-
derstood [8,50,51]. Our study suggests that the differences in recognition of S. pyogenes by mouse
compared to human cells might play an important role in susceptibility to infection. The data presented here establish S. pyogenes RNA as critical player in successful immune
defense of mice and uncover a previously unrecognized role of TLR2 in mouse and man in rec-
ognition of this pathogen. Author Contributions Conceived and designed the experiments: CF PK. Performed the experiments: CF NG TK VC
MJ MA MS. Analyzed the data: CF NG TK VC MJ AvH PK. Contributed reagents/materials/
analysis tools: CK MW LA XL ZJC. Wrote the paper: CF AvH PK. PLOS ONE | DOI:10.1371/journal.pone.0119727
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n. Reson., 2, 629–642, 2021
s://doi.org/10.5194/mr-2-629-2021
uthor(s) 2021. This work is distributed under
Creative Commons Attribution 4.0 License.
Open Access
High-affinity tamoxifen analogues retain extensive
positional disorder when bound to calmodulin
Lilia Milanesi1,2, Clare R. Trevitt1, Brian Whitehead1, Andrea M. Hounslow1, Salvador Tomas2,6,
Laszlo L. P. Hosszu1,3, Christopher A. Hunter4, and Jonathan P. Waltho1,5
1Department of Molecular Biology and Biotechnology, University of Sheffield, Sheffield S10 2TN, UK
2Department of Biological Sciences, School of Science, Birkbeck University of London,
London WC1E 7HX, UK
3Medical Research Council Prion Unit, University College of London Institute of Neurology,
Queen Square, London WCN1 3BG, UK
4Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK
5Manchester Institute of Biotechnology, University of Manchester, 131 Princess Street,
Manchester M1 7DN, UK
6Departament de Química, Universitat de les Illes Balears, Cra. de Valldemossa,
km 7.5. 07122 Palma de Mallorca, Spain
Correspondence: Jonathan P. Waltho (j.waltho@sheffield.ac.uk)
Received: 14 January 2021 – Discussion started: 5 February 2021
Revised: 29 March 2021 – Accepted: 3 April 2021 – Published: 13 August 2021
Abstract. Using a combination of NMR and fluorescence measurements, we have investigated the structure
and dynamics of the complexes formed between calcium-loaded calmodulin (CaM) and the potent breast can- Magn. Reson., 2, 629–642, 2021
https://doi.org/10.5194/mr-2-629-2021
© Author(s) 2021. This work is distributed under
the Creative Commons Attribution 4.0 License. High-affinity tamoxifen analogues retain extensive
positional disorder when bound to calmodulin
Lilia Milanesi1,2, Clare R. Trevitt1, Brian Whitehead1, Andrea M. Hounslow1, Salvador Tomas2,6,
Laszlo L. P. Hosszu1,3, Christopher A. Hunter4, and Jonathan P. Waltho1,5
1Department of Molecular Biology and Biotechnology, University of Sheffield, Sheffield S10 2TN, UK
2Department of Biological Sciences, School of Science, Birkbeck University of London,
London WC1E 7HX, UK
3Medical Research Council Prion Unit, University College of London Institute of Neurology,
Queen Square, London WCN1 3BG, UK
4Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK
5Manchester Institute of Biotechnology, University of Manchester, 131 Princess Street,
Manchester M1 7DN, UK
6Departament de Química, Universitat de les Illes Balears, Cra. de Valldemossa,
km 7.5. 07122 Palma de Mallorca, Spain
Correspondence: Jonathan P. Waltho (j.waltho@sheffield.ac.uk)
Received: 14 January 2021 – Discussion started: 5 February 2021
Revised: 29 March 2021 – Accepted: 3 April 2021 – Published: 13 August 2021 High-affinity tamoxifen analogues retain extensive
positional disorder when bound to calmodulin Lilia Milanesi1,2, Clare R. Trevitt1, Brian Whitehead1, Andrea M. Hounslow1, Salvador Tomas2,6,
Laszlo L. P. Hosszu1,3, Christopher A. Hunter4, and Jonathan P. Waltho1,5 a Milanesi1,2, Clare R. Trevitt1, Brian Whitehead1, Andrea M. Hounslow1, Salvador Tomas2,6
Laszlo L. P. Hosszu1,3, Christopher A. Hunter4, and Jonathan P. Waltho1,5 Laszlo L. P. Hosszu1,3, Christopher A. Hunter4, and Jonathan P. Waltho1,5
1Department of Molecular Biology and Biotechnology, University of Sheffield, Sheffield S10 2TN, UK
2Department of Biological Sciences, School of Science, Birkbeck University of London,
London WC1E 7HX, UK
3Medical Research Council Prion Unit, University College of London Institute of Neurology,
Queen Square, London WCN1 3BG, UK
4Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK
5Manchester Institute of Biotechnology, University of Manchester, 131 Princess Street,
Manchester M1 7DN, UK
6Departament de Química, Universitat de les Illes Balears, Cra. de Valldemossa,
km 7.5. 07122 Palma de Mallorca, Spain
Correspondence: Jonathan P. Waltho (j.waltho@sheffield.ac.uk) Correspondence: Jonathan P. Waltho (j.waltho@sheffield.ac.uk) Correspondence: Jonathan P. Waltho (j.waltho@sheffield.ac.uk) Received: 14 January 2021 – Discussion started: 5 February 2021
Revised: 29 March 2021 – Accepted: 3 April 2021 – Published: 13 August 2021 Abstract. Using a combination of NMR and fluorescence measurements, we have investigated the structure
and dynamics of the complexes formed between calcium-loaded calmodulin (CaM) and the potent breast can-
cer inhibitor idoxifene, a derivative of tamoxifen. High-affinity binding (Kd ∼300 nM) saturates with a 2 : 1
idoxifene : CaM complex. The complex is an ensemble where each idoxifene molecule is predominantly in the
vicinity of one of the two hydrophobic patches of CaM but, in contrast with the lower-affinity antagonists TFP,
J-8, and W-7, does not substantially occupy the hydrophobic pocket. At least four idoxifene orientations per
domain of CaM are necessary to satisfy the intermolecular nuclear Overhauser effect (NOE) restraints, and this
requires that the idoxifene molecules switch rapidly between positions. The CaM molecule is predominantly
in the form where the N and C-terminal domains are in close proximity, allowing for the idoxifene molecules
to contact both domains simultaneously. Hence, the 2 : 1 idoxifene : CaM complex illustrates how high-affinity
binding occurs without the loss of extensive positional dynamics. In vitro, idoxifene showed an
inhibition potency for CaM of some 4–5 times that of tamox-
ifen, a higher toxicity towards ER-positive MCF-7 human
breast cancer cells, and higher in vivo clinical activity com-
pared to tamoxifen (MacGregor and Jordan, 1998; Dowsett
et al., 2000). These properties of idoxifene make it an in-
teresting target for a structural study of its binding to CaM. Here we use heteronuclear multidimensional NMR and fluo-
rescence spectroscopy to determine the binding affinity, stoi-
chiometry, and solution-binding mode of idoxifene to Ca2+-
CaM. A comparison with a previously determined molecular
model of the same complex and the structures of CaM pep-
tides and CaM–ligand complexes reveals an unusual binding
mode that broadens the repertoire of recognition processes
involving CaM. antagonism in all cases (Cifuentes et al., 2004; Dolan et al.,
2009; Pawar et al., 2009; Byer et al., 2011). Hence, an under-
standing of the structural determinants of tamoxifen binding
to CaM may help in the development of yet more effective
therapies. To date there have been few such studies: insights
into the nature of the complex come mainly from molecular
modelling and structure activity relationship studies (SARs)
(Edwards et al., 1992; Hardcastle et al., 1995, 1996). These
studies led to the synthesis of idoxifene, a derivative of ta-
moxifen in which the basic dimethyl amino side chain has
been replaced by a pyrrolidine and iodine has been placed in
one of the phenyl rings (Fig. 1). In vitro, idoxifene showed an
inhibition potency for CaM of some 4–5 times that of tamox-
ifen, a higher toxicity towards ER-positive MCF-7 human
breast cancer cells, and higher in vivo clinical activity com-
pared to tamoxifen (MacGregor and Jordan, 1998; Dowsett
et al., 2000). These properties of idoxifene make it an in-
teresting target for a structural study of its binding to CaM. Here we use heteronuclear multidimensional NMR and fluo-
rescence spectroscopy to determine the binding affinity, stoi-
chiometry, and solution-binding mode of idoxifene to Ca2+-
CaM. A comparison with a previously determined molecular
model of the same complex and the structures of CaM pep-
tides and CaM–ligand complexes reveals an unusual binding
mode that broadens the repertoire of recognition processes
involving CaM. In the present study we show that the complex between
CaM and the high-affinity antagonist idoxifene represents
a still different binding mode of a CaM antagonist. 1
Introduction In some of these
complexes, CaM adopts an extended structure more similar
to that of uncomplexed CaM (Elshorst et al., 1999; Samal
et al., 2011), and the hydrophobic pockets of CaM do not
bind to the hydrophobic residues of the target peptide, al-
though nanomolar binding affinity is retained (Yamauchi et
al., 2003; Izumi et al., 2008). zymes. On binding of most of these peptides to CaM, the
flexible tether between the two globular domains bends such
that the N-terminal domain comes close to the C-terminal
domain and the α helices that usually form in the bound
peptides stabilize and fix the position of the two CaM do-
mains (Maximciuc et al., 2006; Frederick et al., 2007). In this
mode of binding, also called the wrap-around mode, the hy-
drophobic pockets in the globular domains become occupied
by side chains of hydrophobic residues within the peptides
and the complex adopts a compact, globular structure. How-
ever, more recent structural studies show alternative modes
of CaM binding to proteins and peptides. In some of these
complexes, CaM adopts an extended structure more similar
to that of uncomplexed CaM (Elshorst et al., 1999; Samal
et al., 2011), and the hydrophobic pockets of CaM do not
bind to the hydrophobic residues of the target peptide, al-
though nanomolar binding affinity is retained (Yamauchi et
al., 2003; Izumi et al., 2008). Figure 1. The chemical structures of tamoxifen and idoxifene. The
numbering scheme for idoxifene used here is shown: phenyl group:
H7–H11; ethyl group: H12–H13; p-iodo-phenyl group: H15–H19;
p-phenoxy group: H21–H25; pyrrolidine group: H28–H31. Figure 1. The chemical structures of tamoxifen and idoxifene. The
numbering scheme for idoxifene used here is shown: phenyl group:
H7–H11; ethyl group: H12–H13; p-iodo-phenyl group: H15–H19;
p-phenoxy group: H21–H25; pyrrolidine group: H28–H31. A similar diversity of binding modes has been observed in
CaM bound to small-molecule antagonists that share features
of the target peptides. They have hydrophobic regions and
basic functional groups but have greater mobility in the CaM-
bound state, making it more difficult to determine the extent
of domain closure in these complexes relative to those with
peptides (Prozialeck and Weiss, 1982; Craven et al., 1996;
Osawa et al., 1998). Some of these antagonists, such as the
antipsychotic drug trifluoperazine (TFP), the highly selective
inhibitors of CaM-mediated processes W-7 and J-8, calmida-
zolium, the arylalkylamine derivative DPD, and certain bi-
functional ligands, bind CaM with affinities in the nanomo-
lar to low micromolar range. These ligands form complexes
that are often characterized by a higher degree of proximity
of the two CaM domains compared with the complexes be-
tween the protein and low-affinity ligands (Reid et al., 1990;
Osawa et al., 1998, 1999; Trevitt et al., 2005; Kovesi et al.,
2008). In contrast, an alternative mode of binding has also
been reported for the high-affinity antagonist Kar-2 that does
not involve the hydrophobic pockets of CaM (Horvath et al.,
2005). antagonism in all cases (Cifuentes et al., 2004; Dolan et al.,
2009; Pawar et al., 2009; Byer et al., 2011). Hence, an under-
standing of the structural determinants of tamoxifen binding
to CaM may help in the development of yet more effective
therapies. To date there have been few such studies: insights
into the nature of the complex come mainly from molecular
modelling and structure activity relationship studies (SARs)
(Edwards et al., 1992; Hardcastle et al., 1995, 1996). These
studies led to the synthesis of idoxifene, a derivative of ta-
moxifen in which the basic dimethyl amino side chain has
been replaced by a pyrrolidine and iodine has been placed in
one of the phenyl rings (Fig. 1). 1
Introduction undergo a large conformational change, where the domains
become less compact and a hydrophobic pocket is opened
(Finn et al., 1995; Kuboniwa et al., 1995; Zhang et al., 1995). These hydrophobic pockets play a central role in the bind-
ing of various CaM targets (Meador et al., 1992; Ikura et al.,
1992; Craven et al., 1996; Osawa et al., 1998; Harmat et al.,
2000; Kovesi et al., 2008). Calmodulin (CaM) is an important intracellular calcium re-
ceptor found in all eukaryotic cells. Calcium-loaded CaM
binds to more than 300 target enzymes that modulate vari-
ous cellular functions (Ikura and Ames, 2006; Swulius and
Waxham, 2008). CaM consists of two globular domains sep-
arated by a solvent-exposed helical region that is not con-
tinuous in solution (the so-called flexible tether), allowing
the two domains to be independently mobile (Barbato et al.,
1992; Chou et al., 2001; Trevitt et al., 2005). On binding cal-
cium, the four helices in each of the two globular domains The proposed mechanism of action of CaM-mediated en-
zyme regulation is based largely on structural studies of com-
plexes between CaM and peptides of 20–30 residues corre-
sponding to CaM interaction domains rather than intact en- Published by Copernicus Publications on behalf of the Groupement AMPERE. L. Milanesi et al.: High-affinity tamoxifen
Figure 1. The chemical structures of tamoxifen and idoxifene. The
numbering scheme for idoxifene used here is shown: phenyl group:
H7–H11; ethyl group: H12–H13; p-iodo-phenyl group: H15–H19;
p-phenoxy group: H21–H25; pyrrolidine group: H28–H31. L. Milanesi et al.: High-affinity tamoxifen 630 zymes. On binding of most of these peptides to CaM, the
flexible tether between the two globular domains bends such
that the N-terminal domain comes close to the C-terminal
domain and the α helices that usually form in the bound
peptides stabilize and fix the position of the two CaM do-
mains (Maximciuc et al., 2006; Frederick et al., 2007). In this
mode of binding, also called the wrap-around mode, the hy-
drophobic pockets in the globular domains become occupied
by side chains of hydrophobic residues within the peptides
and the complex adopts a compact, globular structure. How-
ever, more recent structural studies show alternative modes
of CaM binding to proteins and peptides. Idox-
ifene is a triphenylethylene-derivative analogue of tamoxifen
(Fig. 1), one of the first agents of choice for the treatment and
prevention of breast cancer (Marshall, 1998; Powles, 2013). The classical view of the mechanism of action of tamoxifen
is that it competes with estradiol for binding to the estrogen
receptor (ER) (Shiau et al., 1998). However, several studies
indicate that tamoxifen inhibition of breast cancer growth is
the result of a complex interplay involving both ER bind-
ing and CaM antagonism (Gulino et al., 1986; Cifuentes et
al., 2004; Li and Sacks, 2007; Gallo et al., 2008). In addi-
tion to its therapeutic efficacy for breast cancer, tamoxifen
also has antifungal activity and inhibits the growth of var-
ious tumours by a complex mechanism that requires CaM 2.3.1
Resonance and NOE assignment 2.3.1
Resonance and NOE assignment Resonance assignment of free CaM was based on the assign-
ment of Drosophila CaM (BMRB entry 547) and it was veri-
fied using TOCSY and NOESY-HSQC experiments (Craven
et al., 1996). For the idoxifene : CaM complex, the amide
1H-15N correlations were followed in the titration series of
HSQC spectra using 3D TOCSY-HSQC and NOESY-HSQC
experiments. The assignments of backbone and side-chain
resonances of 13C, 15N-labelled CaM in the 2 : 1 idoxifene :
CaM complex were confirmed using previously described
protocols (Craven et al., 1996; Osawa et al., 1998), including
3D 13C-edited NOESY-HSQC and 3D long-range 13C-13C
correlation experiments for the assignment of the ε methyl
resonances of methionine. The assignment of idoxifene in the
absence of protein (Fig. S1) was carried out in D2O at pH 3.0,
as the ligand is insoluble at pH 6.0. Idoxifene resonances in
the complex were assigned using 2D TOCSY and a 2D 13C-
15N-double-half-filtered NOESY experiment acquired with a
mixing time of 100 ms, in line with previous solution struc-
tures of CaM–small ligand complexes (Craven et al., 1996;
Osawa et al., 1998). The identity of resonances involved in
intermolecular NOEs in the complex was also discerned us-
ing the 2D 13C-15N-double-half-filtered NOESY experiment
and, for protein resonances, confirmed using a 3D ω1-13C-
15N-half-filtered 13C-edited NOESY-HSQC spectrum with
the same mixing time. For matching to the assignment data,
tolerances of 0.03 and 0.3 ppm were used for 1H and 13C
frequencies respectively. The chemical shift values of the
peak centres were converted to X-PLOR restraints using
in-house software. For the idoxifene : CaM complex, 180
ligand-protein NOEs were observed, of which 110 were un-
ambiguously assigned. Stock solutions of idoxifene were prepared at a concen-
tration of 60 mM in CD3OD. Idoxifene was added to the
CaM solution up to a maximum ligand : protein molar ratio
of 2.4 : 1. 1H and 2D 1H-15N HSQC spectra were recorded
on the protein solutions and, for each successive addition of
idoxifene, in steps of 0.2 equivalents of idoxifene to CaM. A control titration with CD3OD was carried out under the
same conditions to correct for the small effects of CD3OD on
the protein chemical shifts. The pH of the protein solutions
was monitored throughout the titrations, and when necessary
small additions of acid or base were made to maintain the pH
at 6.0. 2.2
Fluorescence spectroscopy Binding of CaM to idoxifene was monitored using changes
in the intrinsic fluorescence of idoxifene at 293 K. Titra-
tions were performed using a Cary Eclipse fluorescence
spectrophotometer, with excitation at 295 nm and observa-
tion of emission at 450 nm. Idoxifene and CaM solutions
were prepared in 45 mM KCl and 9 mM CaCl2, pH 6.0 with
10 % methanol, and CaM was added to idoxifene in aliquots
of 0.1 molar equivalents. Titrations were performed with
10 and 0.54 µM idoxifene, using 90 µM and 4.5 µM CaM
respectively. Concentrations were verified by quantitative
1D 1H NMR relative to TSP for idoxifene and by ab-
sorbance at 276 nm for CaM, using the extinction coefficient
3300 cm−1 M−1. The 0.54 µM idoxifene titration was fitted
for Kd using a 2 : 1 idoxifene : CaM stoichiometry and in-
dependently fitted for both Kd and stoichiometry using in-
house software. 2.3
NMR spectroscopy NMR experiments were carried out at 310 K. The H2O reso-
nance was suppressed by on-resonance low-power presatura-
tion (typically applying a 10 Hz field for 800 ms) during the
relaxation delay, followed by a SCUBA sequence employing
two composite 5 pulses separated by 30 ms delay (Brown
et al., 1988). The data were acquired using standard het-
eronuclear NMR experiments, processed using the program
FELIX, and deconvoluted as described previously (Craven
et al., 1996). Proton, carbon, and nitrogen frequencies were
referenced relative to TSP using values of 0.251449530 and
0.101329118 for γC/γH and γN/γH respectively (Wishart et
al., 1995). 2.1
Sample preparation Idoxifene was a gift from the CRC Institute of Cancer Re-
search at Sutton, Surrey, UK. Unlabelled and uniformly Magn. Reson., 2, 629–642, 2021 https://doi.org/10.5194/mr-2-629-2021 631 L. Milanesi et al.: High-affinity tamoxifen L. Milanesi et al.: High-affinity tamoxifen 13C/15N-labelled recombinant mammalian CaM were pre-
pared as described previously (Vogel et al., 1983). Purified,
lyophilized, calcium-free protein was dissolved to a con-
centration of 3 mM in 50 mM KCl, 5 mM NaN3, and 10 %
D2O. 3-(trimethylsilyl) propionic-2,2,3,3,-d4 acid, sodium
salt (TSP, 0.1 mM), was added as a reference compound. Appropriate quantities of CaCl2 solution (6 mol per mole
of CaM) were added to yield calcium-saturated protein
and checked by observing diagnostic amide chemical shift
changes in the 1D 1H NMR spectrum. The final sample vol-
ume was 450 µL. The pH of the solution was adjusted to
6.0 (uncorrected value) by adding microlitre quantities of
0.1 mM HCl and NaOH. CaM samples were otherwise un-
buffered because the apo-protein has sufficient buffering ca-
pacity at pH 6.0 and the extrinsic buffers available without
non-exchangeable protons compete for calcium binding. The
KCl concentration used here mimics conditions in which the
calcium affinity of CaM was determined (Linse et al., 1991)
and was chosen to minimize the likelihood of idoxifene pre-
cipitation at the end of the titration when excess ligand is
present. This unbuffered system and salt concentration are
in keeping with previous studies of CaM (50–100 mM KCl)
(Finn et al., 1995; Craven et al., 1996; Trevitt et al., 2005). 2.3.2
Line-shape analysis Line shapes were calculated for a simple two-state exchange
model using standard equations (McConnell, 1958). The
transverse relaxation times were adjusted to match the ob-
served line width, and the value of the off-rate was varied https://doi.org/10.5194/mr-2-629-2021 Magn. Reson., 2, 629–642, 2021 632 L. Milanesi et al.: High-affinity tamoxifen L. Milanesi et al.: High-affinity tamoxifen to optimize the agreement between the calculated and exper-
imental data. A normalizing factor was applied to all data
to correct for the constant intensity loss observed through-
out the titration as a result of dilution. This was calculated
by determining the mean intensity loss of a number of peaks
for which no change in chemical shifts was seen on bind-
ing idoxifene and hence were unaffected by the exchange
processes. In interpreting the line-shape analysis in terms of
absolute stoichiometry, it is imperative to be certain of the
ligand and protein concentrations used. For the protein this
was initially determined using UV absorbance and for the
ligand using dry weight. The final concentration in the 2 : 1
complexes was then checked by comparison of peaks in the
1D spectrum, which confirmed that the concentrations were
correct to within 10 %. a box of side 60 Å centred on the centre of mass of CaM. For NOE-restrained docking calculations, protein coordi-
nates were taken from either the 2.4 Å resolution structure
of CaM in a complex with a myosin light-chain kinase pep-
tide (pdb – Protein Data Bank – entry 1cdl, Meador et al.,
1992) or the tr2c domain of the 1.7 Å resolution X-ray struc-
ture of mammalian CaM (pdb entry 1cll, Chattopadhyaya
et al., 1992). Two sets of starting positions of the idoxifene
molecules were investigated – molecules placed at random in
a box and molecules manually docked into the hydrophobic
pocket – to exclude any bias away from occupancy of the hy-
drophobic pocket through restrictions in the sampling of the
relative positions of molecules. For the former, a fresh idox-
ifene starting conformation for each calculation was created
by first transforming the coordinates in an extended confor-
mation by a random rigid body rotation. The centre of mass
was then placed at random within a box of side 60 Å cen-
tred on the centre of mass of the protein molecule. The idox-
ifene molecule was treated as flexible, subject to restraints
of covalent geometry and van der Waals contacts. 2.3.2
Line-shape analysis The side
chains involved in intermolecular NOEs were either fixed
with the remainder of the protein or allowed the same in-
ternal flexibility as the idoxifene molecules, and the two cal-
culations were compared. For the manual docking of idox-
ifene molecules into the hydrophobic pocket of the protein,
50 structures were generated in which different hydropho-
bic parts of the idoxifene molecule were placed deep inside
the hydrophobic pocket of the domain, and the molecules
were subjected to 250 steps of conjugate gradient energy
minimization to remove steric clashes. In each case part
of the idoxifene molecule remained within the hydrophobic
pocket. These structures were then used as starting coordi-
nates for the structure calculation protocols described above. For both sets of starting positions, the final distribution of
structures was indistinguishable. When more than one idox-
ifene molecule per domain of CaM was included in the calcu-
lation, the core repulsion terms between idoxifene molecules
was set to zero, whereas those within each idoxifene and be-
tween each idoxifene and the protein were increased during
the course of the calculation as described above. This meant
that there was no energy penalty to atoms from more than
one idoxifene molecule occupying the same space. An NOE
restraint was satisfied by the proximity to the protein atoms
of atoms from any individual idoxifene molecule 2.4
Structure calculations Restraints were classified as strong, medium, or weak and
were assigned upper bounds of (i) 2.5, 3.5, and 5.0 Å, (ii)
3.0, 4.0, and 5.0 Å, or (iii) all as 5.0 Å in separate calcula-
tions to accommodate the inherent uncertainty involved in
converting cross-peak intensities to more precise distances
when there is the possibility of conformational exchange of
the ligand in its binding site. All NOE restraints were in-
troduced using 1/r6 sum averaging to accommodate reori-
entation of aromatic rings and isopropyl groups via bond
rotation. Structures were calculated with X-PLOR 3.1 us-
ing a molecular dynamics simulated annealing protocol for
conventional protein structure determination (Brünger, 1992;
Nilges, 1995). For the first 3 ps, a high temperature (1500 K)
was maintained, and the weight on the core repulsion poten-
tial energy term was kept very low. This was followed by an
18 ps cooling stage in which the temperature was reduced in
50 K steps, and the weight on the core repulsion term was
gradually increased. Finally, the structures were subjected to
250 steps of conjugate gradient energy minimization. As a
refinement stage, the temperature was increased to 1500 K
and the above cycle repeated. During the high-temperature
stage of the protocol, a square-well NOE potential was used,
with harmonic sides. During the second part of the protocol,
the X-PLOR soft-square potential was used, which smoothly
changes the harmonic potential to a linear potential for large
restraint violations. The energy constant for the harmonic po-
tential was 5.0 kcal mol−1 Å−2. The slope of the asymptote
was 0.5 kcal mol−1 Å−1. The switching region between the
two regimes was approximately between 0.5 and 2 Å above
the upper restraint bound. The parallhdg.pro parameter set
of X-PLOR was used, with the X-PLOR quartic repel poten-
tial to represent the repulsive part on the interatomic inter-
actions. No attractive or electrostatic terms were used. The
final weight on the repulsive term was 4 kcal mol−1 Å−4. 3.1
Titration of CaM with idoxifene D64 and
N137 occupy equivalent positions in the CaM structure, be-
ing located in position 9 of Ca2+ binding loops II and IV,
and contribute to the three residue β strands in each domain. The resonances of T28 and S101, the equivalent residues in
loops I and III, show slow exchange behaviour, as do all of
the other residues in the short β sheets of CaM (e.g. I27 and
I100 in Fig. 2c). The anomalous behaviour of D64 and N137
may result from a sensitivity of these residues to the occupa-
tion of the other globular domain of CaM by idoxifene. Table 1. 1H chemical shifts of idoxifene, free in solution and bound
to CaM. Resonance
Freea
Boundb
1H
δ
δ
1δ
16/18
7.52
7.42
−0.10
15/19
6.86
6.84
−0.02
21/25
6.69
6.71
+0.02
22/24
6.47
6.55
+0.08
7/11
6.99
6.98
−0.01
8, 9, 10c
7.06
7.08
+0.02
12
2.23
2.31
+0.08
13
0.73
0.78
+0.05
26
3.96
4.10
+0.14
27
3.43
3.50
+0.07
28/31
3.39/3.06
3.30
+0.07
29/30
1.96
1.99
+0.03
a D2O, pH 3.0. b D2O, pH 6.0. c Unresolved resonances. a D2O, pH 3.0. b D2O, pH 6.0. c Unresolved resonances. edited NOESY-HSQC experiments (seven of the nine were
assigned). Some resonances from residues L69–K77 were at-
tenuated, particularly their Cα resonances, indicative of con-
formational exchange in the flexible tether region between
domains in the complex. A summary of the backbone chemical shift changes ob-
served on binding of idoxifene to CaM is shown in Fig. 3 as
a weighted average (WA) of the changes in all five backbone
resonances, obtained using the equation |WA| ∼=
XδCaM:drug −δCaM
/|1max|,
(1) (1) where the summation extends over the backbone atoms,
δCaM:drug and δCaM are the chemical shifts observed in the
complex and in free CaM, and 1max is the largest chemical
shift change observed for each type of nucleus. The chemical
shift changes in each of the five backbone atoms are shown
in Fig. S2. 3.1
Titration of CaM with idoxifene D64 and
N137 occupy equivalent positions in the CaM structure, be-
ing located in position 9 of Ca2+ binding loops II and IV,
and contribute to the three residue β strands in each domain. The resonances of T28 and S101, the equivalent residues in
loops I and III, show slow exchange behaviour, as do all of
the other residues in the short β sheets of CaM (e.g. I27 and
I100 in Fig. 2c). The anomalous behaviour of D64 and N137
may result from a sensitivity of these residues to the occupa-
tion of the other globular domain of CaM by idoxifene. fit to a Kd of 340 ± 30 nM using a stoichiometry of 2 : 1
idoxifene : CaM. When both Kd and stoichiometry were al-
lowed to vary, the data best fit to a Kd of 180 ± 50 nM and
a stoichiometry of 1.7 : 1 idoxifene : CaM, but there is co-
variance between these parameters in the range that includes
a 2 : 1 stoichiometry and a Kd of 340 nM. A chi2 analysis of
fits indicated a clear minimum at Kd = 300 nM. The bind-
ing of idoxifene to CaM was monitored independently us-
ing 1D 1H NMR, and the perturbations of low field amide
1H resonances during the addition of up to 2.4 equivalents
of idoxifene are shown in Fig. 2c. Where the chemical shift
changes induced by complex formation are much greater
than 0.05 ppm, two sets of resonances are detected during
the titration (e.g. I27, I100, and G134 in Fig. 2c). Thus,
for these resonances, the dissociation rate of the complex
is predominantly in the slow exchange regime on the NMR
timescale. The resonances corresponding to free CaM disap-
peared when two equivalents of ligand were added, in line
with the stoichiometry of 2 : 1 reported by the fluorescence
measurements using 10 µM idoxifene. Some resonances ex-
perienced a reduction of peak height at intermediate ligand
concentrations and re-sharpened when two equivalents of
idoxifene were added (e.g. D64 and N137 in Fig. 2c). The
extent of line broadening allowed an estimate for the off-rate
of 30 ± 10 s−1 to be obtained, which, in combination with the
measured Kd value, indicates that the complex forms with a
diffusion-controlled on-rate of ca. 1 × 108 M−1 s−1. 3.1
Titration of CaM with idoxifene The binding stoichiometry and affinity between idoxifene
and CaM were measured using changes in idoxifene fluo-
rescence at 450 nm upon addition of increasing amounts of
Ca2+-CaM. Using 10 µM idoxifene, the response on CaM
addition was linear up to a stoichiometry of 2 : 1 idoxifene :
CaM (Fig. 2a). Using 540 nM idoxifene (Fig. 2b), the data For ab initio structure calculations, extended protein co-
ordinates with random initial velocities were used as a seed,
and two idoxifene molecules were placed at random within Magn. Reson., 2, 629–642, 2021 https://doi.org/10.5194/mr-2-629-2021 633 L. Milanesi et al.: High-affinity tamoxifen fit to a Kd of 340 ± 30 nM using a stoichiometry of 2 : 1
idoxifene : CaM. When both Kd and stoichiometry were al-
lowed to vary, the data best fit to a Kd of 180 ± 50 nM and
a stoichiometry of 1.7 : 1 idoxifene : CaM, but there is co-
variance between these parameters in the range that includes
a 2 : 1 stoichiometry and a Kd of 340 nM. A chi2 analysis of
fits indicated a clear minimum at Kd = 300 nM. The bind-
ing of idoxifene to CaM was monitored independently us-
ing 1D 1H NMR, and the perturbations of low field amide
1H resonances during the addition of up to 2.4 equivalents
of idoxifene are shown in Fig. 2c. Where the chemical shift
changes induced by complex formation are much greater
than 0.05 ppm, two sets of resonances are detected during
the titration (e.g. I27, I100, and G134 in Fig. 2c). Thus,
for these resonances, the dissociation rate of the complex
is predominantly in the slow exchange regime on the NMR
timescale. The resonances corresponding to free CaM disap-
peared when two equivalents of ligand were added, in line
with the stoichiometry of 2 : 1 reported by the fluorescence
measurements using 10 µM idoxifene. Some resonances ex-
perienced a reduction of peak height at intermediate ligand
concentrations and re-sharpened when two equivalents of
idoxifene were added (e.g. D64 and N137 in Fig. 2c). The
extent of line broadening allowed an estimate for the off-rate
of 30 ± 10 s−1 to be obtained, which, in combination with the
measured Kd value, indicates that the complex forms with a
diffusion-controlled on-rate of ca. 1 × 108 M−1 s−1. 3.3
Structure determination changes observed for methionine residues, in particular the
β and ε resonances of M71 and M144 (Fig. 4c), which oc-
cupy equivalent positions near the C terminus of each do-
main, on the rim of their hydrophobic pockets. Also of note
are the chemical shift changes in phenylalanine ring reso-
nances. Only F68 and F141 undergo large shifts upon idox-
ifene binding, indicating that the structure of the individual
domains is not significantly perturbed in the complex. The
aromatic rings of F68 and F141 directly contact the ε methyl
groups of M71 and M144, and the combined chemical shift
perturbations of these residues indicate a local disturbance in
this region upon idoxifene binding. Overall, it is clear that
while side-chain shift changes are localized around the hy-
drophobic pockets of both domains, backbone shift changes
extend to the tether and the rear of the domains. changes observed for methionine residues, in particular the
β and ε resonances of M71 and M144 (Fig. 4c), which oc-
cupy equivalent positions near the C terminus of each do-
main, on the rim of their hydrophobic pockets. Also of note
are the chemical shift changes in phenylalanine ring reso-
nances. Only F68 and F141 undergo large shifts upon idox-
ifene binding, indicating that the structure of the individual
domains is not significantly perturbed in the complex. The
aromatic rings of F68 and F141 directly contact the ε methyl
groups of M71 and M144, and the combined chemical shift
perturbations of these residues indicate a local disturbance in
this region upon idoxifene binding. Overall, it is clear that
while side-chain shift changes are localized around the hy-
drophobic pockets of both domains, backbone shift changes
extend to the tether and the rear of the domains. Intramolecular NOEs within CaM and within idoxifene and
intermolecular NOEs between idoxifene and CaM were
quantified using a 2D 13C-15N-double-half-filtered NOESY
spectrum of a 2 : 1 idoxifene : CaM solution (Fig. 5), and the
identity of protein resonances was confirmed using a 3D ω1-
13C-15N-half-filtered 13C-edited NOESY-HSQC spectrum. Most of the intermolecular NOEs arising from the phenyl,
p-iodo-phenyl, p-phenoxy, and ethyl groups of the idoxifene
(Fig. 1) are to protein side-chain resonances in the vicinity of
the two hydrophobic pockets exposed on calcium binding;
none are observed to the opposite faces of the CaM domains. 3.2
Chemical shift changes Substantial chemical shift changes are seen in many con-
tiguous stretches of the backbone such as E67–I85 and F141–
T146 and are mapped onto the open structure of CaM in
Fig. 4a. In contrast, some residues such as V55 display large
shift changes, whereas surrounding residues are hardly per-
turbed. Residues E67–I85 include the flexible tether between
the two domains, and the chemical shift changes here are
closely comparable with those in the same region observed
on formation of the CaM : M13 complex (Ikura et al., 1991),
where CaM wraps its two domains around a helical peptide
in a compact, globular structure. The NMR resonances of free idoxifene were assigned
on the basis of characteristic chemical shifts of model
compounds (2-pyrrolidinoethanol, iodo-benzene, methoxy-
benzene), NOEs, and correlations observed in a 2D 1H
TOCSY spectrum (Table 1 and Fig. S1). The backbone and
side-chain resonances of 13C, 15N-labelled CaM in the 2 : 1
idoxifene : CaM complex were assigned using previously de-
scribed protocols (Craven et al., 1996; Osawa et al., 1998). The acquisition of intra- and inter-residue carbonyl shifts
was essential in order to distinguish residues with degener-
ate Cα shifts, such as D50 and D122. More severe overlap
present in the aromatic region of the spectra of the complex
prevented the assignment of the ζ resonances of the pheny-
lalanine residues. The assignment of the ε methyl resonances
of methionine residues was achieved using a combination
of 3D long-range 13C-13C correlation (LRCC) and 3D 13C- The positions of the side-chain chemical shift changes ob-
served on binding of idoxifene to CaM are shown in Fig. 4b. The majority of protein side-chain resonances move by less
than 0.05 ppm for 1H and 0.3 ppm for 13C. The larger side-
chain shift changes are confined to residues around the hy-
drophobic pockets of both CaM domains, with the largest https://doi.org/10.5194/mr-2-629-2021 Magn. Reson., 2, 629–642, 2021 634
L. Milanesi et al.: High-affinity tamoxifen
Figure 2. Titration of idoxifene with calmodulin. (a) The changes in fluorescence intensity of 10 µM idoxifene at 450 nm on addition of CaM
up to 15 µM. Saturation is reached at a concentration ratio of CaM to idoxifene of 0.5, indicating the presence of two binding sites with sub-
micromolar binding affinity. (b) Repeat of (a) but with 0.54 µM idoxifene and increasing CaM concentrations from 0.02 µM up to 0.6 µM. 3.2
Chemical shift changes The data were fitted to a binding isotherm with a 2 : 1 idoxifene : CaM binding stoichiometry. (c) A region of the 1D 1H spectra acquired
during the titration of idoxifene into 3 mM CaM. Solid lines highlight the completion of the slow exchange event for the assigned resonances
at 2 : 1 idoxifene : CaM. Dotted lines are drawn for resonances undergoing shift changes beyond the end point of the titration. G134, I100,
and I27 are representative of the slow exchange regime observed for CaM resonances during the titration, while N137 is representative of an
intermediate exchange character. L. Milanesi et al.: High-affinity tamoxifen 634 Figure 2. Titration of idoxifene with calmodulin. (a) The changes in fluorescence intensity of 10 µM idoxifene at 450 nm on addition of CaM
up to 15 µM. Saturation is reached at a concentration ratio of CaM to idoxifene of 0.5, indicating the presence of two binding sites with sub-
micromolar binding affinity. (b) Repeat of (a) but with 0.54 µM idoxifene and increasing CaM concentrations from 0.02 µM up to 0.6 µM. The data were fitted to a binding isotherm with a 2 : 1 idoxifene : CaM binding stoichiometry. (c) A region of the 1D 1H spectra acquired
during the titration of idoxifene into 3 mM CaM. Solid lines highlight the completion of the slow exchange event for the assigned resonances
at 2 : 1 idoxifene : CaM. Dotted lines are drawn for resonances undergoing shift changes beyond the end point of the titration. G134, I100,
and I27 are representative of the slow exchange regime observed for CaM resonances during the titration, while N137 is representative of an
intermediate exchange character. Figure 3. Chemical shift changes for backbone CaM resonances upon binding idoxifene. Normalized, weighted average chemical shift
changes are plotted against the primary sequence of CaM. Secondary structure elements are indicated above the histogram as solid boxes for
α helices, solid arrows for β strands, and thin lines for unstructured regions. The flexible tether (E67–V85) experiences the largest chemical
shift changes upon complex formation. Figure 3. Chemical shift changes for backbone CaM resonances upon binding idoxifene. Normalized, weighted average chemical shift
changes are plotted against the primary sequence of CaM. Secondary structure elements are indicated above the histogram as solid boxes for
α helices, solid arrows for β strands, and thin lines for unstructured regions. 3.2
Chemical shift changes The flexible tether (E67–V85) experiences the largest chemical
shift changes upon complex formation. 3.3
Structure determination In (a) residues are coloured accord-
ing to the weighted average (WA) backbone shift changes observed
in the idoxifene : CaM complex, with gradation from white (WA
shift = 0.0 ppm) to red (WA shift > 0.7 ppm) and the broadest rib-
bon indicating the maximum shift changes. The locations of M109
and M124 by the hydrophobic pocket of the C domain are indi-
cated. Residues I85 and E67 are indicated, as they define the central
portion of the flexible tether joining the two domains. The position
of V55, which undergoes a large shift change as in the CaM : M13
complex, is also indicated. In (b) residues are coloured according
to the largest side-chain 1H shift changes observed upon idoxifene
binding (shifts > 0.50 ppm), with colour gradation and ribbon width
depicted as in (a). The locations of key residues such as three of the
nine methionines in the vicinity of the hydrophobic pockets and F68
and F141 are indicated. (c) A 2D 13C CT-HSQC spectrum showing
the ε methyl methionine signals of free CaM (grey) and idoxifene-
bound CaM (black). b
i t d
ith
l
t d l
l
f
i
diff
i
t
Figure 5. Intermolecular NOEs between idoxifene and CaM. A region of the 2D 13C-15N-double-half-filtered NOESY spec-
trum of the 2 : 1 idoxifene : CaM complex, processed to exclude
the 13C/15N bound resonances in the ω2 dimension and to in-
clude only the 13C bound resonances in the ω1 dimension. The
ligand resonances corresponding to each strip are marked on
the top edge as follows: p-iodo-phenyl ring (H16/H18), phenyl
ring (H8/H9/H10), phenyl ring (H7/H11), p-iodo-phenyl ring
(H15/19), and p-phenoxy ring (H21/25 and H22/24). Assignments
of the resonances from tr2c are shown on the right. A red circle over
the cross peak indicates examples of NOEs that are violated in the
structure calculation corresponding to the data in Fig. S3. spin-diffusion effects are not dominant between nuclei within
the ligand when it is bound in the complex. Hence, spin dif-
fusion alone cannot account for the unusual similarity in in-
tensities of the intermolecular NOEs involving the phenyl,
p-iodo-phenyl, p-phenoxy, and ethyl groups. I iti ll
t
d d NOE
t i
d
t
t
l
l ti L. Milanesi et al.: High-affinity tamoxifen L. Milanesi et al.: High-affinity tamoxifen 635 Figure 5. Intermolecular NOEs between idoxifene and CaM. 3.3
Structure determination A region of the 2D 13C-15N-double-half-filtered NOESY spec-
trum of the 2 : 1 idoxifene : CaM complex, processed to exclude
the 13C/15N bound resonances in the ω2 dimension and to in-
clude only the 13C bound resonances in the ω1 dimension. The
ligand resonances corresponding to each strip are marked on
the top edge as follows: p-iodo-phenyl ring (H16/H18), phenyl
ring (H8/H9/H10), phenyl ring (H7/H11), p-iodo-phenyl ring
(H15/19), and p-phenoxy ring (H21/25 and H22/24). Assignments
of the resonances from tr2c are shown on the right. A red circle over
the cross peak indicates examples of NOEs that are violated in the
structure calculation corresponding to the data in Fig. S3. Figure 4. Comparison of backbone and side-chain chemical shift
changes in CaM resonances upon binding idoxifene. (a) and (b):
heat map representations of CaM chemical shift changes upon idox-
ifene binding, shown for clarity using the coordinates of the unli-
ganded CaM X-ray structure, 1cll. The hydrophobic pocket of the
N terminus at the top and the rear of the C-terminal hydropho-
bic pocket is at the bottom. In (a) residues are coloured accord-
ing to the weighted average (WA) backbone shift changes observed
in the idoxifene : CaM complex, with gradation from white (WA
shift = 0.0 ppm) to red (WA shift > 0.7 ppm) and the broadest rib-
bon indicating the maximum shift changes. The locations of M109
and M124 by the hydrophobic pocket of the C domain are indi-
cated. Residues I85 and E67 are indicated, as they define the central
portion of the flexible tether joining the two domains. The position
of V55, which undergoes a large shift change as in the CaM : M13
complex, is also indicated. In (b) residues are coloured according
to the largest side-chain 1H shift changes observed upon idoxifene
binding (shifts > 0.50 ppm), with colour gradation and ribbon width
depicted as in (a). The locations of key residues such as three of the
nine methionines in the vicinity of the hydrophobic pockets and F68
and F141 are indicated. (c) A 2D 13C CT-HSQC spectrum showing
the ε methyl methionine signals of free CaM (grey) and idoxifene-
bound CaM (black). Figure 5. Intermolecular NOEs between idoxifene and CaM. Figure 5. Intermolecular NOEs between idoxifene and CaM. 3.3
Structure determination However, it is immediately striking that the phenyl, p-iodo-
phenyl, p-phenoxy, and ethyl groups mostly have substantial
NOEs to the same resonances on the protein despite those
resonances belonging to nuclei that are distributed widely
across each domain (Fig. S3). Such an NOE distribution can Magn. Reson., 2, 629–642, 2021 https://doi.org/10.5194/mr-2-629-2021 L. Milanesi et al.: High-affinity tamoxifen
Figure 4. Comparison of backbone and side-chain chemical shift
changes in CaM resonances upon binding idoxifene. (a) and (b):
heat map representations of CaM chemical shift changes upon idox-
ifene binding, shown for clarity using the coordinates of the unli-
ganded CaM X-ray structure, 1cll. The hydrophobic pocket of the
N terminus at the top and the rear of the C-terminal hydropho-
bic pocket is at the bottom. In (a) residues are coloured accord-
ing to the weighted average (WA) backbone shift changes observed
in the idoxifene : CaM complex, with gradation from white (WA
shift = 0.0 ppm) to red (WA shift > 0.7 ppm) and the broadest rib-
bon indicating the maximum shift changes. The locations of M109
and M124 by the hydrophobic pocket of the C domain are indi-
cated. Residues I85 and E67 are indicated, as they define the central
portion of the flexible tether joining the two domains. The position
of V55, which undergoes a large shift change as in the CaM : M13
complex, is also indicated. In (b) residues are coloured according
to the largest side-chain 1H shift changes observed upon idoxifene
binding (shifts > 0.50 ppm), with colour gradation and ribbon width
depicted as in (a). The locations of key residues such as three of the
nine methionines in the vicinity of the hydrophobic pockets and F68
and F141 are indicated. (c) A 2D 13C CT-HSQC spectrum showing
the ε methyl methionine signals of free CaM (grey) and idoxifene-
bound CaM (black). L. Milanesi et al.: High-affinity tamoxifen
635
Figure 4. Comparison of backbone and side-chain chemical shift
changes in CaM resonances upon binding idoxifene. (a) and (b):
heat map representations of CaM chemical shift changes upon idox-
ifene binding, shown for clarity using the coordinates of the unli-
ganded CaM X-ray structure, 1cll. The hydrophobic pocket of the
N terminus at the top and the rear of the C-terminal hydropho-
bic pocket is at the bottom. 3.3
Structure determination When the intermolecular NOEs were all assigned upper
bounds of 5.0 Å and the contacting side chains within the in-
dividual domains of CaM were allowed conformational flex-
ibility, the lowest-energy structures converged, whereby the
idoxifene molecules occupied one of two sites on CaM in the
vicinity of the hydrophobic pocket on each domain (Fig. 6a–
b), and the NOE violations in the lowest-energy structures
dropped to an average of 5. However, while the docked idox-
ifene molecules delineated two binding sites in CaM, the ori-
entation of the individual idoxifene molecules was very vari-
able between structures. Figure 6. Representative 2 : 1 idoxifene : CaM complex structures. Figure 6. Representative 2 : 1 idoxifene : CaM complex structures. Panels (a) and (b) are orthogonal views of the 2 : 1 idoxifene :
CaM complex calculated using NOE-restrained docking of two
molecules of idoxifene to CaM coordinates based on the CaM : M13
complex (pdb entry 1cdl). In this calculation, the upper bounds
of all observed intermolecular NOEs were set to 5 Å. CaM do-
mains tr1c and tr2c are coloured green and grey respectively and
the idoxifene molecules are coloured in pairs (blue, cyan, yellow, or
beige) derived from single calculations. View B is orientated to co-
incide with parts C and D. Panels (c) and (d) show the positions of
four molecules of idoxifene derived from a single NOE-restrained
docking calculation to the tr2c domain of CaM (from pdb entry
1cll), illustrating one arrangement of four conformations that sat-
isfy the NOE restraints. The four idoxifene molecules are shown in
pairs for clarity only. The two darker-coloured idoxifene molecules
have either the phenyl group (c) or the p-iodo-phenyl group (d) by
the pocket in the hydrophobic surface of the domain. The lighter-
coloured molecules also satisfy NOEs that are within reach of the
ligand-binding site associated with the tr1c domain. The surface
representation of tr2c is coloured as follows: carbon (grey), nitro-
gen (blue), oxygen (red), and sulfur (yellow). In order to establish whether the variability of orienta-
tion of the idoxifene ligands in their sites could be reduced,
a gradation of upper-bound limits according to intensities
of the intermolecular NOEs was re-introduced. 3.3
Structure determination CaM do-
mains tr1c and tr2c are coloured green and grey respectively and
the idoxifene molecules are coloured in pairs (blue, cyan, yellow, or
beige) derived from single calculations. View B is orientated to co-
incide with parts C and D. Panels (c) and (d) show the positions of
four molecules of idoxifene derived from a single NOE-restrained
docking calculation to the tr2c domain of CaM (from pdb entry
1cll), illustrating one arrangement of four conformations that sat-
isfy the NOE restraints. The four idoxifene molecules are shown in
pairs for clarity only. The two darker-coloured idoxifene molecules
have either the phenyl group (c) or the p-iodo-phenyl group (d) by
the pocket in the hydrophobic surface of the domain. The lighter-
coloured molecules also satisfy NOEs that are within reach of the
ligand-binding site associated with the tr1c domain. The surface
representation of tr2c is coloured as follows: carbon (grey), nitro-
gen (blue), oxygen (red), and sulfur (yellow). almost invariant across all deposited X-ray structures and the
intra-protein NOE distribution within the domains of the 2 : 1
idoxifene : CaM complex reflected closely that of free CaM,
focus was shifted to a restrained docking strategy. This al-
lowed the NOE violation energies in the restrained dynam-
ics to be isolated to the intermolecular NOEs rather than be
spread widely across the CaM domains. In contrast to the invariance of individual domain struc-
tures within CaM complexes, the relative position of the two
domains varies considerably between deposited structures. NOE-restrained structure calculations where the individual
domain structures were fixed but the flexible tether between
the two domains was allowed conformational freedom led
to closed structures of the idoxifene : CaM complex. How-
ever, there was little convergence in the relative position of
the two domains, and widespread intermolecular NOE vio-
lations remained. Consequently, NOE-restrained docking to
a closed structure that well represented the chemical shift
changes in the protein backbone (cf. Figs. 3 and S2), that of
the CaM : M13 (myosin light-chain kinase peptide) complex,
was investigated. With the intermolecular NOEs calibrated
directly according to their intensities, the docked structures
distributed the idoxifene molecules widely across the hy-
drophobic surfaces of the two domains of CaM, but 64 of
the 180 NOEs remained violated in the lowest-energy struc-
ture. 3.3
Structure determination A region of the 2D 13C-15N-double-half-filtered NOESY spec-
trum of the 2 : 1 idoxifene : CaM complex, processed to exclude
the 13C/15N bound resonances in the ω2 dimension and to in-
clude only the 13C bound resonances in the ω1 dimension. The
ligand resonances corresponding to each strip are marked on
the top edge as follows: p-iodo-phenyl ring (H16/H18), phenyl
ring (H8/H9/H10), phenyl ring (H7/H11), p-iodo-phenyl ring
(H15/19), and p-phenoxy ring (H21/25 and H22/24). Assignments
of the resonances from tr2c are shown on the right. A red circle over
the cross peak indicates examples of NOEs that are violated in the
structure calculation corresponding to the data in Fig. S3. spin-diffusion effects are not dominant between nuclei within
the ligand when it is bound in the complex. Hence, spin dif-
fusion alone cannot account for the unusual similarity in in-
tensities of the intermolecular NOEs involving the phenyl,
p-iodo-phenyl, p-phenoxy, and ethyl groups. Initially, standard NOE-restrained structure calculations
were performed including intra-protein, intra-ligand, and in-
termolecular NOEs, classified as strong, medium, or weak
according to intensity (assigned upper bounds of 2.5, 3.5,
and 5.0 Å). The resulting structures did not converge to a
well-defined ensemble, and only high-energy structures with
widespread NOE violations resulted. Since the conforma-
tions of the two individual domains of mammalian CaM are be associated with elevated levels of spin diffusion at ex-
tended mixing times, but the mixing time employed here
(100 ms) is the same as or shorter than that used in the struc-
ture determination of other CaM–ligand complexes (Craven
et al., 1996, Osawa et al., 1998, 1999), where spin diffusion
was not significant, and there is no significant difference in
rotational correlation times between these complexes, since
NOEs over extended distances are not observed. Moreover, https://doi.org/10.5194/mr-2-629-2021 Magn. Reson., 2, 629–642, 2021 L. Milanesi et al.: High-affinity tamoxifen L. Milanesi et al.: High-affinity tamoxifen 636 L. Milanesi et al.: High affinity tamoxifen
Figure 6. Representative 2 : 1 idoxifene : CaM complex structures. Panels (a) and (b) are orthogonal views of the 2 : 1 idoxifene :
CaM complex calculated using NOE-restrained docking of two
molecules of idoxifene to CaM coordinates based on the CaM : M13
complex (pdb entry 1cdl). In this calculation, the upper bounds
of all observed intermolecular NOEs were set to 5 Å. 3.3
Structure determination Increased
deviation from a uniform upper bound of 5.0 Å led to in-
creased restraint violations and, in general, pulled the idox-
ifene molecules towards the centre of mass of CaM but with-
out any discernible decrease in the variability of the orien-
tation of individual idoxifene molecules. An alternative ap-
proach was thus investigated where the protein in the dock-
ing protocol was simplified to one domain – the tr2c domain. This approach removes NOE violation energies that inadver-
tently pull an idoxifene molecule towards the binding site of
the other domain. With the intermolecular NOEs assigned
upper bounds of 2.5, 3.5, and 5.0 Å, a minimum of 26 of 82
NOEs were violated. tein (Fig. 5), points to a complex where the ligand undergoes
conformational exchange while bound to the protein. In order
to simulate this in the NOE-restrained docking, the number
of idoxifene molecules included was increased until all of the
NOE-assigned upper bounds of 2.5, 3.5, and 5.0 Å were sat-
isfied. No interaction potentials were included between idox-
ifene molecules in order that multiple binding conformations
could be satisfied simultaneously in the calculations, where
ligands occupied the same space. With the introduction of
four idoxifene molecules, all of the NOE restraints could be
satisfied. A representative structure with no NOE violations
is shown in Fig. 6c–d. The NOEs are satisfied by idoxifene
placing either the p-iodo-phenyl (Fig. 6c) or phenyl group
(Fig. 6d) by the pocket in the hydrophobic surface of the
domain and orienting the p-phenoxy and ethyl groups alter- The high proportion of intermolecular NOE violations,
coupled with the substantial number of NOEs between dis-
tant parts of the ligand and the same resonances on the pro- https://doi.org/10.5194/mr-2-629-2021 Magn. Reson., 2, 629–642, 2021 L. Milanesi et al.: High-affinity tamoxifen 637 and a ligand dissociation rate of ∼30 s−1. This dissocia-
tion constant indicates that idoxifene has at least an order
of magnitude stronger affinity for CaM than that observed
for most other antagonists, with the exception of calmida-
zolium (Kd ∼1–10 nM), DPD (Kd ∼18 nM), and other bi-
functional ligands (Reid et al., 1990; Harmat et al., 2000;
Trevitt et al., 2005). 4.2
Domain closure The evidence points to CaM closing to a compact, globular
structure on binding idoxifene. The observed distribution and
magnitude of backbone chemical shift changes in the 2 : 1
idoxifene : CaM complex are closely similar to those on for-
mation of the CaM : M13 complex, which forms a tightly
closed, compact conformation (Ikura et al., 1991; Barbato
et al., 1992). In CaM complexes in which the ligand binds
to only one of the two domains and the complex does not
close, the chemical shift changes in the vast majority of the
amide protons in the central linker are very small, usually
less than 0.1 ppm (Elshorst et al., 1999). No direct NOEs
were observed between the two domains of CaM in the 2 : 1
idoxifene : CaM complex, but this was also the case for the
W-7 : CaM complex, which forms a tightly closed confor-
mation similar to that of the CaM : M13 complex (Osawa
et al., 1998, 1999). Indeed, the direction and magnitude of
the backbone proton chemical shift changes for residues in
the flexible linker (e.g. E82 and D80) in the W-7 : CaM com-
plex are similar to those observed on formation of the 2 : 1
idoxifene : CaM complex (cf. Fig. S2 and Fig. 6 in Osawa
et al., 1999). Moreover, the backbone chemical shift changes
within the central tether in the idoxifene : CaM complex can-
not be attributed solely to proximity to idoxifene – the in-
termolecular NOEs and the largest side-chain chemical shift
changes are not located in the tether (Fig. 4a–b). In addition,
backbone chemical shift changes for T110–L112 are indica-
tive of the formation of an α helical structure, while those of
M144–T146 are indicative of a loss of α helical structure, as
reported for the CaM : M13 complex (Ikura et al., 1991). Fi-
nally, in the NOE-restrained docking calculations, when the
residues in the flexible tether region were allowed confor-
mational freedom, the lowest-energy structures were always
closed. 3.3
Structure determination The Kd value determined here is lower
than the previously reported IC50 value for idoxifene, 1.5 µM
(Hardcastle et al., 1996), which was derived indirectly from
the inhibition of calmodulin-dependent cyclic AMP phos-
phodiesterase and under experimental conditions different
from here. On addition of more than two equivalents of idox-
ifene, further small chemical shift changes are observed for
some of the CaM resonances (e.g. K13 and N137 in Fig. 2)
in the fast exchange regime on the NMR timescale. Such be-
haviour has been observed also for other small ligands bind-
ing to CaM, such as W-7, J-8, and TFP (Craven et al., 1996;
Osawa et al., 1998), and is attributed to secondary, weaker
binding phenomena. nately towards or away from the position that would be occu-
pied by the tr1c domain (cf. Fig. 6c–d and b). The two other
idoxifene molecules also satisfy NOEs that are within reach
of the ligand-binding site associated with the tr1c domain
(left-hand side of Fig. 6b). When this calculation is repeated
with full-length CaM (in the closed form derived from the
CaM : M13 complex), the NOE restraints were satisfied us-
ing four idoxifene molecules per domain, and the positions of
the idoxifene molecules in the full-length complex followed
the pattern observed in the binding to tr2c, where either the
p-iodo-phenyl group or phenyl group occupies the mouth of
the hydrophobic pocket and the p-phenoxy and ethyl groups
lie along the hydrophobic surface in one of two directions
(Fig. 6). 4
Discussion There is now a considerable body of data on CaM–ligand
interactions, including solution and solid-state studies on the
interactions with both peptides and small molecules (Meador
et al., 1992; Ikura et al., 1992; Vandonselaar et al., 1994;
Craven et al., 1996; Osawa et al., 1998; Harmat et al., 2000;
Horvath et al., 2005; Kovesi et al., 2008). CaM–peptide inter-
actions are normally satisfactorily described by a single set of
coordinates for the ligand, representing an average structure,
and this is reflected in the good agreement between the struc-
ture of these complexes determined using X-ray and NMR
spectroscopy methods (Ikura et al., 1991; Meador et al.,
1992; Ikura et al., 1992; Maximciuc et al., 2006). However,
this approach is less appropriate in the case of many CaM–
small ligand interactions. For example, two DPD : CaM com-
plex structures show substantial differences in the orientation
of the ligand (Fig. S4b) and extent of CaM domain closure,
while computation of the same complex suggests that CaM
adopts a more globular structure in solution relative to the
conformations observed in the X-ray structures (Harmat et
al., 2000; Kovesi et al., 2008). Other anomalies also often
appear in CaM–small ligand complexes. For example, while
X-ray structures of TFP : CaM complexes have been solved
with one, two, and four TFPs bound to CaM, NMR measure-
ments and computation show conclusively that the principal
binding mode in solution involves two TFP molecules bound
with indistinguishable affinity, one to the equivalent site in
each domain (Vandonselaar et al., 1994; Craven et al., 1996). Both the above scenarios illustrate that CaM–small ligand
complexes normally require a description including a combi-
nation of stoichiometry, relative affinity, exchange dynamics,
and structure. 4.3
Ligand distribution 6), two where the p-iodo-phenyl group occu-
pies the mouth of the hydrophobic pocket and the p-phenoxy
group lies in the direction of either helix 1 or helix 7 and two
where the phenyl group occupies the mouth of the hydropho-
bic pocket and the p-phenoxy group has one or another of
the above orientations. More precise positioning of idoxifene
molecules is not readily obtained from the NOE-restrained
docking calculations for several reasons. Firstly, the relative
position and orientation of the tr1c and tr2c domains may dif-
fer slightly from those in the CaM : M13 complex, and this
is not readily determinable without multiple NOEs between
the domains. Secondly, the conversion of NOE cross-peak
intensities to distances is not unambiguous, as an accurate
measurement of the relative populations of the conformers
is not independently available. Thirdly, although four idox-
ifene molecules per domain satisfy the NOE restraints, this
is a minimum number of conformers rather than a uniquely
determined number. g
g
The lack of substantial chemical shift perturbations in the
phenylalanine rings in the vicinity of the hydrophobic pock-
ets and the low number of NOEs observed between pheny-
lalanine residues and idoxifene indicate that the ligand does
not occupy the hydrophobic pockets fully (Fig. 4b). Only F68
and F141 significantly change chemical shift on idoxifene
binding, and these changes reflect the loss of α helical struc-
ture in the M71–A73 and M144–T146 regions that is typi-
cally seen on peptide binding (Ikura et al., 1991). A likely
driver for this loss of α helix is that the unwinding allows the
methyl group of, for example, T146 to join the hydropho-
bic surface that interacts with the ligand. This interpretation
is supported by the observation of strong NOEs between the
hydrophobic groups of idoxifene and T146γ and the chem-
ical shift changes for F141 and M144, which contact each
other in the tr2c domain (and F68 and M71 in the equiva-
lent positions in the tr1c domain). Strong NOEs and large
chemical shift changes were observed for other hydropho-
bic residues located over the surface around the hydrophobic
pockets, such as I85 and A128 (Figs. 3 and 4). Overall, the distribution of intermolecular NOEs in the
2 : 1 idoxifene : CaM complex is unusual (Fig. 5) in that each
of the substituents around the central double bond of idox-
ifene (Fig. 4.3
Ligand distribution between sites must be significantly faster than the dissoci-
ation rate. This interpretation is supported by the failure of
standard structure determination methods to converge to a
single conformation for the complex and by NOE-restrained
docking calculations being unable to satisfy the NOEs when
only one idoxifene molecule per CaM domain was present
in the calculation. When the upper bounds of the NOE re-
straints were relaxed, the calculated structures delineated the
two binding sites in the proteins, which matched well with
the chemical shift perturbations observed on idoxifene bind-
ing. However, the orientation of the idoxifene molecules was
not defined by these calculations, and the introduction of less
conservative upper bounds required multiple orientations of
idoxifene to be satisfied. The distribution of NOEs between CaM and idoxifene reso-
nances reflects closely the distribution of the largest chemi-
cal shift changes in protein side-chain resonances observed
upon idoxifene binding. The contributing side chains are lo-
cated around the hydrophobic pockets of both CaM domains,
and no large chemical shift changes are observed for side
chains in the tether or the rear of the domains (Fig. 4b). The
strongest intermolecular NOEs were to the ε methyl groups
of methionine residues, and these resonances undergo the
largest chemical shift changes (Fig. 4c). Substantial upfield
chemical shift changes in these methionine resonances have
been reported for numerous peptide and ligand complexes of
CaM and attributed to ring current effects from the aromatic
groups of the bound ligand. It is well established that the
high abundance of methionines is essential in the biological
function of CaM, the side chains of which can provide the
conformational variability that enables the binding of a wide
range of ligands (Osawa et al., 1998; Elshorst et al., 1999). Hence, the relatively even distribution of intermolecular
NOEs (Fig. 5) is only readily explicable in terms of multi-
ple binding orientations for the two idoxifene molecules and
establishes that the complex cannot be described by a single
structure. In the NOE-restrained docking, a minimum of four
orientations of idoxifene per CaM domain were required to
satisfy the NOEs. The positions and orientations of the four
idoxifene molecules still varied between calculations but can
be described approximately by a combination of four con-
formers (Fig. 4.1
Binding affinity and stoichiometry The principal binding mode of idoxifene to CaM has a stoi-
chiometry of 2 : 1 (according to both fluorescence and NMR
measurements) and a dissociation constant of ∼300 nM, re-
sulting from a diffusion-controlled on-rate of ∼108 M−1 s−1 https://doi.org/10.5194/mr-2-629-2021 Magn. Reson., 2, 629–642, 2021 638 L. Milanesi et al.: High-affinity tamoxifen 4.3
Ligand distribution 1) appears to be close to the same atoms of CaM
despite the size and relative rigidity of the propeller struc-
ture in this part of the ligand. Moreover, the atoms on CaM
that are close to each of these substituents of idoxifene are
widely distributed across the hydrophobic surfaces of the do-
mains (Fig. S3). The unusual distribution of NOEs is not the
result of spin diffusion and therefore must reflect some posi-
tional heterogeneity within the complex. As free and bound
CaM is in the slow exchange regime on the NMR timescale
and only a single set of resonances is observed for the 2 : 1
idoxifene : CaM complex, idoxifene must exchange between
these positions while bound to CaM; i.e. the exchange rate 4.6
Role of charge Electrostatic interactions have previously been proposed to
be important in the binding of small ligands to CaM; for
example, W-7, J-8, DPD, TFP, and tamoxifen (Edwards et
al., 1992; Vandonselaar et al., 1994; Craven et al., 1996; Os-
awa et al., 1998; Harmat et al., 2000) all contain a flexible
chain connected to a basic nitrogen (Figs. 1 and Fig.4SC). A
similar picture emerges in the idoxifene : CaM complex. The
pyrrolidine ring appears to occupy multiple areas of the pro-
tein surface located around the pockets where it can contact
the glutamic acid residues; intermolecular NOEs from the
pyrrolidine ring to the glutamate side chains of both domains
indicate their close proximity. The two X-ray structures of
CaM complexed with DPD, which has a propeller struc-
ture similar to that of idoxifene, also show multiple orien-
tations of the analogous basic side chain (Fig. S4b). In some
idoxifene : CaM conformers, the pyrrolidine ring is oriented
toward the flexible tether that connects the two domains,
bringing the pyrrolidine nitrogen close to E84 and E87. A
similar orientation of the basic chain is observed in the solu-
tion structure of the W-7 : CaM complex (Fig. S4c) and also
proposed in the computational model of the CaM : idoxifene
complex (Edwards et al., 1992). L. Milanesi et al.: High-affinity tamoxifen L. Milanesi et al.: High-affinity tamoxifen 639 (Takeuchi et al., 2014). There are two main differences be-
tween the behaviour of idoxifene and previously determined
CaM-small ligand complexes: the requirement for a broad
ensemble rather than a well-positioned bound ligand and the
degree of occupancy of the hydrophobic pockets. The re-
quirement for multiple orientations of idoxifene to describe
the complex was, however, proposed previously on the ba-
sis of molecular modelling (Edwards et al., 1992). Although
there are some differences in the conformations and orien-
tations of the bound idoxifene molecules, in both this and
an earlier computational model, the aromatic groups of the
ligand are not located deep in the hydrophobic pockets, in
contrast to the behaviour of the W-7, J-8, and DPD : CaM
complexes (Fig. S4). Furthermore, based on the results of the
molecular modelling and subsequent SARs of idoxifene ana-
logues, it was suggested that the binding of idoxifene to CaM
would produce a compact globular protein structure similar
to that observed in the peptide and TFP complexes (Hardcas-
tle et al., 1996). ible to maximize contacts with the acidic residues located
over the surfaces of the two domains. 4.5
Role of iodine In the molecular modelling study, the increased CaM antag-
onism of idoxifene relative to tamoxifen was attributed to the
presence of a hydrophobic group such as iodine (Edwards
et al., 1992). However, in subsequent SAR studies it was
found that substitution of the iodine with a more hydrophobic
group such as a butyl chain did not improve CaM antagonism
(Hardcastle et al., 1995). Similarly, J-8, an analogue of W-7
with iodine in place of chlorine, was also found to be the
most potent CaM antagonist in a series of derivatives bearing
different halogens in the naphthalene rings (MacNeil et al.,
1988). These data and the observation that in the J-8 : CaM
complex the iodine is placed inside the hydrophobic pockets
of the CaM domains led to the conclusion that the affinity
for CaM correlates with the van der Waals radius of the halo-
gen (Craven et al., 1996). However, in the idoxifene : CaM
complex, the iodine is not positioned deeply inside the hy-
drophobic pockets (Fig. 6c–d) but contacts the sulfur atoms
and methyl groups of M109 and M144 and the oxygen of
E127. Similar interactions are observed between the chlo-
rine in the ligand Kar-2 and M109 and E114 in the X-ray
structure of the Kar2 : CaM complex (Horvath et al., 2005). In addition, Kar-2 shows a mode of binding similar to that
of idoxifene: both ligands bind to the hydrophobic surface
of the domains but not to residues located deep in the hy-
drophobic pockets. This mode of binding is also observed for
CaM in a complex with a peptide derived from the myristoy-
lated alanine-rich C kinase substrate (MARCKS) and with
a peptide derived from the HIV-1 matrix protein p17 (Ya-
mauchi et al., 2003; Izumi et al., 2008). The X-ray structure
of the CaM : MARCKS complex shows that the terminal ly-
sine side chains of the peptide are disordered. The presence
of multiple conformers is suggested to keep the peptide flex- 4.4
Differences with previous models The positionally dynamic mode of binding of idoxifene to
CaM contrasts with the common view that small ligands bind
to proteins in a single orientation when the binding affinity
is sub-micromolar. However, this paradigm has been chal-
lenged by a number of studies (Chattopadhyaya et al., 1992;
Carroll et al., 2011; Hughes et al., 2012) that show dynamic
binding modes not unrelated to the behaviour of idoxifene
when bound to CaM. Indeed, the retention and redistribu-
tion of ps–µs dynamic modes within protein residues in com-
plexes involving a range of drugs have been shown to favour
high-affinity binding in a multidrug transcription repressor https://doi.org/10.5194/mr-2-629-2021 Magn. Reson., 2, 629–642, 2021 L. Milanesi et al.: High-affinity tamoxifen 5
Conclusion The observation that four idoxifene molecules are sufficient
to satisfy the NOE restraints in the closed form of full-length
CaM argues strongly that the 2 : 1 complex is an ensem-
ble where each idoxifene molecule is predominantly in the
vicinity of one of the two hydrophobic patches, fluctuating
between a conformational distribution. The CaM molecule
is predominantly in the form where the N- and C-terminal
domains are in close proximity, meaning that the idoxifene
molecules are able to contact both domains simultaneously. In addition, these results show that the substantial occupation
of the hydrophobic pocket observed with TFP, J-8, W-7, and
DPD does not appear to be an essential component of high-
affinity binding. This is further supported by the observation
that there are other CaM complexes with high-affinity ligands
that do not bind into the hydrophobic pockets. It also explains
the results of many SARs on idoxifene: synthetic modifica-
tion of the aromatic rings has not led to substantial improve-
ment in CaM antagonism. The model presented here opens
up opportunities to design substantially higher-affinity antag-
onists of CaM activity. In addition to extending the repertoire
of CaM antagonism, the dynamic mode of binding adds to
the growing number of similar binding modes reported re-
cently for small-molecule ligands. https://doi.org/10.5194/mr-2-629-2021 Magn. Reson., 2, 629–642, 2021 L. Milanesi et al.: High-affinity tamoxifen 640 Data availability. The underlying research data can be accessed
from the University of Sheffield ORDA database (https://doi.org/
10.15131/shef.data.15113511, Milanesi et al., 2021) Data availability. The underlying research data can be accessed
from the University of Sheffield ORDA database (https://doi.org/
10.15131/shef.data.15113511, Milanesi et al., 2021) Data availability. The underlying research data can be accessed
from the University of Sheffield ORDA database (https://doi.org/
10.15131/shef.data.15113511, Milanesi et al., 2021) Byer, S. J., Eckert, J. M., Brossier, N. M., Clodfelder-Miller,
B. J., Turk, A. N., Carroll, A. J., Kappes, J. C., Zinn, K. R., Prasain, J. K., and Carroll, S. L.: Tamoxifen inhibits ma-
lignant peripheral nerve sheath tumor growth in an estro-
gen receptor-independent manner, Neuro-Oncology, 13, 28–41,
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online at: https://doi.org/10.5194/mr-2-629-2021-supplement. Carroll, M. J., Gromova, A. V., Miller, K. R., Tang, H., Wang, X. S.,
Tripathy, A., Singleton, S. F., Collins, E. J., and Lee, A. L.: Di-
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mation receptor-ligand complex, J. Am. Chem. Competing interests. The authors declare that they have no con-
flict of interest. Competing interests. The authors declare that they have no con-
flict of interest. flict of interest. Cifuentes, E., Mataraza, J. M., Yoshida, B. A., Menon, M., Sacks,
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Kegiatan Senam Otak Anak Usia Dini
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Jurnal PG-PAUD (Jurnal Pendidikan dan Pembelajaran Anak Usia Dini)/Jurnal PG-PAUD Trunojoyo
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KEGIATAN SENAM OTAK ANAK USIA DINI Yolanda Dwi Putri
Rivda Yetti
Pendidikan Guru Pendidikan Anak Usia Dini Fakultas Ilmu Pendidikan
Universitas Negeri Padang
Email: Yolandadwiputri27@gmail.com Keywords: Brain Gym, Early Childhood, learning children Abstrak: Senam otak memiliki banyak manfaat terutama untuk menyeimbangi otak kiri dan kanan, melalui kegiatan
senam otak dapat menumbuhkan semangat dan belajar anak. Penelitian ini menjelaskan kegiatan senam otak yang
dilaksanakan di Taman Kanak-Kanak & PlayGroup Kreatif Primagama Padang. Metode yang digunakan adalah
kualitatif dengan pendekatan deskritif. Teknik pengumpulan data yaitu observasi, wawancara dan dokumentasi,
sedangkan teknik analisis datanya adalah teknik triangulasi data. Hasil penelitian di Taman Kanak-Kanak &
PlayGroup Kreatif Primagama Padang bahwa kegiatan senam otak sudah terlaksana dengan baik, dilihat dari
perencanaan semester, mingguan dan harian serta evaluasi yang dilakukan setiap kegiatan senam otak. Pelaksanaan
kegiatan senam otak ini banyak memberikan manfaat kepada anak. Kata Kunci: Senam Otak, Anak Usia Dini, Belajar Anak emosional (Mulyasa, 2012). Pendidikan
PAUD
dibutuhkan
anak
dalam
mengupayakan
perkembangan. Susanto
menjelaskan bahwa pendidikan anak usia
dini merupakan suatu bentuk pembelajaran
untuk memfokuskan dasar pertumbuhan
yang tepat dan tahap perkembangan yang
dilalui anak usia dini (Susanto, 2017). Suryana menjelaskan tujuan dari pendidikan
anak usia dini membantu peletak dasar
perkembangan sikap, perilaku, pengakuan,
keterampilan,
dan
kreativitas
yang
diperlukan oleh anak (Suryana, Pendidikan
Anak Usia Dini Stimulasi & Aspek
Perkembangan Anak, 2016). Berbagai media
pembelajaran dan kegiatan yang dapat
memberikan
rangsangan
terhadap
perkembangan anak. Senam otak merupakan
salah satu kegiatan yang dapat menstimulasi Received March 2019, Accepted April 2019, Published April 2019 Abstract: Brain exercise has many benefits, especially to balance the child’s brain and left, though brain gym
activities can foster the spirit of learning children. This study describe brain gym activities carried out in the
primagama padang creative kindergarden & playgroup. This study uses qualitative methods with a descriptive
approach. Data collection techniques are observation, interview and documentation, while the data analysis
technique is data triangulation technique. The results of research in the primagama padang creative kindergarden
& playgroup that brain gym activities have been carried out well, seen from semester planning, weekly and daily
planning and evaluations carries out in every brain gymnastic activity. The implementation of brain gym activities
provides many benefits to children. Keywords: Brain Gym, Early Childhood, learning children Jurnal PG-PAUD Trunojoyo : Jurnal Pendidikan dan Pembelajaran Anak Usia Dini, Volume 6,
Nomor 1, April 2019, hal 12 - 17
13 13 terutama
pada
perkembangan
kognitif,
motorik, dan sosial emosional anak. Senam
otak (Brain Gym) dipopulerkan oleh Paul E. Dennison, Dr Phill dengan istrinya Gail E. Dennison
yang
merupakan
pelopor
pendidikan di Amerika Serikat dalam
penerapan senam otak. observasi tersebut peneliti tertarik untuk
meneliti kegiatan senam otak di TK &
PlayGroup Kreatif Primagama Padang. METODE Pendekatan kualitatif dengan metode
deskritif yang digunakan pada penelitian ini. Subjek penelitian ini adalah kelas TK B
yang
berjumlah
17
anak. Instrumen
penelitian
ini
menggunakan
format
observasi, format wawancara dan format
dokumentasi dengan informan penelitian
yaitu kepala sekolah dan tiga guru kelas
sebagai
bukti
bahwa
peneliti
telah
melakukan pengamatan tentang kegiatan
senam otak di Taman Kanak-kanak & Play
Group Kreatif Primagama Padang. Dennison & Dennison (Priambodo,
2017) senam otak dapat mengimbangi antara
otak yang berkaitan dengan fisik dan psikis. Kegiatan senam otak memiliki peran penting
dalam pendidikan anak. Beberapa alasan
pentingnya melaksanakan senam otak antara
lain, sulit belajar nerusaha terlalu keras,
sehingga membuat stress pada anak, kinerja
integrasi otak melambat, dan membuat
bagian otak tertentu kurang berfungsi
dengan
baik,
bagian
belakang
otak
menerima informasi sulit diekspresikan,
membuat kurang fokus dan stress yang
mengakibatkan semangat belajar berkurang,
dan kurang belajar dan berusaha membuat
prestasi menurun dan perasaan tidak berhasil
semakin bertambah, akibatnya sulit untuk
keluar dari lingkungan negatif tersebut
(Sukri & Sukri, 2013). Melalui observasi, wawancara dan
dokumentasi pada teknik pengumpulan data
penelitian. Untuk pengumpulan data, reduksi
data, penyajian data, dan verifikasi data
yang digunakann dalam teknik analisis data. Sedangkan teknik keabsahan data yaitu
triangulasi data. Triangulasi adalah teknik
penyajian data dengan cara data yang
disesuaikan dengan informan yang sama
menggunakan
teknik
yang
berbeda
(Sugiyono,
2017). Dalam
menguji
kebenaran
data
mengenai
pelaksanaan
kegiatan senam otak di Taman Kanak-kanak
& PlayGroup Kreatif Primagama Padang,
data yang sudah didapat dari lapangan
disesuaikan
dengan
wawancara
dan
dokumentasi bersama kepala sekolah dan
guru. Berdasarkan penjabaran di atas serta
awal pengamatan yang peneliti lakukan di
Taman Kanak-kanak & Playgroup kreatif
primagama Padang, peneliti menemukan
keunikan dari Taman Kanak-kanak yaitu
memiliki
rancangan
kegiatan
program-
program sendiri yang membedakan dari
Taman Kanak-kanak pada umumnya seperti,
berenang, fiel trip berdasa rkan tema, dan
pelaksanaan kegiatan senam otak yang
sudah terancang dengan baik. Peneliti
memfokuskan penelitian pada senam otak
karena Taman Kanak-kanak ini sudah
menerapkan kegiatan senam otak sejak
tahun 2008. Pelaksanaan kegiatan senam
otak ini sudah terjadwal dalam perencanaan
yaitu dilaksnakan pada hari selasa dan kami
yang tertera dalam program rancangan
pembelajaran harian (RPPH). Berdasarkan PAUD Tahapan awal pada perkembangan
manusia berada pada masa dini, dimana
semua aspek berkembang sangaat baik. Maka di tahap ini dibutuhkan stimulasi yang
tepat. Pertumbuhan
dan
perkembangan
manusia sangat penting yaitu pada masa usia
anak (Suryana, Pendidikan Anak Usia Dini,
2013). Usia dini merupakan masa awal
dalam proses perrkembangan yang pesat
untuk kehidupan berikutnya. Anak memiliki
karakteristik sendiri yang membeda antara
satu dengan yang lainnya (Yulsyofriend,
2013). Melalui
pendidikan
dapat
menyonsong potensi yang ada pada diri
anak. Mulyasa menjelaskan anak usia dini
mempunyai karakter tersendiri seperti, fisik,
psikis, sosial, moral spiritual maupun 12 Jurnal PG-PAUD Trunojoyo : Jurnal Pendidikan dan Pembelajaran Anak Usia Dini, Volume 6,
Nomor 1, April 2019, hal 12 - 17
13 1. HASIL Dalam penelitian tentang kegiatan
senam otak di Taman Kanak-kanak &
PlayGroup Kreatif Primagama Padang
dapat disimpulkan bahwa kegiatan tersebut
sudah
terlaksana
dengan
baik
yang
disesuaikan dengan kemampuan anak. kegiatan senam otak terdapat 26 gerakan, 14
Jurnal PG-PAUD Trunojoyo : Jurnal Pendidikan dan Pembelajaran Anak Usia Dini,
Volume 6, Nomor 1, April 2019, hal 12 - 17 14 Pelaksanaan kegiatan brain gym
pertama, tahapan-tahapan kegiatan senam
otak di Taman Kanak-kanak & PlayGroup
Kreatif Primagama Padang. Berdasarkan
observasi, wawancara dan dokumentasi
kegiatan senam otak diawali dengan minum
air putih, kemudian anak diminta untuk
mangambil barisan dan ambil jarak agar
tidak berdempetan dengan teman yang lain
pada saat melakukan kegiatan senam otak. kedua pemanasan ringan dengan gerakan-
gerakan
sederhana,
seperti
pernafasan
perut, geleng-geleng kepala, dan berdiri
satu kaki untuk mengimbangi tubuh. Sebelum melakukan kegiatan senam otak
guru menjelaskan kepada anak tujuan
dilakukan
senam
otak
tersebut
yang
membedakan dari kegiatan senam lainnya
serta
manfaat
dan
pentingnya
untuk
melakukan kegiatan senam otak (Brain
Gym) tersebut. namun
guru
memberikan
pada
anak
sebanyak 15 gerakan, karena disesuaikan
dengan kemampuan anak, Gerakan-gerakan
tersebut mulai dari yang sederhana sampai
tersulit. Adapun kegiatan senam otak
dilaksanakan yaitu perencanan, pelaksanaan
dengan
tahapan-tahapan
senam
otak,
gerakan-gerakan
senam
otak,
manfaat
kegiatan senam otak dan evaluasi. Berdasarkan observasi, wawancara
dan
dokumentasi
bahwa
perencanaan
kegiatan senam otak di Taman Kanak-
kanak & Playgroup Kreatif Primagama
Padang bahwa sudah memiliki perencanaan
yang tertera dalam kurikulum, program
semester, mingguan dan harian. Dalam
perencanaan
tersebut
sudah
muncul
indikator-indikator pencapaian senam otak
(Brain Gym) oleh anak. Jurnal PG-PAUD Trunojoyo : Jurnal Pendidikan dan Pembelajaran Anak Usia Dini, Volume 6,
Nomor 1, April 2019, hal 12 - 17
15 15 gerakan-gerakan lainnya sudah disesuaikan
dengan kemampuan anak. Belikut pembahasan dari hasil penelitian di
atas : Perencanaan,
berdasarkan
hasil
temuan yang di dapatkan melalui observasi,
wawancara
dan
dokumentasi
yang
dilakukan peneliti serta berdasrakan
analisis data yang peneliti lakukan tentang
perencanaan kegiatan senam otak di Taman
Kanak-kanak
&
Playgroup
Kreatif
Primagama Padang dimulai dari program
tahunan,
proses
perencanaan
kegiatan
semester, mingguan dan harian. Rancangan
kegiatan harian terbagi menjadi Opening,
Focus Theme, dan Closing. Pembuatan
perencanaan kegiatan senam otak sesuai
dengan kebutuhan anak. kegiatan yang
dilaksanakan disesuaikan berdasrkan jadwal
kegiatan
yang
dirancang. Proses
pengambilan keputusan pada hasil akhir
yang tersusunnya dokumen yang berisi
tentang hal tersebut, kemudian dijadikan
sebagai
acuan
dan
pedoman
dalam
melaksanakan proses pembelajaran. Ketiga, manfaat kegiatan senam
otak untuk anak. berdasarkan observasi,
wawancara
dan
dokumentasi,
manfaat
senam otak terutama pada anak sangat
banyak. Pada pembelajaran anak lebih
tenang
belajar,
lebih
semangat,
meningkatkan konsetrasi dalam belajar dan
meningkatkan daya ingat anak, hal ini dapat
dilihat ketika selesai belajar dan melakukan
tanya jawab tentang pembelajaran yang
sudah dipelajari hari ini, jika anak bisa
menjawab angat tangan. Dan hampir semua
anak mengankat tangan. Kemudian evaluasi, berdasarkan
hasil temuan yang di dapatkan dari hasil
observasi, wawancara dan dokumentasi
oleh peneliti serta berdasarkan analisis data
yang peneliti lakukan tentang perencanaan
kegiatan senam otak (Brain Gym) di Taman
Kanak-kanak
&
PlayGroup
Kreatif
Primagama Padang yaitu kurikulum, proses
perencanaan
kegiatan
untuk
semester
(Semester Plan) dan rencana pembelajaran
mingguan
(Weekly
Plan/RPPM)
dan
rencana pelaksanan pembelajaran harian
(Lesson Plan/RPPH). Rancangan kegiatan
harian dibagi menjadi Opening, Fokus
Theme
dan
Closing. Pembuatan
perencanaan kegiatan senam otak (Brain
Gym) sesuai dengan kebutuhan anak. Kegiatan yang dilaksanakan berdasarkan
jadwal kegiatan yang sudah dirancang. Tersusunnya
dokumen
yang
dijadikan
sebagai
acuan
dan
pedoman
dalam
melaksnakan
proses
pembelajaran
merupakan
hasil
akhir
dari
proses
pengambilan keputusan tersebut. Pelaksanaan kegiatan senam otak
pertama, tahapan-tahapan kegiatan senam
otak. berdasarakan
hasil
temuan
di
lapangan, wawancara dan dokumentasi
yang dilakukan peneliti serta analisis data
yang peneliti lakukan diperoleh hasil bahwa
kegiatan senam otak telah sesuai dnegan
perencanaan yang telah dirancang oleh
guru. Adapun sebelum melakukan kegiatan
senam
otak
terdapat
tahapan-tahapan
dilakukan seperti secukupnya minum air
putih, yang bertujuan untuk menetralisirkan
dan memberikan oksigen ke otak sehingga
memudahkan dalam melaksanakan kegiatan
senam
otak. Selanjutnya
pemanasan
sederhana,
hal
ini
bertujuan
untuk
menghindari
cedera
pada
otot-otot. Pemanasan sederhana yang baik untuk
anak, seperti pernafasan perut sebanyak
delapan kali dilanjutkan gerakan-gerakan
sederhana. Tabel 1. Uraian Kegiatan di TK Kelompok B Hari Selasa dan Kamis (Mengenal Literasi
dan Brain Gym) Jurnal PG-PAUD Trunojoyo : Jurnal Pendidikan dan Pembelajaran Anak Usia Dini, Volume 6,
Nomor 1, April 2019, hal 12 - 17
15 Tabel 1. Uraian Kegiatan di TK Kelompok B Kedua,
gerakan-gerakan
senam
otak
(Brain
Gym)
memiliki
gerakan
sederhana dapat merangsang kemampuan
otak kanan dan kiri anak. Observasi yang
dilakukan di TK & PlayGroup Kreatif
Primagama dalam kegiatan senam otak
terdapat gerakan-gerakan yang termasuk
dalam dimensi lateral pertama, gerakan
silang
dimana
gerakannya
untuk
menggerakan organ tubuh kiri dan kanan
secara bersamaan. Kedua, gajah dimana
gerakan yang menyerupai belalai gajah
dengan menyilangkan tangan kanan dan
kiri, satu tangan memegang hidung dan
satunya
lagi
memegang
telinga
dan
dilakukan secara bergantian antara kiri dan
kanan. Selanjutnya gerakan-gerakan yang
termasuk
dalam
dimensi
pemfokusan
pertama lambaian tangan dengan tangan
keatas
berada
pada
samping
telinga
kemudian tangan kedua di siku bawah yang
berguna untuk meregangkan ketegangan di
otot pundak, mengontrol koordinasi mata
dan tangan. Selanjutnya dimensi pemusatan
yaitu, minum air putih yang bertujuan
mempermudah pengaliran energy dari otak
ke seluruh tubuh. pompa betis, luncuran
gravitasi, dan pasang kuda-kuda. Adapun A. Senin, Selasa, Rabu, Kamis
1. Greeting (Penyambutan Siswa) (15 Menit)
2. Iqro/mengenal Literasi (45 Menit)
3. Opening (30 Menit)
Morning Carpet
Cirle Time
Brain Gym
4. Focus Theme 1 (45 Menit)
5. Take a Break (30 Menit)
6. Snack Time (30 Menit)
7. Focus Theme 2 (45 Menit)
8. Review and Closing (15 Menit)
B. Jumat
1. Greeting (Penyambutan Siswa) (15 Menit)
2. Iqro/Mengenal Literasi (45 Menit)
3. Opening (30 Menit)
Morning Carpet
Circle Time
4. Religious Activities (45 Menit)
5. Take a Break (15 Menit)
6. Snack Time (15 Menit)
7. Review and Closing (15 Menit)
8. Talents Class (45 Menit)
Keterangan
1. Hari Senin dan Rabu (Iqro)
2. Hari Selasa dan Kamis (Mengenal Literasi
dan Brain Gym) A. Senin, Selasa, Rabu, Kamis
1. Greeting (Penyambutan Siswa) (15 Menit)
2. Iqro/mengenal Literasi (45 Menit)
3. Opening (30 Menit)
Morning Carpet
Cirle Time
Brain Gym
4. Focus Theme 1 (45 Menit)
5. Take a Break (30 Menit)
6. Snack Time (30 Menit)
7. Focus Theme 2 (45 Menit)
8. Review and Closing (15 Menit)
B. Jumat
1. Greeting (Penyambutan Siswa) (15 Menit)
2. Iqro/Mengenal Literasi (45 Menit)
3. Opening (30 Menit)
Morning Carpet
Circle Time
4. Religious Activities (45 Menit)
5. Take a Break (15 Menit)
6. Snack Time (15 Menit)
7. Review and Closing (15 Menit)
8. Talents Class (45 Menit)
Keterangan
1. Hari Senin dan Rabu (Iqro)
2. 16
Jurnal PG-PAUD Trunojoyo : Jurnal Pendidikan dan Pembelajaran Anak Usia Dini,
Volume 6, Nomor 1, April 2019, hal 12 - 17 16 Kedua,
gerakan
senam
otak. Berdasarkan temuan di Taman Kanak-
kanak & Plagroup Kreatif Primagama
Padang bahwa gerakan senam otak yang
dilakukan disesuaikan dengan kemampuan
anak. Adapun
gerakan-gerakannya
sebanyak 15 gerakan yang diiringi musik. Terdapat tiga dimensi dalam gerakan senam
otak
yaitu
dimensi
lateral,
dimensi
pemfokusan
dan
dimensi
pemusatan. Menurut Paul Dennison “senam otak
dilakukan melalui tida dimensi, yakni
dimensi lateral, dimensi pemusatan dan
dimensi pemfokusan”. Gerakan-gerakan
lebih berpusat pada tangan, seperti jari
kanan gerakan gajah dimana tangan kiri
memegang telinga dan tangan kanan
memegang hidung, bayangankan tangan
menjadi belalai gajah, ikuti 8 tidur yang
terletak agak jauh yang bertujuan untuk
meningkatkan penglihatan, pendengaran
dan gerakan seluruh tubuh, lambaian tangan
dimana letakkan kuda dibawah siku lewat
belakang kepala. Leher di putar dimana
bahu dinaikkan, tundukan kepala ke depan
dan putar dari satu sisi ke sisi lainnya. Putaran kepala, gelengkan kepala, putaran
tangan. Semua gerakan termasuk dalam tiga
dimensi, namun selebihnya gerakan di
fariasikan oleh guru sesuai dengan iringan
musik. Dalam kegiatan senam otak diiringi
musik sehingga anak lebih semangat dalam
kegiatan senam otak. Disamping itu anak tidak berebutan dalam
mengambil media pembelajaran, dan sudah
bisa mempratekan sifat antri dengan baik
tanpa harus mendahulukan satu dengan
yang lain. Sejalan dengan pendapat Zulaini
menjelaskan manfaat senam otak seperti
meningkatkan
konsentrasi,
mengurangi
stress, meningkatkan daya ingat, dapat
berfikir
lebih
cepat,
pelajar
dapat
menangkap pelajaran dengan baik (Zulaini,
2016). Hal ini senada dengan Dennison
(Priambodo, 2017) menjelaskan bahwa ada
beberapa
manfaat
senam
otak
yaitu
memberikan stumulus pada kegiatan belajar
dan efektif dalam mengalami hambatan
belajar, dan memudahkan siswa untuk
berfikir,
merefleksikan
suatu
pekerjaan/tugas atau karya. Disamping itu anak tidak berebutan dalam
mengambil media pembelajaran, dan sudah
bisa mempratekan sifat antri dengan baik
tanpa harus mendahulukan satu dengan
yang lain. Sejalan dengan pendapat Zulaini
menjelaskan manfaat senam otak seperti
meningkatkan
konsentrasi,
mengurangi
stress, meningkatkan daya ingat, dapat
berfikir
lebih
cepat,
pelajar
dapat
menangkap pelajaran dengan baik (Zulaini,
2016). Hal ini senada dengan Dennison
(Priambodo, 2017) menjelaskan bahwa ada
beberapa
manfaat
senam
otak
yaitu
memberikan stumulus pada kegiatan belajar
dan efektif dalam mengalami hambatan
belajar, dan memudahkan siswa untuk
berfikir,
merefleksikan
suatu
pekerjaan/tugas atau karya. Evaluasi kegiatan senam otak di
Taman Kanak-kanak & Playgroup Kreatif
Primagama
berdasarkan
hasil
temuan
penelitian,
peneliti
melihat
guru
mengevaluasi kegiatan melalui observasi
yaitu
dengan
melihat
proses
anak
melaksanakan
kegiatan
senam
otak. Evaluasi
kegiatan
disesuaikan
dengan
perencanaan yang sudah dikembangkan. Jurnal PG-PAUD Trunojoyo : Jurnal Pendidikan dan Pembelajaran Anak Usia Dini, Volume 6,
Nomor 1, April 2019, hal 12 - 17
15 Hal ini sesuai dengan pendapat
Sulis Diana dkk dalam melakukan kegiatan
senam otak ada beberapa yang perlu
dilakukan yaitu, minum air putih dan
pernafasan perut sebanyak 2-8 kali (Diana
& dkk, 2017). 2. PEMBAHASAN
Hasil penelitian tentang kegiatan
senam otak anak usia dini di Taman Kanak-
kanak & Playgroup Kreatif Primagama
Padang akan dibahas berdasarkan teori,
sehinggaa akan terlihat keterkaitan antara
teori dengan fakta yang ada dilapangan. 2. PEMBAHASAN
Hasil penelitian tentang kegiatan
senam otak anak usia dini di Taman Kanak-
kanak & Playgroup Kreatif Primagama
Padang akan dibahas berdasarkan teori,
sehinggaa akan terlihat keterkaitan antara
teori dengan fakta yang ada dilapangan. 16
Jurnal PG-PAUD Trunojoyo : Jurnal Pendidikan dan Pembelajaran Anak Usia Dini,
Volume 6, Nomor 1, April 2019, hal 12 - 17 SIMPULAN Berdasarkan hasil penelitian tentang
kegiatan senan otak anak usia dini di Taman
Kanak-kanak
&
Playgroup
Kreatif
Primagama
Padang
dapat
disimpulkan
bahwa kegiatan senam otak dilaksanakan
dengan baik. Kegiatan senam otak melalui
perencanaan yang dirancang oleh guru
sehingga terjadwal dengan baik. Senam otak
dilakukan dalam bentuk gerakan-gerakan
sederhana
yang
dapat
merangsang
perkembangan
otak,
meningkatkan
konsetrasi dalam belajar. Evaluasi kegiatan
senam otak yang dilakukan guru melalui
observasi yaitu melihat proses anak dalam
melakukan kegiatan senam otak. Ketiga,manfaat
senam
otak. berdasarkan temuan di Taman Kanak-kanak
& Playgroup Kreatif Primagam Padang
bahwa manfaat kegiatan senam otak sudah
terlihat pada diri anak, dibuktikan dalam
proses pembelajaran anak dapat menjawab
dan mengulangi kembali pembelajaran
yang dipelajari hampir semua anak dapat
menjawab pertanyaan yang di ajukan oleh
guru. Kusuma menjelaskan dengan sering
melakukan senam otak dapat meningkatkan
pertumbuhan
sel-sel
otak,
menyimpan
memori dan meningkatkan fokus dalam
belajar. Dilihat
dari
perkembangan
emosional, dimana dalam proses suasana
belajar anak terlihat tenang dan senang. Jurnal PG-PAUD Trunojoyo : Jurnal Pendidikan dan Pembelajaran Anak Usia Dini, Volume 6,
Nomor 1, April 2019, hal 12 - 17
17 17 17 DAFTAR PUSTAKA Diana, S., & dkk. (2017). Brain Gym Stimulasi
Perkembangan Anak Paud I. Surakarta:
CV Kekata Group. Mulyasa. (2012). Manajemen PAUD. Bandung:
Remaja Rosdakarya. Priambodo, M. (2017). Brain Gym. Retrieved
from
http://www.brain%gym/78032541.pdf Sugiyono. (2017). Metode
Penelitian
Pendidikan
Pendekatan
Kuantitatif,
Kualitatif dan R&D. Bandung: Alfabeta. Sukri, A., & Sukri, P. (2013). Meningkatkan
Hasil Belajar Siswa Melalui Brain Gym. Jurnal Edukasi Matematika dan Sains. Suryana, D. (2013). Pendidikan Anak Usia Dini. Padang: UNP Press. Suryana, D. (2016). Pendidikan Anak Usia Dini
Stimulasi & Aspek Perkembangan Anak. Jakarta: PT Raja Grafindo Persada. Susanto, A. (2017). Pendidikan Anak Usia Dini. Jakarta: PT Bumi Aksara. Yulsyofriend. (2013). Permainan Membaca dan
Menulis Anak Usia Dini. Padang:
Sukabina Press. Zulaini. (2016). Manfaat Senam Otak. Retrieved
from http://www.6140-12223-1-PB.pdf
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https://openalex.org/W4302283372
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https://bmcpalliatcare.biomedcentral.com/counter/pdf/10.1186/s12904-022-01062-8
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Gender differences in the intention to withhold life-sustaining treatments involving severe dementia for self and on behalf of parent or spouse
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BMC palliative care
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Abstract Background Few studies have explored gender differences in the attitudes toward advanced care planning and the
intention to withhold life-sustaining treatments (LSTs) involving severe dementia in Asian countries. We examined
gender differences in the attitude toward the Patient Autonomy Act (PAA) in Taiwan and how the gender differences
in these attitudes affect the intention to withhold LSTs for severe dementia. We also investigated self–other
differences in the intention to withhold LSTs between genders. Methods Between March and October 2019, a structured questionnaire was distributed to hospitalized patients’
family members through face-to-face contact in an academic medical center. Exploratory factor analysis and
independent and paired-sample t-tests were used to describe gender differences. Mediation analyses controlled for
age, marital status, and education level were conducted to examine whether the attitude toward the PAA mediates
the gender effect on the intention to withhold LSTs for severe dementia. Results Eighty respondents filled out the questionnaire. Exploratory factor analysis of the attitude toward the PAA
revealed three key domains: regarding the PAA as (1) promoting a sense of abandonment, (2) supporting patient
autonomy, and (3) contributing to the collective good. Relative to the men, the women had lower average scores for
promoting a sense of abandonment (7.48 vs. 8.94, p = 0.030), higher scores for supporting patient autonomy (8.74 vs. 7.94, p = 0.006), and higher scores for contributing to the collective good (8.64 vs. 7.47, p = 0.001). Compared with the
women, the men were less likely to withhold LSTs for severe dementia (15.84 vs. 18.88, p = 0.01). Mediation analysis
revealed that the attitude toward the PAA fully mediated the gender differences in the intention to withhold LSTs
for severe dementia. Both men and women were more likely to withhold LSTs for themselves than for their parents. Compared with the women, the men were more likely to withhold resuscitation for themselves than for their parents
(p = 0.05). Women were more likely to agree to enteral tube feeding and a tracheotomy for their husbands than for
themselves; men made consistent decisions for themselves and their wives in those LST scenarios. *Correspondence:
Duan-Rung Chen
duan@ntu.edu.tw Full list of author information is available at the end of the article © The Author(s) 2022. Gender differences
in the intention to withhold life-sustaining
treatments involving severe dementia for self
and on behalf of parent or spouse Duan-Rung Chen1*, Jih-Shuin Jerng2, Daniel Fu-Chang Tsai3 and Yuchi Young4 Duan-Rung Chen1*, Jih-Shuin Jerng2, Daniel Fu-Chang Tsai3 and Yuchi Young4 © 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/. Abstract 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/. BMC Palliative Care BMC Palliative Care Chen et al. BMC Palliative Care (2022) 21:171
https://doi.org/10.1186/s12904-022-01062-8 Open Access Introductionh The treatments people choose near the end of life may
differ from those they receive [1]. End-of-life (EOL) deci
sions are commonly arranged through advance directives
(ADs), legal documents that outline treatment prefer
ences, or by designating power of attorney to ensure that
patients receive care consistent with their wishes when
incapacitated. Studies highlight the benefits of ADs, with
patients in the United States having ADs being less likely
to die in the hospital [1–3] and more likely to receive care
that is consistent with their preferences [2], and have
surrogates who report more effective communication
with physicians near the end of life [3]. However, many
patients may have limited knowledge of future treat
ments, and thus they may be reluctant to complete an
AD [4]. The absence of an AD may lead to the application
of non-beneficial therapies that can increase suffering for
patients and their families.h The Patient Autonomy Act (PAA), which was passed
in Taiwan in 2019 [5], is the first relevant legislation in
Asia to protect a patient’s right to natural death; it allows
individuals aged ≥ 20 years to make decisions through
advanced care planning, and complete a written AD to
decline medical treatments in specific clinical scenarios
in case of incapacity [5]. With the PAA, capable adults
can provide written EOL care instructions and com
plete a durable power of attorney for health care. The
person appointed in this document will make treatment
decisions for the patent in case of incapacitation. Such
requests have long been subject to legal protection in
Western countries, such as that provided by the Patient
Self-Determination Act passed by the US Congress in
1990 and the Mental Capacity Act passed in the United
Kingdom in 2005 [6, 7]. Despite the rights afforded by
the Patient Self-Determination Act, the rate of advanced
care planning remains low [8]. A recent systematic
review examining studies published between 2011 and
2016 indicated that only approximately 36.7% of US
adults have ADs [9]. In the UK, the estimated propor
tion of adults with ADs is about 4% in England and just
2% in Wales, while in Germany, approximately 10% of
the general population [10]. In Taiwan, less than 0.2% of
the adult population (35,545 out of roughly 19.39 million
adults) had completed an AD by the end of 2021 [11]. Page 2 of 12 (2022) 21:171 Chen et al. BMC Palliative Care Conclusion Gender influences the attitude toward advanced care planning and consequently affects the intention
to withhold LSTs, indicating that there may be a difference in how men and women perceive EOL decision-making for
severe dementia in Taiwan. Further studies are warranted. Keywords Gender differences, Life-sustainment treatments, The patient autonomy act Cultural norms influence attitudes regarding patient
autonomy in decisions about EOL care [15]. Individuals
with positive attitudes toward patient autonomy exhibit
greater willingness to sign an AD [16]; moreover, will
ingness to sign an AD is positively associated with older
age, higher educational attainment [17], white race
[3], employment, knowledge of hospice and palliative
care [18], comprehensions of the illness condition [18,
19], and life satisfaction [20]. Several studies also point
to sex-based gender differences in the preferences for
life-sustaining treatments. For example, a qualitative
study reported gender differences in attitudes concern
ing advance care planning, with men fearing harm from
health treatments and hesitant to disclose EOL wishes
to physicians. By contrast, women anticipated the ben
efits of ADs and believed that having one could pre
vent unwanted mechanical life support [21]. A study in
the United States, which tracked 301 advanced cancer
patients, also found that male patients are more likely to
receive life-prolonging medical treatments [22]. A muti-
hospital survey of 2,329 patients with advanced cancer
in Taiwan found that compared with men, women were
less likely to regard prolonging life as a medical goal of
end-stage cancer care and were more inclined not to
receive intubation and ventilator therapy [23]. Another
study in the United States indicated that the decisions to
withhold or withdraw potentially life-prolonging treat
ments are more often made in women (28.0% vs. 22.8%,
P = 0.003) [24]. Men with advanced cancers are more
likely than women to receive aggressive, non-beneficial
ICU care near death [25]. A recent systematic review of
the literature reveals that women are more likely to with
draw or withhold life-prolonging treatments than men
[26]. Although empirical findings point to sex-based dif
ferences in the preferences for life-sustaining treatments,
few studies discuss the underlying socialized gender
roles that may affect how men and women perceive EOL
decision-making. Introductionh In Chinese society, sons typically
make surrogate decisions, although female family mem
bers are more likely to care for the patient [35, 36].h After the respondents read the description, they indi
cated their preferences for the following five medical
interventions for prolonging life: (1) receiving enteral
tube feeding if severe dementia hinders eating; (2) receiv
ing dialysis for kidney failure; (3) being intubated on a
ventilator if severe dementia makes breathing impos
sible; (4) undergoing a tracheotomy following one month
of intubation and if survival appears unlikely without
a ventilator; and (5) undergoing CPR if a cardiac arrest
because of end-stage dementia [45]. This study assumes that gender is socially constructed
roles, behaviors, and attributes that a society considers
appropriate for men and women. In Taiwan, although the
gender gap has narrowed considerably in terms of educa
tional attainment [37], the gender difference in the labor
market participation rate persists (51.5% for women and
67% for men, Directorate-General of Budget, Account
ing and Statistics [DGBAS], 2021). Wives, daughters, and
daughters-in-law represent 63% of the caretakers of dis
abled or ill household members [38, 39]. A recent study
revealed different disability trends for Taiwanese men
and women aged ≥ 50 years, with women progressing 18%
more rapidly than men toward more substantial disabil
ity after its initial onset; older age resulted in a 1.2 times
faster rate of change in disability for women than for men
(p < 0.001) [40]. Women may experience higher fatigue
levels than men at the end of life [41]. Women were also
less likely to regard prolonging life as a medical goal of
end-stage cancer care and were more inclined not to
receive intubation and ventilator therapy [23]. Therefore,
Taiwanese women may be expected to follow the gender
role to be family-centered and probably internalize the
sense of sacrifice to reduce family burden [42]. When fac
ing the choices about life-sustainment treatments at the
end of life, they may be more likely to withhold prolong
ing life treatments than men. Scenarios involving severe dementia were selected
because providing a realistic prognosis for patients with
dementia is challenging [46]. Realistic forecasts are essen
tial for patients and caregivers to prepare for subsequent
difficult situations. Introductionh Life-sustaining treatments (LSTs) are widely used for
patients approaching the end of life [12, 13], highlight
ing the importance of understanding the barriers to AD
completion [14]. Despite their benefits, ADs might not be available for
most hospitalized patients [2]; family members serve as
surrogate decision-makers in such cases. Growing evi
dence suggests that the decisions of surrogate decision-
makers often differ from those of patients [27], probably
because of psychological distance [27] or social distance
[28] between the two parties. Research has revealed that
surrogate decisions regarding EOL care might not ben
efit the patient [29], whose wishes may be compromised
in such situations [30]. These decisions might differ from Chen et al. BMC Palliative Care (2022) 21:171 Page 3 of 12 (2022) 21:171 Chen et al. BMC Palliative Care those the surrogate might make for themselves [31]. Fam
ily members as surrogates commonly regard their role as
being the patient’s voice, an advocate for the patient, an
advocate for other family members, or an advocate for
themselves [32]. description of severe end-stage dementia—based on
the Functional Assessment Staging Test [43, 44]—was
as follows: “When you have severe dementia, you do
not remember many things, forget many people, can
not express your needs, or understand others, and have
a deteriorating mental state. You need someone to take
care of your daily tasks for an extended period; for exam
ple, you need help getting dressed, eating, and taking a
bath. Gradually, you become incontinent, your mobility
diminishes, and you eventually need to be in a wheelchair
or stay in bed for long periods.” Surrogate decisions may also be affected by socialized
gender roles. A study reported that surrogate choices in
the United States are most likely to be made by daughters
(58.9%) [33]. In Japan, female surrogates are more likely
to change their preference from cardiopulmonary resus
citation (CPR) to do-not-resuscitate (DNR) orders than
male surrogates [34]. Introductionh Several reasons are listed: (1) doctors
and family members do not regard advanced dementia as
a terminal disease; (2) excessive focus on cognitive and
physical impairments can limit palliative care options; (3)
patients with dementia often present distinct illness tra
jectories over a long period between diagnosis and death,
often without an acute deterioration [47]. Before the
introduction of the PAA, most doctors in Taiwan favored
active treatment of patients with dementia to ensure that
the patient’s medical needs were met and to avoid legal
repercussions [48]. Study sample
Thi
d This study was conducted at the National Taiwan Uni
versity Hospital in Taipei, Taiwan, from March to Octo
ber 2019. The data were collected through a structured
questionnaire through face-to-face contact with the fam
ily members of patients treated in this hospital’s intensive
care unit (ICU) and general internal medicine and surgi
cal wards. All the participants provided written informed
consent before participating in this study. This study was
performed by the Declaration of Helsinki and approved
by the National Taiwan University Research Ethics Com
mittee (No. 201811035RINB). This study aims to examine gender differences in the
attitude toward the Patient Autonomy Act (PAA) in Tai
wan and how the gender differences in these attitudes
affect the intention to withhold LSTs for severe dementia. We also hypothesize that gender differences might exist
in self–other differences in the intention to withhold
LSTs involving severe dementia. Study design The inclusion criteria for the interview participants
were as follows: (a) related by blood or law to an in-
patient who had been hospitalized for 48 h or longer, (b)
visited the patient more than twice during the patient’s
hospitalization (or served as the primary caregiver during We conducted a quantitative survey to investigate
whether men and women differ in their intention to
withhold LSTs in cases involving severe dementia for
themselves and on behalf of their family members. The Page 4 of 12 (2022) 21:171 Care (2022) 21:171 Chen et al. BMC Palliative Care Fig. 1 Scheme of a simple mediation model The mediation models in Hayes’ PROCESS Macro
(2022) were used to examine the direct, indirect, and
total effect of gender on the intention to withhold LSTs
for severe dementia (also see Fig. 1). Bootstrapping (5000
resamples) was used to estimate the 95% confidence
interval (CI) for the aforementioned effects. All the sta
tistical analyses were performed using SPSS 19.0 (SPSS,
Chicago, IL, USA). the hospitalization), and (c) aged ≥ 20 years and able to
answer interview questions. Potential participants were
excluded if they could not speak or read Chinese fluently
or could not be present at the hospital for the face-to-face
interview. We assumed that recruiting family members of
hospitalized patients would be more likely to reflect on
matters concerning EOL decisions. the hospitalization), and (c) aged ≥ 20 years and able to
answer interview questions. Potential participants were
excluded if they could not speak or read Chinese fluently
or could not be present at the hospital for the face-to-face
interview. We assumed that recruiting family members of
hospitalized patients would be more likely to reflect on
matters concerning EOL decisions. To determine the necessary number of respondents,
we used the G*power program [49]. G*Power [50]was
designed as a general stand-alone power analysis pro
gram for statistical tests in social and behavioral research. For studies with two to five predictors, the required sam
ple size ranges from 68 to 92, for an effect size of 0.15, an
error probability of 0.05, and a power (1 − B error prob
ability) of 0.8. Therefore, we adopted a sample size of 100. Analysis plan First, univariate and bivariate analyses were conducted
to examine the gender differences in variables of inter
est in this study. Second, independent and paired-sample
t-tests (for self–other differences) were used to describe
the difference between men and women. Third, explor
atory factor analysis and reliability tests were used to
examine the respondents’ attitudes toward the PAA. Lastly, we investigated whether men and women differ
in their attitudes toward the PAA and whether the differ
ences in the attitudes affect their intention to withhold
LSTs for severe dementia by using mediation models. Study design For the mediation analysis, we specifically examined
(1) whether men and women differ in the intention to
withhold LSTs for severe dementia (the direct effect “c”)
and (2) whether men and women differ in their attitudes
toward the PAA (the effect “a”), and (3) whether these
attitudes toward the PAA affect the intention to withhold
LSTs for severe dementia (the effect “b”). The total effect
of gender is the direct effect (“c”) plus the indirect effect
(“ab”) (see Fig. 1). Explanatory variables Gender was coded as 1 for men and 0 for women.i Attitude toward the PAA was defined according to
responses to nine items on how respondents regarded
the PAA. Items were rated on a 5-point Likert scale from
1 (strongly disagree) to 5 (strongly agree). Exploratory
factor analysis was conducted, and three factors were
identified: Factor 1, promoting a sense of abandonment,
comprised four items: With the PAA, (1) I am basically
waiting to die; (2) I feel insecure about my medical treat
ments in the future; (3) my quality of care will not be
guaranteed; (4) healthcare providers will no longer care
for any of my medical conditions. This factor had a Cron
bach’s α value of 0.79, and the total score ranged from 4
to 20. Factor 2, supporting patient autonomy, included
two items: The PAA can (1) reduce the pressure on fam
ily members when making decisions and (2) ensure that
my medical treatment decisions are respected. The sec
ond factor had a Cronbach’s α value of 0.74, and the total
scores ranged from 2 to 10. The third factor, contributing
to the collective good, comprised three items: With the
PAA, (1) futile medical care can be reduced; (2) health
care providers are protected from lawsuits while provid
ing the treatment that I prefer; and (3) inefficient medical
resource usage can be reduced. Factor 3 had a Cronbach’s
α value of 0.88, and the total scores ranged from 4 to 20. Gender differences were discovered across all three
factors for attitude toward the PAA (Table 2). The men
had higher average scores regarding the PAA promot
ing a sense of abandonment than the women (8.94 vs. 7.48; p < 0.05). However, the women had higher scores
for supporting patient autonomy (8.74 vs. 7.94; p < 0.01)
and contributing to the collective good (8.64 vs. 7.47,
p < 0.001) than the men. Measures Based on the previous studies [45, 51], we adopted a
modified Chinese version of the Life Support Prevalence
Questionnaire (LSPQ) to measure respondents’ prefer
ences for life-sustaining treatments for severe dementia. Second, we developed a questionnaire and invited three
experts to review the feasibility of its contents. The ques
tionnaire consisted of two parts, which evaluated the
following: (1) general attitude toward the PAA and (2) Page 5 of 12 Chen et al. BMC Palliative Care (2022) 21:171 (2022) 21:171 Chen et al. BMC Palliative Care hypothetical LST decisions involving severe dementia for
themselves and on behalf of people close to them. hypothetical LST decisions involving severe dementia for
themselves and on behalf of people close to them. college diploma, we coded 1 as college and above and 0 as
high school and below. Age was treated as a continuous variable. Gender differences in the intention to withhold LSTs for
severe dementia As indicated in Table 3, compared to the women, the
men were less likely to withhold LSTs for severe demen
tia (total scores, 15.84 vs. 18.88, p = 0.01). The men less
likely to agree to withhold invasive LSTs even in case of
severe dementia than were the women (enteral tube feed
ing, men vs. women 2.78 vs. 3.36, p = 0.05; dialysis, 2.66
vs. 3.43, p = 0.02; intubation with a ventilator, 3.23 vs. 3.93, p = 0.02; tracheotomy, 3.50 vs. 4.12, p = 0.01). Yet,
men and women showed no difference in the intention to
withhold resuscitation in case of a cardiac arrest (3.65 vs. 4.07, p = 0.2). Results One hundred potential participants were approached
during the study, and 82 filled out the questionnaire suc
cessfully. Because of the COVID-19 pandemic at the
time of the survey, access to the hospital for face-to-face
contact for filling out the questionnaire was denied, hin
dering the recruitment of more respondents. Of the 82
questionnaires collected, 2 had missing data and were
excluded from the analysis, yielding an effective response
rate of 80%. Table 1 presents the demographic character
istics of the respondents and gender differences in these
characteristics. Of the study respondents, 52.5% were
women, 87.6% had a college education or higher, and 40%
resided in Taipei City (where the hospital was located). Approximately 41.3% of the respondents’ family mem
bers (the patients) were admitted to the ICU at the time
of the interview. About one-third (32.5%) of the respon
dents were the patients’ parents, 22.5% were the patients’
children, and 19% were the patients’ spouses. No gen
der differences were observed in these demographic
characteristics. Outcome variables Marital status could be single or never married, mar
ried, divorced, or cohabitating. Because of the small
number of divorced or cohabitating respondents, we
coded 1 as married and 0 as not married. Intention to Withhold LSTs for severe dementia was
defined according to respondent ratings for the following
five medical interventions for prolonging life: (1) receiv
ing enteral tube feeding if severe dementia hinders eating;
(2) receiving dialysis for kidney failure; (3) being intu
bated on a ventilator if severe dementia makes breath
ing impossible; (4) undergoing a tracheotomy following
one month of intubation and if survival appears unlikely
without a ventilator; and (5) undergoing CPR if a car
diac arrest because of end-stage dementia. Respondents
rated each medical intervention on a 5-point Likert scale
from 1 (strongly agree) to 5 (strongly disagree). Explor
atory factor analysis was performed, and one factor with
an explained variance of 54% was found. This factor has
a Cronbach’s α value of 0.92. We summed the ratings of
these five medical interventions, yielding scores ranging
from 5 to 25: a higher score indicates a stronger intention
to withhold LSTs for severe dementia. Control variables Education level was defined as the highest diploma
respondents obtained. Because most respondents had a Chen et al. BMC Palliative Care (2022) 21:171 Chen et al. BMC Palliative Care Page 6 of 12 Table 1 Demographic Characteristics of the Family Members of Hospitalized Patients (N = 80)
Variables
All (N = 80)
%/SD
Men (N =
38, 47.5%)
%/SD
Women (N =
42, 53.5%)
%/SD
X2/Indepen
dent two-sam
ple t-test
Age (mean)
45.10yrs
12.07
47.1yrs
11.6
43.1yrs
11.9
1.52
ns
Education level
High school and below
10
12.5
4
10.5
6
14.3
2.60(2)
ns
College
53
66.3
23
60.5
30
71.4
Graduate school
17
21.3
11
28.9
6
14.3
Marital status
Single
22
27.5
9
23.7
13
31
3.55(3)
ns
Married
55
6.8
27
71.1
28
66.7
Divorced
1
1.3
0
0
1
2.4
Cohabitation
2
2.5
2
5.3
0
0
Respondent’s relationship with
the patient
Spouse
15
18.8
6
15.8
9
21.4
8.92(6)
ns
Parents
26
32.5
10
26.3
16
38.1
Children
18
22.5
12
31.6
6
14.3
Siblings
3
3.8
3
7.9
0
0
Friends
8
10
3
7.9
5
11.9
Self
3
3.8
2
5.3
1
2.4
Unspecified
7
8.8
2
5.3
5
11.9
Family monthly income
USD 0 ~ 1,011
7
8.9
3
8.1
4
9.5
2.93(2)
ns
USD 1,012 ~ 3,371
39
49.4
22
59.5
17
40.5
USD 3,372 and above
33
41.8
12
32.4
21
50
Employment
Unemployed
4
5
2
5.2
2
4.8
Retired
12
15
6
15.8
6
14,3
0.04(2)
ns
Yes
64
80
30
78.9
34
80.9
Place of residence
Taipei City
32
40
16
42.1
16
38.1
0.148(2)
ns
Outside Taipei City
46
57.5
21
55.3
25
59.5
Foreign countries
2
2.5
1
2.6
1
2.4
Hospital ward
ICU
33
41.25
24
63.2
23
54.8
0.58(1)
ns
Internal/Surgical ward
47
58.75
14
36.8
19
45.2
Rounding differences to 100% are possible Table 1 Demographic Characteristics of the Family Members of Hospitalized Patients (N = 80) In terms of making hypothetical LST decisions for
parents, both men and women tend to agree to treat
ments for their parents rather than themselves. Control variables The
self–parent differences in the respondents’ decisions
regarding enteral tube feeding was 0.67 (p = 0.05) for men
and 0.54 (p = 0.05) for women, regarding dialysis was
0.60 (p = 0.001) for men and 0.50 (p = 0.01) for women,
regarding intubation on a ventilator was 0.72 (p = 0.01)
for men and 0.75 (p = 0.01) for women, and regard
ing tracheotomy was 0.28 (nonsignificant) for men and
0.33 (p = 0.001) for women. No gender differences were
observed in these self–other differences. The only signifi
cant gender difference was noted for conducting CPR if a
cardiac arrest because of end-stage dementia (self–parent intention to withhold LSTs for severe dementia intention to withhold LSTs for severe dementia
Regarding the intention to withhold LSTs for people
close to the respondents, if those people had severe
dementia, 42 (52.5%), 31 (38.8%), 3 (4%), and 4 (5%) of
the respondents referred to parents, spouses, children,
and friends, respectively, as people for whom they would
make LSTs decisions. Table 3 summarizes the self–other
differences in the respondents’ intention to withhold
LSTs for severe dementia. The mean values indicate the
differences between the respondents’ intention to with
hold LSTs for themselves and those on behalf of their
parents or spouses. A greater mean difference indicates
greater discordance. Page 7 of 12 Page 7 of 12 Chen et al. BMC Palliative Care (2022) 21:171 Chen et al. BMC Palliative Care Table 2 Gender Differences in Attitude Toward the Patient
Autonomy Act (PAA) (Mean, SD)
Attitude Items1
All
Men
Women
Indepen
dent two-
sample
t-test
Mean
(SD)
Mean
(SD)
Mean
(SD)
T-value
Cron
bach’s
a
Factor 1: Sense of
abandonment
0.79
With the PAA, I am
basically waiting
to die. 1.83
(0.81)
2.05
(0.73)
1.62
(0.83)
-2.47*
With the PAA, I feel
insecure about my
medical treatments
in the future. 2.29
(0.99)
2.45
(1.03)
2.14
(0.95)
-1.37
With the PAA, my
quality of care will
not be guaranteed. 2.19
(0.86)
2.42
(0.83)
1.98
(0.84)
-2.38*
With the PAA,
healthcare providers
will no longer care
for my medical
conditions. 1.88
(0.83)
2.03
(0.82)
1.74
(0.83)
-1.56
Sum scores (5–20)
8.18
(2.73)
8.94
(2.46)
7.48
(2.81)
-2.48*
Factor 2: Sup
port for patient
autonomy
0.74
PAA can reduce the
pressure on family
members to make
decisions. 4.06
(0.80)
3.89
(0.80)
4.21
(0.78)
1.81
PAA can make how
I wish to be medi
cally treated to be
respected. 4.30
(0.70)
4.05
(0.70)
4.52
(0.63)
3.17**
Sum scores (5–10)
8.36
(1.34)
7.94
(1.37)
8.74
(1.21)
2.74**
Factor 3: Collective
good
0.88
With the PAA, futile
medical care can be
reduced. 4.10
(0.88)
3.79
(0.91)
4.38
(0.76)
3.17**
With the PAA,
healthcare providers
will be protected
from lawsuits while
treating me how I
wish to be medically
treated. 4.19
(0.66)
3.92
(0.59)
4.43
(0.63)
3.72***
With the PAA, waste
in medical resources
can be reduced. intention to withhold LSTs for severe dementia 3.99
(089)
3.68
(0.96)
4.26
(0.73)
3.04**
Sum scores (5–15)
8.08
(1.07)
7.47
(1.74)
8.64
(1.41)
3.32**
1: The higher score, the stronger agreement with the statement
* P < 0.05; ** P < 0.01, *** P < 0.001 Table 2 Gender Differences in Attitude Toward the Patient
Autonomy Act (PAA) (Mean, SD) difference = 0.50, p = 0.01 for men, and 0.08 [not signifi
cant] for women; gender difference, p = 0.05). f
Regarding the intention to withhold LSTs for spouses,
the hypothetical decisions men would make for them
selves were consistent with those they would make
for their spouses. However, the hypothetical decisions
women would make for their spouses differed signifi
cantly from those they would make for themselves. The
women were more likely to accept enteral tube feed
ing for their husbands than for themselves (self–spouse
difference = 0.60, p = 0.05) and were more in favor of a
tracheotomy for their husbands than for themselves in
cases where survival appears unlikely without a ventila
tor (self–spouse difference = 0.48, p = 0.05). However, no
significant gender differences in these self–spouse differ
ences were observed. Testing for the mediation effect BMC Palliative Care Table 3 Gender Differences in the Intention to Withhold LSTs involving Severe Dementia for Self and Self-others Differences (Mean,
SD)
Self
Self-parent differences2
Self-spouse differences2 Table 3 Gender Differences in the Intention to Withhold LSTs involving Severe Dementia for Self and Self-others Differences (Mean,
SD)
Self
Self-parent differences2
Self-spouse differences2
LSTs to be withheld
Men (N
= 38)
Women
(N =
42)
Indepen
dent two-
sample
t-test1
Men (N
= 18)
Women
(N = 24)
Inde
pen
dent
two-
sam
ple
t-test
Men (N
= 15)
Women
(N =
14)
In
de
pen
dent
two-
sam
ple
t-test
Enteral tube feeding as a means of ingesting food
2.78
(1.17)
3.36
(1.43)
p = 0.05
0.67
(1.19)*
0.54
(1.06)*
ns
0.50
(1.02)
0.60
(0.99)*
ns
Dialysis if have kidney failure
2.66
(1.19)
3.43
(1.36)
p = 0.01
0.60
(0.70)***
0.50
(0.78)**
ns
0.07
(0.83)
0.33
(1.05)
ns
To be intubated and utilizing a ventilator to breathe
3.23
(2.10)
3.90
(1.30)
p = 0.02
0.72
(1.02)***
0.75
(1.03)***
ns
0.07
(0.83)
0.20
(1.01)
ns
Undergo a tracheotomy If being intubated for a month and
survival is not possible without a ventilator
3.50
(1.08)
4.12
(1.19)
p = 0.01
0.28
(0.75)
0.33
(0.64)*
ns
0.07
(0.73)
0.48
(0.74)*
ns
Undergo cardiopulmonary resuscitation if a cardiac arrest
3.65
(1.07)
4.07
(1.18)
ns
0.50
(0.79)**
0.08
(0.58)
p =
0.05
-0.07
(0.62)
-0.33
(0.72)
ns
Total scores
15.84
(4.91)
18.88
(5.60)
p = 0.01
-
-
-
-
-
-
1 Independent two-sample t-test was used to test gender differences
2 Pair-sample t-tests were used to test self-other differences by gender, and independent two-sample t-tests were used to test gender differences in self-other
differences
* p < 0.05; ** p < 0.01; *** p < 0.001 Table 3 Gender Differences in the Intention to Withhold LSTs involving Severe Dementia for Self and Self-others Differences (Mean,
SD) Table 3 Gender Differences in the Intention to Withhold LSTs involving Severe Dementia for Self and Self-others Differences (Mean,
) Table 3 Gender Differences in the Intention to Withhold LSTs involving Severe Dementia for Self and Self-others Differences (Mean, p
p
gf
2 Pair-sample t-tests were used to test self-other differences by gender, and independent two-sample t-tests were used to test gender differences in self-other
differences
*
< 0 05 **
< 0 01 ***
< 0 001 Table 4 Mediators as Outcome Variables: The Gender Effect on the Attitude Toward Patient Autonomy Act (PAA)
Sense of abandonment
Support for patient autonomy
Collective good
Variables
B
SE
95% CI
B
SE
95% CI
B
SE
95% CI
Gender (ref: Women)
Men
1.55
0.63
(0.31, 2.80)*
-0.75
0.3
(-1.34, -0.16)*
-1.77
0.48
(-2.73, -0.81)***
Control variables
Age
0.001
0.03
(-0.06, 0.06)
-0.01
0.02
(-0.05, 0.02)
0.01
0.02
(-0.04, 0.05)
Education
-1.35
1.22
(-3.77, 1.07)
0.21
0.42
(-0.48, 1.32)
1.08
0.73
(-0.38, 2.54)
Married
-0.78
0.67
(-2.11, 0.56)
0.06
0.37
(-0.69, 0.80)
0.69
0.66
(-0.62, 1.99)
Constant
9.12
1.58
(5.98, 12.26)
8.94
0.96
(7.02, 10.85)
11.48
1.4
(8.70, 14.26)
Model R2
0.11
0.11
0.19
* p < 0.05; ** p < 0.01; *** p < 0.001 ble 4 Mediators as Outcome Variables: The Gender Effect on the Attitude Toward Patient Autonomy Act (PAA)
Sense of abandonment
Support for patient autonomy
Collective good abandonment reduced the intention to withhold LSTs for
severe dementia (− 0.53, 95% CI = − 0.99, − 0.01); however,
regarding the PAA as supporting patient autonomy (1.52,
95% CI = 0.37, 2.69) and as contributing to the collective
good increased the intention to withhold LSTs for severe
dementia (1.1, 95% CI=0.44, 1.76). Testing for the mediation effect were fully mediated by differences in attitude toward the
PAA between genders. This study contributes to the liter
ature by exploring the disparity in how men and women
perceive the PAA, an innovative piece of legislation in
Taiwan that addresses a topic that generally receives little
attention in Asian countries. It may be easy to understand that people choose not
to receive LSTs when the survival period is very short. According to a study by Tang et al. in Taiwan in 2014,
among 2452 terminal cancer patients, when they knew
the prognosis, they were less likely to choose life-pro
longing medical treatment[52]. Yet, when the survival
period may last several years, such as dementia, whether
to withhold LSTs to shorten life will reflect more on
people’s value concerning what is meant by the quality of
life. For example, patients with severe dementia rely on Testing for the mediation effect We examined whether men and women differ in their
attitudes toward the PAA and whether their attitudes
affect their intention to withhold LSTs for severe demen
tia (the mediation model). Table 4 presents the regres
sion results (“a” in Fig. 1) for gender on the three factors
derived from the attitude toward the PAA (serving as
three mediators in testing for the mediation effect). The
results revealed that, in comparison with the women’s
scores, the men’s scores were 1.55 higher for regard
ing the PAA as promoting a sense of abandonment (95%
CI = 0.31, 2.80), 0.75 lower for supporting patient auton
omy (95% CI = − 1.38, − 0.12), and 1.87 lower for con
tributing to the collective good (95% CI = − 2.89, − 0.84),
when age, education, and marital status were controlled. None of the control variables were significantly associ
ated with attitude toward the PAA. Table 5 presents the regression results (“b,” “c,” and “ab”
in Fig. 1). The direct effect of gender on the intention to
withhold LSTs for severe dementia were fully mediated
through the three factors of attitude toward the PAA,
respectively. The indirect effect (“ab” in Fig. 1) of gender
through the factor of regarding the PAA as promoting a
sense of abandonment (Mediator 1) on the intention to
withhold LSTs was − 0.77 (95% CI = − 1.96, − 0.034), and
that through the factor of supporting patient autonomy
(Mediator 2) is − 0.91 (95% CI = − 1.96, − 0.09), and that
through the factor of contributing to the collective good
(Mediator 3) was − 1.65 (95% CI = − 2.99, − 0.52). These
findings suggest that in comparison with the women,
the men were significantly less likely to withhold LSTs
involving severe dementia (the total effect [“c” + “ab” in
Fig. 1] of gender was − 3.37 [95% CI = − 5.90, − 0.85]).f As indicated in Table 5, the different aspects of atti
tude toward the PAA had distinct effects on the inten
tion to withhold LSTs for severe dementia (“b” in
Fig. 1). Regarding the PAA as promoting a sense of Chen et al. BMC Palliative Care (2022) 21:171 Page 8 of 12 Page 8 of 12 Chen et al. Discussionh The results reveal that men tend to perceive the PAA
and the signing of ADs as the abandonment of patients. In contrast, women tend to have more positive attitudes
toward the PAA and view the PAA as supporting patient
autonomy and contributing to the collective good. Men
were generally less likely to withhold LSTs for severe
dementia than women. However, the gender differences
in the intention to withhold LSTs for severe dementia Page 9 of 12 Page 9 of 12 Chen et al. BMC Palliative Care (2022) 21:171 Chen et al. BMC Palliative Care Table 5 Mediation Models: The Direct, Indirect, and Total Effect of Gender (X) on the Intention to Withhold LSTs (Y) involving Severe Table 5 Mediation Models: The Direct, Indirect, and Total Effect of Gender (X) on the Intention to Withhold LSTs (Y) involving Severe
Dementia
Intention to Withhold LSTs (Y)
Model 1 (Mediator 1)
Model 2 (Mediator 2)
Model 3 (Mediator 3)
B
SE
95% CI
B
SE
95% CI
B
SE
95% CI
Gender (X) effect
Direct effect of X on Y
-2.6
1.36
(-5.30, 0.10)
-2.46
1.38
(-5.21, 0.28)
-1.73
1.42
(-4.56, 1.11)
Indirect effect of through M on Y
-0.77
0.51
(-1.96, -0.034)*
-0.91
0.49
(-1.96, -0.09)*
-1.65
0.63
(-2.99, -0.52)*
Total Effect of X on Y
-3.37
1.27
(-5.90, -0.85)*
-3.37
1.27
(-5.90, -0.85)*
-3.37
1.27
(-5.90, -0.85)*
Mediators
Sense of abandonment
-0.53
0.25
(-0.99, -0.01)*
-
-
-
-
-
-
Support for autonomy
-
-
-
1.52
0.58
(0.367, 2.687)*
-
-
-
Collective good
-
-
-
-
-
-
1.1
0.33
(0.44, 1.76)***
Control variables
Age
0.06
0.07
(-0.07, 0.19)
0.08
0.06
(-0.05, 0.20)
0.05
0.06
(-0.10, 0.18)
Education
0.18
2.67
(-5.15, 5.51)
0.34
2.38
(-4.41, 5.09)
-0.16
2.38
(-0.07, 0.18)
Married
1.07
1.45
(-1.83, 3.97)
1.39
1.49
(-1.59, 4.37)
0.82
1.46
(-2.09, 3.72)
Constant
19.16
4
(11.19, 27.13)
3.87
4.91
(-5.90, 13.64)
3.94
4.06
(-4.21, 12.09)
Model R2
0.18
0.2
0.24
* p < 0.05; ** p < 0.01; *** p < 0.001 Table 5 Mediation Models: The Direct, Indirect, and Total Effect of Gender (X) on the Intention to Withhold LSTs (Y) involving Severe These findings can be situated among the relevant lit
erature on self–other differences [27, 54]. Discussionh The risk-as-
feelings theory holds that subjective risk preferences
are attenuated in surrogate decisions [55]; when people
make decisions on behalf of others, they are less influ
enced by their interpretation of the risks involved. Other
biasing factors, such as social norms, can determine
individuals’ choices on behalf of others. When sons or
daughters act as surrogate decision-makers for their
parents of advanced age, they may place more weight
on social norms than on the risk of compromising their
parents’ quality of life. We speculate that the hypothetical
LST decisions that adult children make for their parents
are affected by the principle of filial piety emphasized in
Asian societies. As a result, the respondents in the pres
ent study indicated that they would agree to more hypo
thetical LSTs for their parents than for themselves in
cases where the patient’s quality of life would be severely
affected because of end-stage dementia. life-supporting devices and other people for daily nutri
tion and hygiene, resulting in severely impaired quality of
life and poor dignity. Ultimately, attitudes toward patient
autonomy and associated ideas such as the quality of life
may determine LST-related decisions in real situations. This study found that women were hesitant to agree to
LSTs for severe dementia if these treatments were per
ceived to be futile. Moreover, women felt empowered
because they believed that ADs can prevent unwanted
life support and that healthcare practitioners would
honor their ADs, consistent with the results from Per
kins et al. [21]. By contrast, men felt disempowered and
feared harm from the healthcare system. A recent review
of studies conducted in China indicated that unfamiliar
ity with the concept of advance care planning and ADs
is the main reason for people’s reluctance to complete an
AD [53]. Furthermore, although both the women and men
in this study generally agreed to more LSTs for their
parents than for themselves, this tendency was stron
ger among the men, who were more likely than women
to agree to CPR for their parents even if their hearts
stopped because of end-stage dementia. However, when
the men were making hypothetical decisions on behalf
of their spouses, the self–other differences disappeared;
that is, the men made the same decisions for themselves
and their spouses. Data Availability
h d
d The datasets used and/or analyzed during the current study are available from
the corresponding author, Duan-Rung Chen, upon reasonable request (email:
duan@ntu.edu.tw). Ethics approval and consent to participant All the participants provided written informed consent to participate in
this study. This study was performed by the Declaration of Helsinki and
approved by the National Taiwan University Research Ethics Committee (No. 201811035RINB). Authors’ contributions All authors met the criteria for authorship defined by the International
Committee of Medical Journal Editors and approved the final version of this
manuscript for submission. DRC designed the study, analyzed the data, and
drafted the manuscript. JSJ, FCT, and YY revised the manuscript. All authors
reviewed and approved this manuscript. The current study provides a new perspective on how
socialized gender roles affect the intention to withhold
LSTs involving severe dementia. However, some limita
tions are noted. First, the sample is not representative
because we adopted a single-center design with conve
nience sampling. Second, the questions regarding atti
tudes toward the PAA and the hypothetical scenarios
involving severe dementia in the questionnaire were
developed specifically for this study; a more extensive
survey must be conducted to validate the questionnaire. Third, the answers to the questionnaire may be affected
by the patients’ conditions on the respondents’ attitudes
toward the PAA was not assessed. Last, the small sample
size call for caution in the findings. Declarations
h
h
d
l The authors declared no potential conflicts of interest concerning this article’s
research, authorship, and publication. The authors declared no potential conflicts of interest concerning this article’s
research, authorship, and publication. Conclusion The men in this study tended to perceive the PAA as
a sign that patients are being abandoned by the health
system and exhibited less interest than the women in
regarding the PAA as a collective good and a means
of protecting patient autonomy. Gender differences in
the intention to withhold LSTs were fully mediated by
their attitude toward the PAA. Both men and women
were more likely to withhold LSTs for themselves than
for their family members. Men were also more likely to
agree to CPR for their parents than themselves, even if
a cardiac arrest because of end-stage dementia, com
pared with what women would do for their parents. Received: 28 April 2022 / Accepted: 22 September 2022 Received: 28 April 2022 / Accepted: 22 September 2022 Role of the funding source. The funders had no role in the study design, data collection and analysis,
publication decision, or manuscript preparation. Consent for publication The authors give the publisher permission to publish the work. Author details
1 1Institute of Health Behaviors and Community Sciences, National Taiwan
University, Taipei, Taiwan 2Department of Internal Medicine, National Taiwan University Hospital,
Taipei, Taiwan 3Department & Graduate Institute of Medical Education and Bioethics,
National Taiwan University College of Medicine, Taipei, Taiwan 4Department of Health Policy, Management & Behavior, School of Public
Health, New York State University,, Albany, USA Finally, women were more likely to agree to enteral
tube feeding and a tracheotomy for their husbands
than for themselves. In contrast, men made consistent
decisions for themselves and their spouses for these
LST scenarios. The study results indicate that social
ized gender roles may play a critical role in EOL deci
sions in Taiwanese society. Because people still rely
on family members to make LST decisions in real-life
situations, patient education and public support for
patient autonomy should be strengthened, especially
in Asian countries. Discussionh By contrast, the women’s hypotheti
cal LST decisions exhibited self–spouse differences: they
were more likely to agree to tube feeding and tracheot
omy for their husbands than for themselves. Because of
the small sample size, no significant gender differences in
self–spouse differences were observed in the intention to
withhold LSTs for severe dementia. f
The integrated model of surrogate decision-making
proposed by Tunney and Ziegler [29] may also help eluci
date intergeneration and gender differences in surrogate
decisions in cases where a patient’s quality of life is highly
compromised because of severe dementia. According to
that model, the surrogate decision-maker may consider
what is in the recipient’s best interest (benevolent per
spective), what they would do if they were the recipient
(projected perspective), what they believe the recipient
would choose (simulated perspective), and what serves
their interests irrespective of the recipient’s wishes (ego
centric perspective). Familiarity [29] and closeness [27]
with the recipient affect people’s ability to engage in
simulated perspective-taking. Most Taiwanese families
are still strongly influenced by patriarchy and traditional Chen et al. BMC Palliative Care (2022) 21:171 Page 10 of 12 Chen et al. BMC Palliative Care CPR
Cardiopulmonary Resuscitation. DGBAS
Directorate-General of Budget, Accounting, and Statistics. DNR
Do-Not-Resuscitate. EOL
End-of-Life. ICU
Intensive Care Unit. LSPQ
Life Support Prevalence Questionnaire. LSTs
Life-Sustaining Treatments. social hierarchies; surrogate decisions made by adult
children on behalf of their parents or by women on their
spouses are expected to be different from those made
for themselves. Therefore, when people make deci
sions on behalf of others, they tend to be less influenced
by the interpretation of risks involved and more influ
enced by other biasing factors, such as patriarchal prin
ciples and socialized gender roles. Several studies using
health insurance claims data in Taiwan found that men,
as fathers and husbands, are more likely than women to
receive aggressive EOL care even at the end stage of ter
minal cancer [12, 13].h 1.
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Silveira MJ, Kim SY, Langa KM. Advance directives and outcomes of surrogate
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3.
Teno JM, Gruneir A, Schwartz Z, Nanda A, Wetle T. Association between
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4
P ki
HS C
t lli
d
th th f l
i
f d
di
ti
A Acknowledgements Acknowledgements
We thank Chia-Yin Wu for her help in data collection. Acknowledgements
We thank Chia-Yin Wu for her help in data collection. Funding This work was supported by the Ministry of Technology and Science (MOST) in
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Springer Nature remains neutral with regard to jurisdictional claims in
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mainland China: An integrative literature review. Int J Older People Nurs. 2021;16:e12409. away they are on the family tree. PLoS ONE. 2012;7:e49479. 29. Tunney RJ, Ziegler FV. Toward a psychology of surrogate decision making. Perspect Psychol Sci. 2015;10:880–5. 30. Sulmasy DP, Snyder L. Substituted interests and best judgments: an inte
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Enzyme assisted extraction of polyphenols from Niger seed meal: a review
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*Email: omkarpokharkar4@gmail.com Omkar V. Pokharkar2 Omkar V. Pokharkar2 Enzyme assisted extraction of polyphenols from Niger seed
meal: a review Vivek K. Mukherjee1,. ABSTRACT The changing global economy and the food surpluses around the world have now stimulated an interest in
seeking a new alternative crop especially an Oilseed Crop. Niger seed (G. abyssinica) is drawing commercial
and academic attention because of its nutritional value, biological activities and excellent antioxidant properties. Niger seed has diverse application and hence this seed is of great industrial importance. Presence of
polyphenols in Niger seed has been reported previously. Phenolic compounds, naturally found in plants are of
considerable interest and have enticed researchers around the globe in recent years due to their bioactive
functions. These components are known as secondary plant metabolites and have antimicrobial, antiviral and
anti-inflammatory properties along with their high antioxidant capacity. And thus, presence of such properties
makes polyphenol a functional food. Enzyme-assisted extraction has attracted interest among researchers
across industries like food, pharmaceutical and academia. This extraction method of polyphenols from plants is
a suitable alternative to conventional solvent based extraction methods. The application of hydrolytic enzymes
for extraction of natural functional compounds from plants is widely investigated in recent years for its
advantages in easy operation, high efficiency, eco-friendly nature and preserving the bioactive properties of the
extracts. This review summarizes the nutritional composition of Niger seed and importance of polyphenols
which are known to be present in Niger seed. It also discusses the advantages of using eco-friendly extraction
methods known as enzyme assisted extraction. Keywords: Niger seed meal, Enzyme-assisted extraction, Phenolic compounds, G. abyssinica Up to this point, countless plants have been
examined and some of these have been cultivated
and developed as new oil crops. Among these new
sources of oil crops, Niger (Guizotia abyssinica
Cass.) seed oil is of interest and may play an
important role in human nutrition. As per M F
Ramadan, Niger is an oilseed that has been
cultivated for approximately 5000 years. South India
and Ethiopia are the two major producers of Niger
seeds. It belongs to the same botanical family as that
of sunflower and safflower (Compositae) (Baagø,
1974). It is a dicotyledonous herb, moderately to well
branched, and grows up to 2m in height (Getinet and
Teklewold, 1995). Niger is cultivated in both
temperate and tropical climates, being considered a
temperate-region plant that has adapted to a semi-
tropical
environment. It
prefers
moderate
temperatures for growth, from about 19◦C to 30◦C. 1 D.Y. Patil University, School Of Biotechnology and Bioinformatics, C.B.D Belapur,
Navi Mumbai – 400614, India. 1 D.Y. Patil University, School Of Biotechnology and Bioinformatics, C.B.D Belapur,
Navi Mumbai – 400614, India. 2Wageningen University and Research Centre, 6708 PB Wageningen, Netherlands. AN INTERNATIONAL QUARTERLY JOURNAL OF BIOLOGY & LIFE SCIENCES
4(1):121-129 AN INTERNATIONAL QUARTERLY JOURNAL OF BIOLOGY & LIFE SCIENCES
4(1):121-129 ISSN (online): 2320-4257
www.biolifejournals.com R E V I E W A R T I C L E INTRODUCTION Non-traditional
oilseeds
are
being
considered
because their constituents have unique chemical
properties and may augment the supply of edible oils
(Cherry and Kramer, 1989). Even today, no oil from
any one source has been observed to be suitable for
all edible applications. Since, oils from different
sources mostly differ in their composition. This urges
the need to search for new sources of novel oils. How to Site This Article:
Vivek K. Mukherjee, Omkar V. Pokharkar (2016). Enzyme
assisted extraction of polyphenols from Niger seed meal:
a review. Biolife, 3(3), pp 121-129. doi:10.17812/blj.2016.4117 Published online: 10 February 2016 Biolife | 2016 | Vol 4 | Issue 1 Biolife | 2016 | Vol 4 | Issue 1 © www.globalsciencepg.org 121| Copyright@2016 Vivek K. Mukherjee et al temperatures for growth, from about 190C to 300C
(Quinn and Myers, 2002). In literature, Niger seeds
are reported to contain 483 calories, 2.8–7.8%
moisture,
17–30%
protein,
34–39%
total
carbohydrate, 9–13% fiber, 1.8–9.9 g ash, 50–587
mg/100 g calcium, 180–800 mg/100 g phosphorus,
0.43 mg/100 g thiamine, 0.22–0.55 mg/100 g
riboflavin, and 3.66 mg/100 g niacin (Bhardwaj and
Gupta, 1977; Kachapur et al., 1978; Rao, 1994). Table-1 also gives a comparative picture of
composition of Niger oil seeds. Polyphenols have been discovered in plants since
their early appearance. These compounds, also
called secondary metabolites, are indeed crucial for
many important functional aspects of plant life,
including structural roles in different supportive or
protective tissues, involvement in defence strategies,
and
signalling
properties,
particularly
in
the
interactions between plants and their environment. Collectively,
higher
plants
synthesise
several
thousand different known phenolic compounds, and
the number of these which have been fully
characterized is continually increasing. There is a
huge demand for novel natural compounds that
rocketed the growth and development of plant based
compounds called as bioactives that either are
beneficial for health or are toxic upon consumption. Increased release of such bioactives from plant cells
either by cell disruption or by extraction through the
cell wall can be enhanced using a particular enzyme
or mixture of different enzymes. However, in
biotechnology the use of enzymes is not commonly
exploited to its greatest potential within the food
industry. Here, we discuss the application of nature
friendly enzyme-assisted extraction of bioactive
compounds. Niger seed (Guizotia abyssinica Cass): Botanical details, production, composition and
uses: Botanical details, production, composition and
uses: Niger (Guizotia abyssinica Cass) is one of the
main oilseed crops having commercial importance. It
has been under cultivation for long period of time
spanning approximately 5000 years. Niger is a
dicotyledonous herb, which is moderately to well
branched, and attains up to two meters of height
(Getinet and Teklewold, 1995). Niger seed belongs to
the Compositae family and there are six species of
which G. abyssinica is the only cultivated species
(Baagø, 1974). India and Ethiopia are the major
producers of Niger oil seed, with 90 kilotons of
production reported in India during the year 2011-
2012 (IOPEPC 2012). INTRODUCTION In various parts of the world there is an
excess production of some conventional crops and
also there is a quest for new crops, these also
includes plants that produce beneficial oils. Till date,
we know that the agricultural industry has produced
raw materials that were employed mostly for the food
industries. Yet, later on use of a greater amount of its
products
will
be
coordinated
for
chemical
applications. Table-1. Nutrient composition of Niger oil seed
(Ref Rao, 1993) Table-1. Nutrient composition of Niger oil seed
(Ref Rao, 1993)
Components
Value
Starch g/100g
6.1
Phosphorus mg/100g
801
Calcium mg/100g
587
Magnesium mg/100g
323
Iron mg/100g
30
Zinc mg/100g
6.6
Manganese mg/100g
8.5
Copper mg/100g
5.7
Chromium mg/100g
0.4
Tannins mg/100g
158
Nicotinic acid mg/100g
0.57
Riboflavin mg/100g
0.22 Niger seeds are used after frying or used as a
condiment, are milled into flour, or pressed with
honey into cakes. Apart from this they are used for
livestock feed after oil extraction while the plants are
used as green manure (a type of cover crop grown
primarily to add nutrients and organic matter to the
soil) (Riley and Belayneh, 1989, Bhagya and Sastry,
2003). In countries like USA, Europe, and Japan,
Niger seed is used as bird feed (Dutta et al., 1994;
Marini et al., 2003; Shahidi et al., 2003). Niger seed
is also used in human food mainly as a spice in the
frying of vegetables (Bhagya and Sastry, 2003). Niger seed (Guizotia abyssinica Cass): Oil- Content, composition and uses: varieties of niger seed contains 25% oleic and 55%
linoleic acids (Nasirullah et al., 1982), and have lower
linoleic acid percent when compared with seeds
grown in Ethiopia (75%) (Nasirullah et al., 1982). The
variation in fatty acid level in different varieties of
Indian and Ethopian origin is reported in Table 2. Table-2. Variation in the fatty acid levels (% of
fame) of Indian and Ethiopian Niger seed oil (Ref,
Ramadan 2012) Table-2. Variation in the fatty acid levels (% of
fame) of Indian and Ethiopian Niger seed oil (Ref,
Ramadan 2012)
Bhatnagar and Gopal Krishna (2013) have
characterized Niger seed oil components and
reported the following parameters: linoleic acid
(69.4–73.2 %) was the major fatty acid and trilinolein
(31.2–33.4 %) was the major triacylglycerol; color
(40.0–95.0 Lovibond units), free fatty acids (3.6–12.3
g/100 g), peroxide value (3.2–7.8 mequiv O2/kg),
iodine value (137.6–140.3 cg I2/g), saponification
value (177.3–185.9 mg KOH/g) and unsaponifiable
matter (1 3–4 3 g/100 g); total tocopherols (171 9–
Fatty acids
Ethiopian
seed oil
Indian seed
oil
Palmitic acid
(C16:0)
8.0-9.7
9.4-16.9
Behenic acid
(C22:0)
0.3
0.4-0.5
Palmitoleic acid
(C16:1)
0.2
0.2
Stearic acid
(C18:0)
5.6-8.1
6.5-6.8
Oleic acid
(C18:2)
5.9-11.0
8.3-9.2
Linoleic acid
(C18:2)
70.7-79.2
63.0-71.1
Linolenic acid
(C18:3)
0.4
0.3
Arachidic acid
(C20:0)
0.4
0.5 Table-2. Variation in the fatty acid levels (% of
fame) of Indian and Ethiopian Niger seed oil (Ref,
Ramadan 2012)
Fatty acids
Ethiopian
seed oil
Indian seed
oil
Palmitic acid
(C16:0)
8.0-9.7
9.4-16.9
Behenic acid
(C22:0)
0.3
0.4-0.5
Palmitoleic acid
(C16:1)
0.2
0.2
Stearic acid
(C18:0)
5.6-8.1
6.5-6.8
Oleic acid
(C18:2)
5.9-11.0
8.3-9.2
Linoleic acid
(C18:2)
70.7-79.2
63.0-71.1
Linolenic acid
(C18:3)
0.4
0.3
Arachidic acid
(C20:0)
0.4
0.5 Table-3. Amino acid Composition of Niger oil
seeds (Ref Rao, 1993) Table-3. Oil- Content, composition and uses: ,
p
The oil content in Niger seed is in the range of
30–50% (Getinet and Teklewold, 1995; Dange and
Jonsson, 1997) and is having pale yellow colour with
a nutty taste. It is very similar to sunflower and
safflower oils with respect to linoleic acid content
(Francis and Campbell, 2003). Recently, Bhatnagar
and Gopal Krishna (2013) reported 31.8–41.3 g/100
g oil content of Niger seeds obtained after extraction
with solvents of different polarities. In India, 20,000
tons of oil production was reported in 2009-10. In India, Niger is grown mainly in the states of
Maharashtra, Orissa, Madhya Pradesh, Karnataka
and Andhra Pradesh. In India, Ootacamund, N-5,
RCR-18 and IGP-76 are the different varieties of
Niger seed that are grown chiefly (Bhagya and
Sastry, 2003). The crop is known to grow mainly on
poorly drained, heavy clay soils (Alemaw and Wold,
1995; Francis and Campbell, 2003) in both temperate
and tropical climates. However, it prefers moderate The fatty acid composition of Niger seed oil is
typical for seed oils belonging to the Compositae
family (e.g., safflower and sunflower) with linoleic
acid being the dominant fatty acid. Getinet and
Teklewold, (1995) reported fatty acid composition of
the seed to be 7–8% palmitic and stearic acids, 5–
25% oleic acid, and 55–80% linoleic acid. The Indian 122 |© 2016 Global Science Publishing Group, USA Biolife | 2016 | Vol 4 | Issue 1 Copyright@2016 Vivek K. Mukherjee et al compared to Indian variety) and an unacceptable
dark cake colour (Seegeler, 1983). The Niger meal
contains approximately 30% protein and 23% crude
fiber after oil extraction and the oil, protein, and crude
fiber contents are dependent on the hull thickness
with thick-hulled having less oil and protein and more
crude fiber (Getinet and Teklewold, 1995). The meal
was reported to contain more crude fiber than most
oilseed meals and is free from any toxic substance. Earlier, Bhagya and Sastry, (2003) reported an
integrated method of processing to dehull the niger
seed with a dehulling efficiency of 96–98%. Further,
the oil extracted from dehulled seeds was of good
quality and the cake was high in protein and low in
fiber. The amino acid composition of Niger protein
was deficient in tryptophan (Table-3). Oil- Content, composition and uses: Amino acid Composition of Niger oil
seeds (Ref Rao, 1993)
Constituents
Values
Lysine
4.0
Histidine
2.1
Arginine
3.3
Aspartic acid
9.6
Threonine
5.3
Serine
5.5
Glutamic acid
27.0
Proline
-
Glycine
4.8
Alanine
3.7
Valine
4.0
Methionine
1.2
Isoleucine
3.7
Leucine
6.5
Tyrosine
2.7
Phenylalanine
2.8
Tryptophan
1.0
Chemical score
33
First limiting amino acid
Methionine Bhatnagar and Gopal Krishna (2013) have
characterized Niger seed oil components and
reported the following parameters: linoleic acid
(69.4–73.2 %) was the major fatty acid and trilinolein
(31.2–33.4 %) was the major triacylglycerol; color
(40.0–95.0 Lovibond units), free fatty acids (3.6–12.3
g/100 g), peroxide value (3.2–7.8 mequiv O2/kg),
iodine value (137.6–140.3 cg I2/g), saponification
value (177.3–185.9 mg KOH/g) and unsaponifiable
matter (1.3–4.3 g/100 g); total tocopherols (171.9–
345.8 ppm with α-tocopherol 154–276 ppm as major
component); total phenolics (247.1–2,647.7 ppm;
vanillic
acid
with
176–1,709
ppm
as
major
component); total sterols (1,249.6–6,309.3 ppm) and
total carotenoids (18.9–181.0 ppm). The lipoprotein contained 4% moisture, 12%
ash, 46% protein, 20% fat, 7% crude fiber, and 11%
soluble carbohydrate (Eklund, 1971a; 1971b; 1974). The antioxidant potential of defatted niger seed and
its extracts was reported by Shahidi et al. (2003). The
meal remaining after oil extraction was tested as a
source of antioxidants. Three solvent systems, A
[80:20 (vol/vol) ethanol/water], B [80:20 (vol/vol)
acetone/water], and C (water) were evaluated as
extraction media. Extract A, which exhibited superior
antioxidant activity over B and C, was studied further
by using column chromatography and HPLC. Out of
four fractions obtained (I–IV) were obtained, Fraction
IV was also highly effective in scavenging the 2, 2-
diphenyl-1-picrylhydrazyl radical but was less active
when used in a bulk oil model system. UV
spectroscopy suggested that the major active
component present was a chlorogenic acid-related
compound (Table 4). Niger seed or its oil also used in perfumes as a
carrier of the scents and fragrances. Niger seed oil is
used as a substitute for olive oil and as a
pharmaceutical substitute for sesame oil. It also finds
usage in the manufacture of soap and as a lubricant
or lighting fuel. The oil is also documented to find use
though to a limited extent in paints (being slow-
drying), for which the Ethiopian seed is superior to
the Indian seed as it has higher linoleic acid content. Meal- Content, composition and uses: Meal- Content, composition and uses: The utilization of Niger seed proteins in human
food is very limited due to the presence of a high
fiber content (more in Ethiopian varieties when 123 |© 2016 Global Science Publishing Group, USA Biolife | 2016 | Vol 4 | Issue 1 Copyright@2016 Vivek K. Mukherjee et al able-4. Phenolic acids in Niger seed crude extract (mg/g extract) (Shahidi et al., 2003)
Phenolic Acids
Chlorogenic
Caffeic p-Coumaric
Ferulic
Sinapic
Free
2.6
0.6
Trace
-
0.1
Esterified
-
40.7
0.2
0.2
Trace
Glycosylated
-
2.1
-
-
-
Total
2.6
43.4
0.2
0.2
0.1 Table-4. Phenolic acids in Niger seed crude extract (mg/g extract) (Shahidi et al., 2003) phenylpropane units. The sensorial food properties
such as flavor and color are influenced by
polyphenols, and they also contribute to the aroma
and taste of numerous food products of plant origin
(Lule and Xia, 2005). The contribution of polyphenols
towards aroma is mainly due to the presence of
volatile phenols. Polyphenols apart from above-
mentioned diversity are also present in plant tissues
mainly as glycosides and/or associated with various
organic acids and/or as complex polymerized
molecules with high molecular weights, such as
tannins. Furthermore, HPLC analysis established that
chlorogenic acid was dominant in the free phenolics
fraction (2.6 mg/g). It was concluded in the study that
that defatted niger seed and its extracts can provide
a natural source of antioxidants (Shahidi et al., 2003). The use of niger seed was advisable in applications
where the functionality of seed components, such as
their fat- and moisture binding ability and textural
effects, are important in addition to their antioxidant
activity. yp
Occurrence, structure and types Polyphenols
are
secondary
metabolites
found in plants, and characterized by the presence of
more than one phenol unit or building block per
molecule. They play important roles in defense
against plant pathogens and animal herbivore
aggression and as response to various abiotic stress
conditions, such as rainfall and ultraviolet radiation. Fruits, vegetables, and beverages like berries, tea,
beer, grapes/wine, olive oil, chocolate/cocoa, coffee,
walnuts, peanuts, borojo, pomegranates, popcorn,
yerba mate, and other fruits and vegetables (Vinson
et al., 2001; 2002) are the main sources of phenolic
compounds in the human diet (Kapur and Kapoor,
2001; Dimitrios, 2006) (Table-5). Polyphenols: The term "polyphenol" includes more than 8,000
compounds with great structural diversity (although
each has at least one aromatic ring with one or more
hydroxyl groups). They can be divided into 10
different classes depending on their basic chemical
structure. Table 1 shows the main families of
phenolic compounds, most of which are found in
nature associated with mono- or polysaccharides
(glycosides) or functional derivatives such as esters
or methyl esters. Moreover, the main sources where
phenolic compounds are found have been classified. Anti-microbial activities of polyphenol: Proanthocyanidins also showed antiviral effects
against influenza A virus and type-1 herpes simplex
virus (HSV) by preventing the entry of the virus into
the host cell, which is the first critical step in primary
HSV-1 infection (Geschera et al., 2011). Lignans
obtained in hexane extract from Aristolochia taliscana
roots, a plant used in traditional Mexican medicine,
contains neolignans, among which Licarin A was
found to be the most active against four mono-
resistant
variants and
12 clinical isolates of
Mycobacterium
tuberculosis
strains
with
MICs
ranging from 3.12 to 12.5 mg/ml (Leon-Dı´az et al.,
2010). Friedman et al., (2006) reported inhibition of food-
borne pathogenic bacteria, such as Bacillus cereus
by tea catechins, such as (-)-gallocatechin-3-gallate,
(-)-epigallocatechin- 3-gallate, (-)-catechin-3-gallate,
and (-) - epicatechin-3-gallate, at nanomolar levels. It
was reported that many of these compounds were
more active than antibiotics, such as tetracycline or
vancomycin, at comparable concentrations. The
study indicated the tested tea catechins could exert a
positive effect against gastrointestinal diseases. The pre-treatment of a human cultured cell line
(HL
cells),
with
flavonols
at
polyphenol
concentrations ranging from 0.5 to 50 mM decreased
the infectivity of Chlamydia pneumoniae by 50% as
compared to untreated controls (Alvesalo et al.,
2006). Proanthocyanidins derived from berries inhibit
the growth of several pathogenic bacteria, such as
uropathogenic
Escherchia
coli,
cariogenic
Steptococcus
mutans,
and
oxacillin-resistant
Staphylococcus aureus (Cote et al., 2010). The
proliferation
inhibition
activities
on
Escherichia coli, Staphylococcus aureus and Bacillus
subtilis were also measured for evaluating the
antimicrobial activity of polyphenols from tobacco
leaf. The diameters of inhibition zones were 20.23 ±
0.42, 17.66 ± 0.86 and 12.89 ± 0.29 mm, respectively
(Wang et al., 2008). Enzyme assisted extraction of bioactives
from plant sources: 125 |© 2016 Global Science Publishing Group, USA Biolife | 2016 | Vol 4 | Issue
Table-5. Plant, fruit and vegetable-based biological compounds classified as polyphenols and
separated according to differences in chemical structure (Myburgh, 2014)
Groups
Classes
Examples and
Derivatives
Excellent sources
Phenolics
Cinnamic
Caffeic acid
Coffee beans
Benzoic
Gallic acid
Tea leaves
Flavonoids
Flavonols
Quercetin ; Kaempferol
Yellow onions, deep
green vegetables. Quercetin glucosides
Cherry tomatoes
Flavones
Intensely flavored
vegetables and
herbs(celery,parsley)
Isoflavones
Soy products
Anthocyanins
Dark blue, red and deep
red fruit and vegetables;
red wine
Flavonones
Citrus fruit and pith of
peel, Concentrated
tomato( paste)
Flavonols
Naringin;
Hesperetin;
Eriodictyol;
Naringenin
Catechins and
derivatives
Tannins, grapes, seeds,
cocoa. Biological effects of polyphenols: Polyphenols have been studied in the past two
decades for their potential involvement in the
prevention
of
many
chronic
diseases,
like
cardiovascular
disease,
cancer,
osteoporosis,
diabetes mellitus, and neurodegenerative diseases. Many of the effects that dietary polyphenols exhibit
are likely through impacts on transcriptional networks
or
signalling
cascades
that
modulate
gene
expression, promoting anti-inflammatory mediators,
and NO production (Christy C. Tangney et al.,2013). The protective activity of polyphenols have been
attributed to their role as an anti-oxidant, free radical
scavenger, and metal chelator, or to due to inhibition
of telomerase, cycloxygenase, or lipoxygenase,
interaction with signal transduction pathways and cell
receptors, acting as anti-microbial agents, anti-
allergic and effect on inflammation and endothelial
dysfunction by in part affecting the recruitment or
“homing” of inflammatory cells from the circulation
and down-regulating the production of adhesion
molecules by the endothelium, thereby hindering
cellular migration into the subendothelial space and
reducing atherosclerotic plaque formation (Christy C. Tangney et al.,2013) (Table-5). Polyphenols may be classified into different
groups as a function of the number of phenol rings
that they contain and of the structural elements that
bind these rings to one another. In general
polyphenols are divided into flavonoids and non-
flavonoids. Flavonoids share a common carbon
skeleton of diphenyl propanes, two benzene rings
(ring A and B) joined by a linear three-carbon chain. The central three-carbon chain forms a closed pyran
ring (ring C) with A benzene ring. They are
subdivided into many subclasses: flavonols, flavones,
flavanones, anthocyanidins, flavanols, and also
isoflavones (Daglia, 2012). The main groups of
nonflavonoids include phenolic acids, which are
subdivided into derivatives of benzoic acid, like gallic
acid and protocatechuic acid, along with derivatives
of cinnamic acid, that consist chiefly of coumaric,
caffeic, and ferulic acid. Stilbenes, constitutes the
second
group
whose
main
representative
is
resveratrol, that exists in both cis and Trans isomeric
forms, while the third group comprises of lignans
which are produced by oxidative dimerization of two Biolife | 2016 | Vol 4 | Issue 1 124 |© 2016 Global Science Publishing Group, USA Vivek K. Mukherjee et al Copyright@2016 Copyright@2016 Anti-microbial activities of polyphenol: Epicatechin
Gallocatechin
Epigallocatechin
Epigallocatechin- gallate
Proanthocyanidin
Stilbenes
Resveratrol
Trans and cis
resveratrol
Wine, red grapes
Piceid
Trans and cis piceid
Red grape juice
Lignans
For example
enterolignans
Seeds, legumes,
wholegrains
Allicin
Bulbs, certain fruits Table-5. Plant, fruit and vegetable-based biological compounds classified as polyphenols and
separated according to differences in chemical structure (Myburgh, 2014) Copyright@2016 input, low product quality, environment risk and
toxicological effects [5 from enzyme assisted]. As an
alternative technology, enzyme-assisted extraction
has enticed considerable interest among researchers
across industries like food, pharmaceutical and
academia. The application of hydrolytic enzymes for
extraction of natural functional compounds from
plants is widely investigated in recent years for its
advantages in easy operation, high efficiency, eco-
friendly
nature
and
preserving
the
bioactive
properties of the extracts. A variety of enzymes like
cellulases, pectinases and hemicellulases, which
attack cell wall components, are used to disrupt the
structural integrity of the plant cell wall, thereby
enhancing
the
extraction
of
bioactives
like
polyphenols from plants (Table-7). These enzymes
increase extraction yields of bioactives by increasing
the cell wall permeability. Various microorganisms
like bacteria, fungi, animal organs or vegetable/fruit
extracts are the sources of these enzymes and it is
imperative to understand their catalytic property and
mode of action, optimal operational conditions and
which enzyme or enzyme combination for extraction
applications. input, low product quality, environment risk and
toxicological effects [5 from enzyme assisted]. As an
alternative technology, enzyme-assisted extraction
has enticed considerable interest among researchers
across industries like food, pharmaceutical and
academia. The application of hydrolytic enzymes for
extraction of natural functional compounds from
plants is widely investigated in recent years for its
advantages in easy operation, high efficiency, eco-
friendly
nature
and
preserving
the
bioactive
properties of the extracts. A variety of enzymes like
cellulases, pectinases and hemicellulases, which
attack cell wall components, are used to disrupt the
structural integrity of the plant cell wall, thereby
enhancing
the
extraction
of
bioactives
like
polyphenols from plants (Table-7). These enzymes
increase extraction yields of bioactives by increasing
the cell wall permeability. Various microorganisms
like bacteria, fungi, animal organs or vegetable/fruit
extracts are the sources of these enzymes and it is
imperative to understand their catalytic property and
mode of action, optimal operational conditions and
which enzyme or enzyme combination for extraction
applications. α-L-rhamonisidase treatment have been shown
to increase flavonoid release from plant material
while minimizing the use of solvents and heat (Kaur
et
al.,
2010). In
the
processing
of
pectic
polysaccharide from mangosteen for enhancing
extraction of an antioxidant, utilization of pectinase
has been reported (Gan et al., 2010). The enzyme at
0.1% w/w increased extraction from 1.7 to 7.4 g/kg of
raw material dry weight. Dobozi et al. Vivek K. Mukherjee et al Vivek K. Mukherjee et al Copyright@2016 Phenols are classified as cell-wall phenols
(which are bound to polysaccharides) and non-cell-
wall phenols (associated with vacuoles and the cell
nucleus) in higher plants (Pinelo et al., 2006 EA 2). The retention of phenols in the cell wall depends on
physical
traits,
compositional
and
structural
characteristics of cell wall polysaccharides as the
latter contains hydrogen groups as well as aromatic with polyphenols (Le Bourvellec et al., 2004 EA 3). As cross-linking between cell wall polysaccharides
act as the main barrier for the release of intracellular
substances, degradation of cell-wall polysaccharides
is one of the key steps in releasing phenols from cell
wall. Conventional methods such as cold pressing,
super-critical fluid and solvent extraction which are
used to extract bioactives from plants sources suffers 126 |© 2016 Global Science Publishing Group, USA
Biolife | 2016 | Vol 4 | Issue 1
and glycosidic oxygen atoms that have the ability to
form hydrogen bonds and hydrophobic interactions
from several drawbacks, including low selectivity, low
extraction efficiency, safety hazards, high energy
Table-6. Chemical structure of Polyphenol classes and microorganisms sensitive to them (Daglia,
2012). O
OH
Flavon-3-ol
O
OH
O
Flavonol
Antibacterial
V.cholerae - S.mutans- C.jejuni
C.perfringes - E.coli- B.Cereus
H.pylori - S.aureus - L.acidophilus
A.naeslundii - P.oralis - P.gingivalis
P.melaninogenica - F.nucleatum
C.pneumonia
Antiviral
Adenovirus-Enterovirus-Fluvirus
Antifungal
Candida albicans
Microsporum gypseum
Trichophyton mentagrophytes
Trichophyton rubrum
O
OH
OH
OH
O
H
OH
O
OH
OH
OH
O
H
OH
Condensed Tannin
Antibacterial S.mutans, E.coli, S. aureus
Antiviral
Influenza A virus,
type-1Herpes Simplex virus
O
O
H
O
H
Phenolic acids
Antibacterial S.aureus,L.monocytogenes
E.coli, P.aeruginosa O
OH
Flavon-3-ol OH Flavon-3-ol O
OH
O
Flavonol OH Flavonol O
OH
OH
OH
O
H
OH
O
OH
OH
OH
O
H
OH
Condensed Tannin OH
Condensed Tannin OH
Condensed Tannin S.aureus,L.monocytogenes
E.coli, P.aeruginosa and glycosidic oxygen atoms that have the ability to
form hydrogen bonds and hydrophobic interactions from several drawbacks, including low selectivity, low
extraction efficiency, safety hazards, high energy Biolife | 2016 | Vol 4 | Issue 1 126 |© 2016 Global Science Publishing Group, USA 126 |© 2016 Global Science Publishing Group, USA 126 |© 2016 Global Science Publishing Group, USA Vivek K. Mukherjee et al Copyright@2016 Copyright@2016 Vivek K. Mukherjee et al Glucose oxidase offered a better performance in
enhancement of the extraction yields of FMPS,
antioxidant and activate alcohol dehydrogenase
activities. Miron et al., (2014) reported enzyme-
assisted extraction (EAE) and pressurized liquid
extraction
(PLE)
for
extraction
of
phenolic
compounds from lemon balm (Melissa officinalis) by
using cellulase, endo-β-1,4 xylanase and pectinase. The results showed that EAE enhanced the total
phenolic content and the antioxidant capacity
compared to a non-enzymatic control. Among the
bioactive phenolic compounds identified in lemon
balm, rosmarinic acid was the main component,
although other important compounds were also
identified, such as caffeic acid derivatives (salvianolic
acids,
lithospermic
acid)
and
rosmarinic
acid
derivatives (rosmarinic acid hexoside, sagerinic acid,
sulfated rosmarinic acid). The t study confirmed that
EAE can be considered alternative method for the
extraction of natural compounds with biological
activity from natural sources. [5]. Bhardwaj, S.P., & Gupta, R.K. (1977). Tilangi, a
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Enzyme aided extraction of lycopene from
tomato tissues. Food Chem. 102, 77–81. [8]. Christy C. Tangney & Heather E. Rasmussen. (2013). Polyphenols,
Inflammation,
and
Cardiovascular Disease. Curr Atheroscler Rep
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(compositae). J. Sci. Food Agric. 73: 274–278. Niger seed has huge diverse applications and it
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antioxidant properties. Polyphenols which are known
to be present in Niger seed exhibit wide range of
biological activity such as anti-microbial, anti-
inflammatory, prebiotics and antioxidant activity. Polyphenols may play an important role in the
prevention and treatment of highly widespread
diseases
such
as
cancer
and
cardiovascular
diseases. Use of enzymes to extract bioactives from
plants is a suitable alternative for solvent based
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known, but there is a huge scope for the eco-friendly
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that treatment of mustard seeds with cellulolytic
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(2007) reported significant increase (206%) in
lycopene extraction from tomato tissues using
cellulases
and
pectinases
versus
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lycopene from tomato skin was reported by using
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from Fructus Mori using four kinds of enzymes. Table-7. List of bioactive compounds of industrial importance obtained by enzyme-assisted extraction
from plants (Puri et al., 2012). Product type
Product
Source
Enzyme used
Maximum
yield %
Oils and
carotenoids
Oil
Grape seed
Cellulase, protease,
xylanase and pectinase
17.5
Carotenoids
Marigold flower
Viscozyme, Pectinex,
neutrase, corolase and HT-
proteolytic
97
Volatile oil
Mandarin peel
Xylan-degrading enzymes
15
Carotene
Carrot pomace
Pectinex Ultra SP-L
0.0064
Lycopene
Tomato
Pancreatin
2.5-fold
Tomato
Cellulase and pectinase
206
Capsaicin
Chilli
Cellulase, hemicellulase
and pectinase
N.D. Anthocyanin
Grape skin
Pectinex BE3-L
N.D. Glycosides
Sugar
Grapefruit peel
waste
Cellulase and pectinase
0.6377
Oligosaccharide
Rice bran
Cellulase
39.9
Starch
Cassava
Pectinase enzyme
45.6
Pectin
Pumpkin
Xylanase, cellulose, b-
glucosidase
14.0
Others
Polyphenols
Grape pomace
Pectinolytic
98.0
Flavonoid
(naringin)
Kinnow peel
Recombinant
rhamnosidase
N.D. Phenolics
Citrus peel
Celluzyme MX
65.0
Proteins
Lentils and white
beans
Glucoamylases
50.3
Catechins
Tea beverage
Pepsin
80.0 f bioactive compounds of industrial importance obtained by enzyme-assisted extraction
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https://openalex.org/W2586070161
|
https://europepmc.org/articles/pmc5332610?pdf=render
|
English
| null |
Stability of vertical magnetic chains
|
Proceedings - Royal Society. Mathematical, physical and engineering sciences
| 2,017
|
cc-by
| 23,959
|
JS, 0000-0002-3417-3239; EF, 0000-0001-5329-3394 JS, 0000-0002-3417-3239; EF, 0000-0001-5329-3394 A linear stability analysis is performed for a pair
of coaxial vertical chains made from permanently
magnetized balls under the influence of gravity. While
one chain rises from the ground, the other hangs from
above, with the remaining ends separated by a gap
of prescribed length. Various boundary conditions are
considered, as are situations in which the magnetic
dipole moments in the two chains are parallel or
antiparallel. The case of a single chain attached to
the ground is also discussed. The stability of the
system is examined with respect to three quantities:
the number of balls in each chain, the length of the
gap between the chains, and a single dimensionless
parameter which embodies the competition between
magnetic and gravitational forces. Asymptotic scaling
laws involving these parameters are provided. The
Hessian matrix is computed in exact form, allowing
the critical parameter values at which the system
loses stability and the respective eigenmodes to be
determined up to machine precision. A comparison
with simple experiments for a single chain attached
to the ground shows good agreement. Subject Areas:
mechanics
Keywords:
constrained mechanics, many body, non-local,
athermal, buckling, bifurcation
Author for correspondence:
Eliot Fried
e-mail: eliot.fried@oist.jp Author for correspondence:
Eliot Fried
e-mail: eliot.fried@oist.jp Johannes Schönke and Eliot Fried Research
Cite this article: Schönke J, Fried E. 2017
Stability of vertical magnetic chains. Proc.R. Soc.A 473: 20160703. http://dx.doi.org/10.1098/rspa.2016.0703
Received: 15 September 2016
Accepted: 10 January 2017
Subject Areas:
mechanics
Keywords:
constrained mechanics, many body, non-local,
athermal, buckling, bifurcation
Author for correspondence:
Eliot Fried
e-mail: eliot.fried@oist.jp Okinawa Institute of Science and Technology Graduate University,
Onna, Okinawa 904-0495, Japan Okinawa Institute of Science and Technology Graduate University,
Onna, Okinawa 904-0495, Japan Research JS, 0000-0002-3417-3239; EF, 0000-0001-5329-3394 Stability of vertical magnetic
chains
Johannes Schönke and Eliot Fried rspa.royalsocietypublishing.org 1. Introduction Permanently
magnetized
spherical
balls
provide
fascinating avenues for studying many fundamental
phenomena in physics. Being millimetre to centimetre-
sized, they can be assembled by hand to form very
complex structures. A simple but important question
concerns the mechanical stability of chains formed from
these magnetic balls: What is the maximum length of
a chain of balls that can be balanced vertically without
buckling by fixing the position and dipole orientation of
its lowest element? For instance, although this is easily
achieved with a chain of five commercially available toy
balls of diameter 5 mm, mass 0.5 g and magnetic flux 2017 The Authors. Published by the Royal Society under the terms of the
Creative Commons Attribution License http://creativecommons.org/licenses/
by/4.0/, which permits unrestricted use, provided the original author and
source are credited. (a)
(b)
(c)
Figure 1. Stability of chains made from magnetic balls of diameter 5 mm, mass 0.5 g and magnetic flux density 1.19 T. A stack
of no more than nine balls is stable (a,b) but a stack of 10 balls buckles under its own weight (c). 2
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . (a) 2 Figure 1. Stability of chains made from magnetic balls of diameter 5 mm, mass 0.5 g and magnetic flux density 1.19 T. A stack
of no more than nine balls is stable (a,b) but a stack of 10 balls buckles under its own weight (c). density 1.19 T, it is impossible with a chain of 10 such balls, as shown in figure 1! How does the
maximum length of a chain of balls that can be balanced vertically without buckling depend on
the diameter, mass and magnetic flux density of the constituent balls? Definitive answers to this
and other related questions are provided in this paper. It is a rare opportunity in modern physics to encounter a macroscopic, globally interacting
many-body system which can be manipulated directly in our hands, watching and feeling its
response, while at the same time having access to an accurate yet simple theory that encompasses
its behaviour. 1. Introduction In this paper, we present a rigorous mathematical framework to study the stability
of many-body constrained mechanics including global interactions. Although we apply this
framework only to chains of magnetic balls, it can readily be used for more complex assemblies
such as sheets, as we discuss in §8. With reference to the observation, due to Vandewalle &
Dorbolo [1], that for many-body athermal systems ‘. . . the interplay between small-scale physics
and global properties is still a mystery’, we contribute here to this barely explored field. For
athermal dipolar systems, phenomena that remain either completely or only partially understood
include pattern formation in self-assembled structures (for example, in granular dipolar media
under vibrations or external fields), the importance of metastable states, defects, frustration
memory, structural stability and analogies to classical elastic materials. Our work can be viewed
as a step towards increasing the understanding of such phenomena. In one of the earliest studies of the collective behaviour of spherical dipoles, Weis & Levesque
[2] found that such particles exhibit a strong tendency to form chains. In subsequent works,
Clarke & Patey [3] and Messina et al. [4] found, depending on the number of particles, that
the ground state is given by a sequence of straight chains, rings and tubes. In this regard, it is
important to recognize that insofar as the dipole orientations are concerned, a tube formed by
bending a sheet of spherical dipoles into a cylinder is equivalent to a tube formed by stacking
appropriately sized rings. Since chains provide a fundamental building block for many structures made from magnetized
balls, it is natural to seek information concerning their effective elastic properties. Magnetic
interactions make it energetically costly to bend such chains. In colloidal science, effects associated
with dipolar particles have been explored in considerable detail (as evidenced by the review of
Teixeira et al. [5]) and studies of the elastic behaviour of chains made from such particles have
been conducted by Biswal & Gast [6], Cerda et al. [7] and Coq et al. [8]. The elastic properties
of chains comprised by bacteria that contain magnetic nanoparticles have been studied by Kiani
et al. [9]. Chains of magnetic toy balls provide alternative macroscopic systems for investigation. Vandewalle & Dorbolo [1] showed that mechanically stable defects can result from removing
the central branch of a triple junction of chains made from these balls. rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . In this paper, we study the stability of vertical chains of magnetic balls under the influence
of gravity. Instead of considering a single chain, we consider a system of two coaxial chains,
one being attached to the ground and the other hanging from above with a gap of prescribed
length. There are actually four different pathways along which this double-chain system can
become unstable. Aside from the buckling of the lower chain due to gravity, the upper chain can
rupture between its two uppermost balls as a consequence of the combined influences of gravity
and the magnetic pull of the lower chain. If the lower chain is not fixed at its base, it can lose
contact with the ground due to the magnetic pull of the upper chain. Finally, if the chains have
opposing dipole orientations, then they can both buckle due to mutual repulsion. Two classes of
boundary conditions are considered. For the clamped case, the position and dipole orientation of
the ball next to the boundary is fixed. For the free case, the ball closest to the boundary is free to
move tangentially without detaching from the boundary, and the dipole orientation is free. In our
model, the particular problem of a single chain fixed at its base is recovered by allowing the gap to
become infinite. We employ a linearized stability analysis to obtain explicit stability conditions in
terms of eigenvalues and associated eigenmodes. Our methods allow us to evaluate these results
to machine precision. We also provide new insights to the analogy between magnetic chains and
classical elastic rods. After introducing the model and the linear stability analysis in §2 and §3, we discuss four
examples: the single clamped chain (§4), two equal clamped chains (§5), two equal free chains (§6)
and two clamped chains with opposing dipole orientations (§7). The conclusions appear in §8. 1. Introduction Questions about the
elastic properties of chains made from such balls were first addressed by Vella et al. [10] and
Hall et al. [11], who introduced and demonstrated the utility of the notion of an effective magnetic bending stiffness. The first analysis of the buckling of a vertical magnetic chain under its own
weight in a gravitational field was performed by Vella et al. [10]. Moreover, Hall et al. [11] used
a discrete-to-continuum asymptotic analysis to derive an expression for the magnetic energy
of a chain with local radius of curvature much larger than the diameter of the constituent
balls. This result was used to determine the spectrum for the vibrations of a circular ring of
spherical magnets, from which it was demonstrated that the small-amplitude oscillations of a
ring of magnetic balls are effectively identical to those of an equivalent elastic ring made from
an inextensible filament. In a related work, Boisson et al. [12] considered the dynamics of a
horizontal chain of diametrically magnetized cylinders. Restricting attention to situations where
neighbouring cylinders can only roll over one another without sliding, these authors determined
the eigenfrequencies and associated eigenmodes arising from solving the relevant linearized
equations of motion and found a close correspondence between the behaviour of their magnetic
system and an elastic beam. 3 2. Constrained systems of magnetic balls Moreover, we define the dimensionless counterpart E of the energy U by E := α
6
i<j
(ni · nj)x2
i,j −3(ni · xi,j)(nj · xi,j)
x5
i,j
+ e2 ·
i
wi,
(2.4) (2.4) where the dimensionless parameter α :=
B2
4μ0ρgd > 0
(2.5) (2.5) incorporates the competition between magnetic and gravitational forces. d
b ll i
d j
f
h corporates the competition between magnetic and gravitational forces. For adjacent balls i and j to remain in contact, xi,j must satisfy the constraint x2
i,j = 1. (2.6) (2.6) Additionally, since the magnitude of the dipole moment of each ball i is constant, the associated
orientation ni must satisfy the constraint Additionally, since the magnitude of the dipole moment of each ball i is constant, the associated
orientation ni must satisfy the constraint |ni|2 = 1. (2.7) (2.7) To incorporate these constraints, we work with an augmented (dimensionless) potential energy
of the form To incorporate these constraints, we work with an augmented (dimensionless) potential energy
of the form F := E +
xi,j=1
λi,j(x2
i,j −1) +
i
νi(|ni|2 −1),
(2.8) (2.8) and λi,j and νi are Lagrange multipliers associated, respectively, with the constraints (2.6) and
(2.7). and λi,j and νi are Lagrange multipliers associated, respectively, with the constraints (2.6) and
(2.7). Bearing in mind that xi,j and ni can be varied independently, we observe the system is in
equilibrium only if the condition ∂F
∂xi,j
= ∂F
∂wi
−∂F
∂wj
= 0
(2.9) (2.9) holds for each pair i and j of balls that are adjacent and in contact and the condition holds for each pair i and j of balls that are adjacent and in contact and the condition ∂F
∂ni
= 0
(2.10) (2.10) holds for each ball i. 2. Constrained systems of magnetic balls We consider a finite system of identical magnetic balls—each of which is of diameter d and has
spatially uniform mass density ρ and spatially uniform magnetic flux density B—in a spatially
uniform gravitational field. On denoting the centre position of ball i by pi, the vector ri,j directed from the centre position
of ball j to the centre position of ball i is given by ri,j := pi −pj,
(2.1) (2.1) with ri,j := |ri,j| being the associated distance. Since each ball i has a spatially uniform magnetic
flux density, its outer magnetic field is that of a point dipole and is fully specified by the magnetic
dipole moment mi. The total potential energy U of the system incorporates the dipole–dipole
interactions between each pair of balls and the influence of the external gravitational field. On
introducing the permeability of free space μ0 and the mass M = πρd3/6 of a generic ball, this
energy is given by U = μ0
4π
i<j
(mi · mj)r2
i,j −3(mi · ri,j)(mj · ri,j)
r5
i,j
+ Mg e2 ·
i
pi,
(2.2) (2.2) where e2 denotes the unit vector directed upward antiparallel to the gravitational acceleration,
which is of magnitude g > 0. 4 4
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . It is convenient to work in a dimensionless setting where spatial distances are measured
relative to d, magnetic dipole moments are measured relative to m := πBd3/6μ0, and energies
are measured relative to Mgd. Specifically, we define dimensionless counterparts wi, xi,j, xi,j, and
ni, of pi, ri,j, ri,j, and mi by wi := pi
d ,
xi,j :=
ri,j
d ,
xi,j := |xi,j|
and
ni := mi
m ,
(2.3) (2.3) respectively. Moreover, we define the dimensionless counterpart E of the energy U by respectively. 5
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Figure 2. Two coaxial vertical magnetic chains with an equal number of balls. We will eventually relax these assumptions to allow for (i) rupture of the upper chain at the
junction between the two balls closest to its apex, (ii) lift off of the lower chain, and (iii) the dipole
orientations of the upper chain to be directed downward and opposite to those in the lower chain. Note that reversing the orientation of all magnetic dipole moments leaves the energy unchanged
and results in an equivalent state. We refer to this property as the polarity symmetry. System of two coaxial vertical magnetic chains separated by a finite gap We consider a system of two identical coaxial vertical chains each of them having N magnetic
balls of diameter d separated by a distance Γ , as depicted in figure 2. It is easily confirmed that
this configuration is an equilibrium configuration. The (dimensionless) gap is denoted by γ := Γ
d . (3.1) γ := Γ
d . (3.1) Until further notice, we assume that (i) the balls at the base of the lower chain and the apex
of the upper chain must remain in contact with the adjacent surfaces, (ii) the balls comprising
each chain remain in contact, and (iii) the dipole orientation of each ball is directed upward. 5
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . d
1
2
2N
N + 1
N
G
Figure 2. Two coaxial vertical magnetic chains with an equal number of balls. 5 (b) Symmetries: planar version of the problem It is evident that the system exhibits a rotational symmetry around the central vertical axis. Beyond that symmetry, an important question concerns the possible shapes of the first unstable
mode arising from the stability analysis. Is that mode two-dimensional, so that the chains lie
in a plane? Or is it three-dimensional, a helix for example? If we introduce cylindrical polar
coordinates with central axis chosen to coincide with the axis shared by the undistorted chains
and express the position wi of each ball i = 1, . . . , 2N with respect to those coordinates, we
find that, for any perturbations of the system, the gravitational potential energy is independent
of the azimuthal angle. By contrast, the magnetic interactions energetically favour shapes in
which all particle positions have the same azimuthal angle because such shapes have lower total
curvatures. The first unstable mode must therefore lie in a plane that passes through the central
axis of the coordinate system. In combination with the aforementioned rotational symmetry, it
therefore suffices to restrict attention to perturbations involving only planar modes. (a) Lagrange multipliers The 2(N −1) Lagrange multipliers λi,i+1, i = 1, . . . , N −1, N + 1, . . . , 2N −1, can be interpreted as
the (dimensionless) reactive forces needed to ensure that immediately adjacent pairs of balls in
the lower and upper chains remain in contact. These multipliers must satisfy the linear system ∂F
∂wi
−
∂F
∂wi+1
· xi,i+1 = 0,
i = 1, . . . , N −1, N + 1, . . . , 2N −1,
(3.2) (3.2) which has a tridiagonal banded coefficient matrix. The solution to that system can be expr which has a tridiagonal banded coefficient matrix. The solution to that system can be expressed as λi,i+1 =
⎧
⎪⎪⎪⎪⎪⎪⎪⎪⎪⎪⎪⎪⎪⎪⎪⎪⎨
⎪⎪⎪⎪⎪⎪⎪⎪⎪⎪⎪⎪⎪⎪⎪⎪⎩
−α
4
N−1
k=i
⎛
⎝zk+1 · xk,k+1 +
k
l=2
[zl · (xl−1,l −xl,l+1)]
⎞
⎠
+ 1
2(N −i)e2 · x1,2,
i = 1, 2, . . . , N −1,
α
4
3N+1−i
k=N+2
zk+1 · xk,k+1 +
2N−1
l=k
[zl · (xl−1,l −xl,l+1)]
+ 1
2(N −i)e2 · x2N−1,2N,
i = N + 1, . . . , 2N −1,
(3.3) (3.3) where we have used the convention that b
i=a · · · = 0 if b < a and we have introduced 6 rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703 zi :=
j̸=i
1
x5
i,j
(ni · xi,j)nj + (nj · xi,j)ni +
ni · nj −5
x2
i,j
(ni · xi,j)(nj · xi,j)
xi,j
. (3.4) (3.4) The remaining 2N Lagrange multipliers νi, i = 1, . . . , 2N, can be interpreted as the reactive
couples needed to ensure that the magnetic moment of each ball is of constant magnitude. These
multipliers must satisfy the linear system ni · ∂F
∂ni
= 0,
i = 1, . . . , 2N,
(3.5) (3.5) which can be solved to yield Proc. R.Soc. A 473: 20160703 νi = α
12
j,j̸=i
3(ni · xi,j)(nj · xi,j) −(ni · nj)r2
i,j
r5
i,j
. (3.6) (3.6) (c) Structure of the Hessian Consistent with the discussion in the previous section, we consider modes that lie in a plane
characterized by a positively oriented orthonormal basis {e1, e2}, where e2 introduced in (2.2) is
antiparallel to the gravitational acceleration. The constraints (2.6) requiring that balls in contact
remain in contact dictate that the equilibrium position wi of each ball i has at most a single
translational degree of freedom in the direction of the horizontal basis element e1 and thus admits
a representation of the form wi =
tie1 + ie2,
i = 1, . . . , N,
tie1 + (i + γ )e2,
i = N + 1, . . . , 2N,
(3.7) (3.7) where ti, i = 1, . . . , N −1, N + 1, . . . , 2N −1, must obey where ti, i = 1, . . . , N −1, N + 1, . . . , 2N −1, must obey where ti, i = 1, . . . , N −1, N + 1, . . . , 2N −1, must obey
|ti| ≪1. (3.8) |ti| ≪1. (3.8) |ti| ≪1. (3.8) In view of (3.8), the difference xi+1,i = (ti+1 −ti)e1 + e2
(3.9) (3.9) describes an infinitesimal rotation of the axis between two immediately adjacent balls i and i + 1
for each i = 1, . . . , N −1, N + 1, . . . , 2N −1. describes an infinitesimal rotation of the axis between two immediately adjacent balls i and i + 1
for each i = 1, . . . , N −1, N + 1, . . . , 2N −1. The remaining constraints (2.7) dictate that the equilibrium magnetic moment ni of each ball
i has at most a single degree of freedom in the direction of the horizontal basis element e1, describing rotation of the moment in the plane, and thus admits a representation of the form scribing rotation of the moment in the plane, and thus admits a representation of the form describing rotation of the moment in the plane, and thus admits a representation of the form 7 7
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703 ni = sie1 + e2,
(3.10)
|si| ≪1. (3.11) ni = sie1 + e2,
(3.10) (3.10) ni = sie1 + e2,
(3.1 ni = sie1 + e2, rspa.royalsocietypublishing.org Proc. R.Soc. (c) Structure of the Hessian A 473: 20160703 where si, i = 1, . . . , 2N, must obey |si| ≪1. (3.11) |si| ≪1. (3.11) In the view of (3.11), ni as given by (3.10) describes an infinitesimal rotation of the magnetic
moment of ball i. In the view of (3.11), ni as given by (3.10) describes an infinitesimal rotation of the magnetic
moment of ball i. In terms of the column vectors In terms of the column vectors t =
⎛
⎜⎜⎝
t1
... t2N
⎞
⎟⎟⎠
and
s =
⎛
⎜⎜⎝
s1
... s2N
⎞
⎟⎟⎠,
(3.12) (3.12) the base configuration in which both chains are straight and coaxial is captured by setting t =
s = 0. For perturbations of the form (3.7) and (3.10), evaluating the Hessian of (2.8) at the base
configuration yields a symmetric 4N × 4N matrix the base configuration in which both chains are straight and coaxial is captured by setting t =
s = 0. For perturbations of the form (3.7) and (3.10), evaluating the Hessian of (2.8) at the base
configuration yields a symmetric 4N × 4N matrix H =
Htt
Hts
Hst
Hss
,
(3.13) (3.13) where the (i, j)th entries of the blocks Htt, Hts = Hst and Htt are given by ∂2F
∂ti∂tj
t=s=0
,
∂2F
∂ti∂sj
t=s=0
=
∂2F
∂si∂tj
t=s=0
and
∂2F
∂si∂sj
t=s=0
,
(3.14) respectively. The Hessian can, alternatively, be expressed as the sum respectively. The Hessian can, alternatively, be expressed as the sum H = C + αA
(3.15) H = C + αA (3.15) ely gravitational component C and a purely magnetic component αA. of a purely gravitational component C and a purely magnetic component αA. 8
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Figure3. Schematicdiagramdepictingtheremoval(×)ofrowsandcolumnsfromHstemmingfromtheimpositionofcertain
boundary conditions. Figure3. Schematicdiagramdepictingtheremoval(×)ofrowsandcolumnsfromHstemmingfromtheimpositionofcertain
boundary conditions. The 2N × 2N matrix A that determines the remaining term in the additive decomposition (3.15)
of the Hessian H is generally a full 2N × 2N matrix of the form The 2N × 2N matrix A that determines the remaining term in the additive decomposition (3.15)
of the Hessian H is generally a full 2N × 2N matrix of the form A = A0 +
2N−1
n=1
2
l=0
Alnγ l
(γ + n)5 ,
(3.22) (3.22) with A0 and Aln being 6N −2 matrices consisting of rational entries that depend only on
N for each combination of l = 0, 1, 2 and n = 1, . . . 2N −1. However, a symbolic manipulation
programme can be used to obtain and evaluate these entries up to machine precision. In the
subsequent analysis, which rests on an eigenvalue decomposition of H, we use Mathematica for
all symbolic calculations. Without providing a proof, we note that A is positive-semidefinite. (d) Boundary conditions So far, the system can explore all possible degrees of freedom in the sense that each ball i =
1, . . . , 2N can move horizontally and its dipole moment can rotate. A collective rigid translation
of the entire system in the direction e1 is therefore possible. This translational symmetry is
reflected in the degeneracy of H. However, fixing the horizontal position of one ball alleviates
this difficulty. This can be achieved by fixing the horizontal positions of either ball i = 1 or ball
i = 2N and, thus, can arise as a natural consequence of imposing certain boundary conditions. If,
for instance, the horizontal positions and dipole moments of balls i = 1 and i = 2N are fixed, so
that t1 = s1 = t2N = s2N = 0, then the corresponding Hessian can be obtained by deleting the rows
and columns for t1, t2N, s1, and s2N from the general expression (3.13), as depicted in figure 3. Alternative boundary conditions are discussed subsequently. (c) Structure of the Hessian Consistent with its gravitational nature, C is independent of the magnetic moments of the balls
and thus has block structure
p
y g
p
p
y
g
p
Consistent with its gravitational nature, C is independent of the magnetic moments of the balls
and thus has block structure C =
Ctt
0
0
0
,
(3.16) (3.16) where Ctt is a block diagonal 2N × 2N matrix of the form where Ctt is a block diagonal 2N × 2N matrix of the form Ctt =
CL
tt
0
0
CU
tt
,
(3.17) (3.17) with CL
tt and CU
tt being symmetric and tridiagonal N × N matrices that stem from the action of
gravity on the balls that, respectively, comprise the lower and upper chains. Whereas CL
tt has
diagonal with CL
tt and CU
tt being symmetric and tridiagonal N × N matrices that stem from the action of
gravity on the balls that, respectively, comprise the lower and upper chains. Whereas CL
tt has
diagonal {−N + 1, (−2N + 2i + 1)N−1
i=1 }
(3.18) (3.18) and neighbouring diagonals {(N −i)N−1
i=1 },
(3.19) {(N −i)N−1
i=1 }, {(2N −2i −1)N−1
i=1 , N −1}
(3.20) {(2N −2i −1)N−1
i=1 , N −1} and neighbouring diagonals and neighbouring diagonals {(i −N)N−1
i=1 }. (3.21) (3.21) With (3.18)–(3.21), a direct calculation shows that CL
tt and CU
tt are, respectively, negative- and
positive-semidefinite. This is consistent with the observation that only the lower chain can
undergo a buckling instability due to gravity. 8
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . t1 t2
tN
tN+1
sN+1
s2N–1
s2N
t2N–1
t2N s1 s2
sN
t1
t2
tN
tN+1
sN+1
s2N–1
s2N
t2N–1
t2N
s1
s2
sN 8 (e) Criteria for stability The stability of a given configuration of the system is determined by the spectrum ηi, i = 1, . . . , Q
of eigenvalues of the Hessian H evaluated at that configuration. The number Q of eigenvalues of
H depends on the chosen boundary conditions. If ηi > 0 for all i = 1, . . . , Q, then the configuration
is stable. If ηi < 0 for one or more i = 1, . . . , Q, then the configuration is unstable. If the smallest eigenvalue ηi of H vanishes for some value of a system parameter (such as α defined in (2.5)),
then the configuration loses stability and the corresponding value of the parameter in question
is referred to ‘critical’. This is an example of a bifurcation point. The system is said to undergo a
bifurcation, and therefore change its stability properties, each time an eigenvalue ηi of H becomes
zero. In the view of the representation det H = η1η2 · · · ηQ, the bifurcation points correspond to
the zeros of det H. 9 rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4. Stability of a chain clamped at its base We first explore the stability of the lower chain in isolation, with the stipulation that it is clamped
at its base. This situation can be achieved formally by taking the limit γ →∞and neglecting the
upper chain entirely. Under these circumstances, the stability of the lower chain involves only
two parameters, namely the number N of balls it contains and the measure α of the competition
between magnetic and gravitational forces. We assume that the lowermost ball i = 1 of the lower
chain is clamped in the sense that it can neither translate nor rotate. The Hessian of the base
configuration then reduces to the 2(N −1) × 2(N −1) matrix ¯H that arises on removing the rows
and columns for ti and si, i = 1, N + 1, . . . , 2N, from (3.13). Moreover, on noting that the sum on
the right-hand side of (3.22) vanishes in the limit γ →∞, the decomposition (3.15) specializes to
an expression of the form ¯H = ¯C + α ¯A0,
(4.1) (4.1) where, with reference to (3.16) and (3.17), only the upper left block ¯CL
tt of ¯C, which is of rank
N −1, is non-vanishing. Since the lowermost ball is clamped, the degeneracy discussed in §3d is
removed and it follows that ¯CL
tt is negative-definite and A0 is positive-definite. It is crucial that the
ball at the base of the lower chain is clamped. Otherwise, the system is unconditionally unstable. It might seem natural to consider particular values of α—or, equivalently, particular
combinations of the parameters entering the definition (2.5) of α—and then determine the
associated critical number Nc of balls that can be placed on top of one another before the chain
becomes unstable. However, since N is integer valued, Nc must be discontinuous. It is therefore
advantageous to fix N and determine the associated critical value αc of α below which the chain
is unstable. Hence, αc must be a bifurcation point of the Hessian ¯H, namely a point at which
det ¯H = 0. To determine all bifurcation points of ¯H, we invoke the representation (4.1) and the
invertibility of ¯A0 to express the determinant of ¯H in the form where, with reference to (3.16) and (3.17), only the upper left block ¯CL
tt of ¯C, which is of rank
N −1, is non-vanishing. 4. Stability of a chain clamped at its base Since the lowermost ball is clamped, the degeneracy discussed in §3d is
removed and it follows that ¯CL
tt is negative-definite and A0 is positive-definite. It is crucial that the
ball at the base of the lower chain is clamped. Otherwise, the system is unconditionally unstable. It might seem natural to consider particular values of α—or, equivalently, particular
combinations of the parameters entering the definition (2.5) of α—and then determine the
associated critical number Nc of balls that can be placed on top of one another before the chain
becomes unstable. However, since N is integer valued, Nc must be discontinuous. It is therefore
advantageous to fix N and determine the associated critical value αc of α below which the chain
is unstable. Hence, αc must be a bifurcation point of the Hessian ¯H, namely a point at which
det ¯H = 0. To determine all bifurcation points of ¯H, we invoke the representation (4.1) and the
invertibility of ¯A0 to express the determinant of ¯H in the form det ¯H = det ¯A0 det(αI2(N−1) + ¯A−1
0
¯C) = αN−1PN−1(α),
(4.2) (4.2) where IK denotes the K × K identity matrix and where P(α) := det ¯A0 det[αIN−1 + ( ¯A−1
0 )tt ¯Ctt]
(4.3) (4.3) is a polynomial of order N −1 in α. Since α > 0 and ¯A0 is positive definite, we infer from (4.2) that (4.4) det ¯H = 0 ⇐⇒P(α) = 0,
(4.4) and, thus, that ¯H has at most N −1 distinct bifurcation points corresponding to the roots of P(α) =
0 or, by (4.3), the eigenvalues of the (N −1) × (N −1) matrix −( ¯A−1
0 )tt ¯Ctt. In appendix A, we
establish the connection between the determinants in (4.2) and (4.3) and also show that the roots
of P(α) = 0 must always be real and positive. If the roots of P(α) are labelled in ascending order, so that α1 ≤· · · ≤αN−1, then the critical
value αc of α below which the chain is unstable must be given by αc = αN−1. (4.5) (4.5) αc = αN−1. Up to N = 50, the eigendecomposition shows that only a single eigenmode exhibits an exchange
of stability at each bifurcation point. Moreover, when regarded as functions of α, two distinct
eigenvalues ηi and ηj, i ̸= j, do not cross each other for the named range of N. 4. Stability of a chain clamped at its base In combination h-
a
0
v-
2
v-
1
–1
0
1
2
0
1
2
3
4
5
6
ac
h-
1
h-
2
a
a = 4
a
•
Figure4. Eigenvalues ¯η1 and ¯η2 forthesingleclampedchainwithtwoballsasfunctionsofα andcorresponding(eigen)modes
¯v1 and ¯v2 for α →0, α = 4 and α →∞. For α < 4, the base configuration is unstable against perturbations in the
direction of mode ¯v1. h-
a
–1
0
1
2
0
1
2
3
4
5
6
ac
h-
1
h-
2 0
v-
2
v-
1
a
a = 4
a
• 10
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10 Figure4. Eigenvalues ¯η1 and ¯η2 forthesingleclampedchainwithtwoballsasfunctionsofα andcorresponding(eigen)modes
¯v1 and ¯v2 for α →0, α = 4 and α →∞. For α < 4, the base configuration is unstable against perturbations in the
direction of mode ¯v1. with (4.2) and (4.4), we can therefore conclude that ¯H has one family of N −1 conditionally stable
(eigen)modes, where each mode loses stability at an α value associated with one unique root
of P(α) = 0. Furthermore, there is a family of N −1 unconditionally stable modes which never
destabilize for α > 0. These two families of modes exist because the gravitational contribution to
the energy (2.8) is independent of the orientations of the dipole moments. To see this connection,
note that the factoring of αN−1 in det ¯H is only possible because of the N −1 rank deficiency
in ¯C (see appendix A). This rank deficiency arises simply because the gravitational energy is
independent of the orientations of the dipole moments. (a) Stability threshold for a chain consisting of two balls Despite its simplicity, the case of N = 2 balls affords valuable insight. In this case, ¯H = ¯C + α ¯A0 =
−1
0
0
0
+ α
6
6
−3
−3
2
. (4.6) (4.6) ing −( ¯A−1
0 )tt ¯Ctt, we find that P(α) = α −4 and, thus, that the critical value αc of α is given αN=2
c
= 4. αN=2
c
= 4. (4.7) (4.7) Moreover, we find that ¯H possesses a conditionally stable eigenvalue Moreover, we find that ¯H possesses a conditionally stable eigenvalue ¯η1 = 4α −3 −q
6
(4.8) (4.8) with q :=
13α2 −12α + 9, satisfying ¯η1 < 0 for α < 4 and ¯η1 > 0 for α > 4, along with an
unconditionally stable eigenvalue with q :=
13α2 −12α + 9, satisfying ¯η1 < 0 for α < 4 and ¯η1 > 0 for α > 4, along with an
unconditionally stable eigenvalue ¯η2 = 4α −3 + q
6
(4.9) (4.9) satisfying ¯η2 > 0. Plots of these eigenvalues and depictions of the corresponding modes, which
obey satisfying ¯η2 > 0. Plots of these eigenvalues and depictions of the corresponding modes, which
obey ¯v1 ∝
3 −2α + q
3α
and
¯v2 ∝
3 −2α −q
3α
(4.10) (4.10) appear in figure 4. appear in figure 4. Since our focus is on the stability of the base configuration, ¯v1 and ¯v2 should not be mistaken
for new equilibrium shapes. Rather, they describe the directions in which an infinitesimal
perturbation can be applied to the base configuration. The sign of the corresponding eigenvalue 1
2
3
4
5
6
7 8 9 10
20
30
40
50
2
3
4
5
N
ac= 750
log ac
N = 8
acµ N3
Figure 5. Critical value αc of the dimensionless parameter α defined in (2.5) for the stability of the single clamped chain as
a function of the number of balls N (red curve). Curves in black show the consecutive values of α corresponding to bifurcation
points of the Hessian ¯H (4.1) at which a mode higher than the first mode loses stability. For a given N, we have N −1
conditionally stable modes and therefore N −1 bifurcation points. (a) Stability threshold for a chain consisting of two balls The dashed black lines demonstrate that, for α = 750
(which is the experimental value for the balls which appear in figures 1, 14 and 15), a chain consisting of no more than N = 8
balls is stable. The thick black line segment shows the asymptotic slope of αc as N →∞. 1
2
3
4
5
6
7 8 9 10
20
30
40
50
2
3
4
5
N
ac= 750
log ac
N = 8
acµ N3 11 Figure 5. Critical value αc of the dimensionless parameter α defined in (2.5) for the stability of the single clamped chain as
a function of the number of balls N (red curve). Curves in black show the consecutive values of α corresponding to bifurcation
points of the Hessian ¯H (4.1) at which a mode higher than the first mode loses stability. For a given N, we have N −1
conditionally stable modes and therefore N −1 bifurcation points. The dashed black lines demonstrate that, for α = 750
(which is the experimental value for the balls which appear in figures 1, 14 and 15), a chain consisting of no more than N = 8
balls is stable. The thick black line segment shows the asymptotic slope of αc as N →∞. then dictates whether or not the base configuration is stable with respect to any infinitesimal
perturbation in the direction of the associated mode. (b) General stability threshold: asymptotic scaling for long chains The magnetic forces must be increasingly strong relative to gravity to keep a chain clamped
at its base from bending as the number N of balls in the chain increases. Consistent with this
observation, the critical value αc of α at which the base configuration loses stability increases
monotonically with N. What is perhaps surprising is how rapidly this increase occurs. In
particular, for a chain of three balls αN=3
c
= 4(293 +
√
50009)/105 ≈19.7, which represents a nearly
400% increase over the value αN=2
c
= 4 for a chain of two balls. Figure 5 contains a plot of αc as a
function of N together with various other non-vanishing values of α corresponding to bifurcations
involving higher modes. Experiments conducted with balls of diameter 5 mm, mass 0.5 g and
magnetic flux density 1.19 T demonstrate that a chain of N = 8 such balls can be held straight
without difficulty and that, with sufficient care, it is also possible to hold a chain of N = 9 such
balls straight. However, these experiments also demonstrate that it is impossible to hold a chain
of N = 10 such balls straight. Photographs for chains with 9 and 10 balls are shown in figure 1. For the given experimental parameters, definition (2.5) of α yields α ≈750, which is slightly less
restrictive than the theoretical prediction αN=9
c
≈790 that can be read off from figure 5 but well
above the next lowest prediction αN=8
c
≈544. This small disparity between theory and experiment
is likely due to the absence of frictional effects in our model. Inspection of figure 5 shows that, for sufficiently large values of N, αc scales with N3, as do
the curves corresponding to bifurcations involving higher modes. Consistent with the discussion
of Vella et al. [10], this scaling suggests that, in the continuum limit, a straight chain of magnetic
balls behaves like a classical heavy elastica. Hall et al. [11] showed that the contributions to the 1
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 201607
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . (b) General stability threshold: asymptotic scaling for long chains ac/N3
0.5
2
4
6
8 10
20
30
40 50
0.6
0.7
0.8
0.9
1.0
k¢ª 1.1187
k ª 1.2738
1.1
1.2
1.3
N
Figure 6. Critical value αc (red curve) as in figure 5. The plot is scaled by N3. The solid blue line shows the critical asymptote
α∞
c (4.12) for N →∞with the prefactor k from (4.13) obtained under the assumption of only local magnetic interactions. The dashed blue line is an asymptote analogue to (4.12) with the prefactor k′ obtained from Vella etal. [10]. ac/N3
0.5
2
4
6
8 10
20
30
40 50
0.6
0.7
0.8
0.9
1.0
k¢ª 1.1187
k ª 1.2738
1.1
1.2
1.3
N 12
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12 Figure 6. Critical value αc (red curve) as in figure 5. The plot is scaled by N3. The solid blue line shows the critical asymptote
α∞
c (4.12) for N →∞with the prefactor k from (4.13) obtained under the assumption of only local magnetic interactions. The dashed blue line is an asymptote analogue to (4.12) with the prefactor k′ obtained from Vella etal. [10]. energy of a chain of magnetic balls due to local and non-local magnetic interactions give rise to
terms that also scale with N3 as N →∞. With this in mind, the local contribution to the energy
calculated by Hall et al. [11] can be used to yield an effective bending stiffness Kloc = ζ(3)κ,
κ := πB2d4
288μ0
= Mgd2α
12
,
(4.11) (4.11) where ζ(3) = ∞
i=1 i−3 ≈1.202. Then, following Vella et al. [10] and using (4.11) in conjunction
with Wang’s [13] refinement of Greenhill’s [14] expression for the maximum height to which a
heavy elastic standing column that is cantilevered at its base can be constructed without becoming
unstable, we are led to the approximation where ζ(3) = ∞
i=1 i−3 ≈1.202. Then, following Vella et al. (b) General stability threshold: asymptotic scaling for long chains [10] and using (4.11) in conjunction
with Wang’s [13] refinement of Greenhill’s [14] expression for the maximum height to which a
heavy elastic standing column that is cantilevered at its base can be constructed without becoming
unstable, we are led to the approximation α∞
c
= kN3,
(4.12) (4.12) with the prefactor k being given by with the prefactor k being given by k =
16
3ζ(3)z2
1
≈1.2738,
(4.13) (4.13) where z1 ≈1.86635 is the first zero of the Bessel function of the first kind of order −1/3. The
approximation (4.12)–(4.13) should become increasingly accurate in the continuum limit, namely
as N →∞. The plots in figure 6 show that αc approaches α∞
c
asymptotically from below and, thus,
that α∞
c
provides a reasonable approximation to αc for chains consisting of as few as N ≈30 balls. We therefore refer to α∞
c
as the ‘critical asymptote’. In contrast to the generally valid local contribution (4.11) to the effective bending stiffness, the
non-local contribution Knonloc depends on the current shape of the chain. For a closed ring, this
contribution leads to Kring
nonloc = κ/6, as shown by Vella et al. [10] and Hall et al. [11]. Even though the
resulting total effective bending stiffness, Kring = Kloc + Kring
nonloc = (ζ(3) + 1/6)κ, is exact only for the
closed ring (see the final sentence of Vella et al. [10, §2(d)]), Vella et al. [10] use it for the vertical
clamped chain as well. With this assumption, Vella et al. [10, eqn. (3.2)] obtain an estimate for the
critical value Nc of N as N →∞. In combination with the relation α =
B2
4μ0ρgd = 1
8G
(4.14) (4.14) h-
1= 0
h-
2ª 4.79
h-
3ª 28.51
h-
8ª 490.33
Figure 7. Thefirstthreemodes ¯v1, ¯v2 and ¯v3 andthefirstunconditionallystablemode ¯v8 forthesingleclampedchainofeight
ballsatthecriticalαN=8
c
≈544wherethefirstmodedestabilizes.Thecorrespondingeigenvalueisindicatedbeloweachmode. h-
8ª 490.33 13
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 13 Figure 7. Thefirstthreemodes ¯v1, ¯v2 and ¯v3 andthefirstunconditionallystablemode ¯v8 forthesingleclampedchainofeight
ballsatthecriticalαN=8
c
≈544wherethefirstmodedestabilizes.Thecorrespondingeigenvalueisindicatedbeloweachmode. between α and the magneto-gravitational number G of Vella et al. [10, eqn. (b) General stability threshold: asymptotic scaling for long chains (3.3)], that
estimate leads to a relation of the form (4.12) but with a value k′ ≈1.1187 of the prefactor
k slightly lower than that appearing in (4.13). Figure 6 shows that the corresponding
approximation to αc does not provide a valid asymptote because it crosses αc between N = 11
and N = 12. Using the relation, Nc ≈0.4613G−1/3, between Nc and G corresponding to (4.12) and (4.13)
also leads to an improvement on the fit appearing in Fig. 5 of Vella et al. [10]. Since non-
local interactions are neglected from the calculation leading to (4.12), this improvement raises a
question about the extent to which the effective bending stiffness is sensitive to those interactions. Since the asymptotic analysis of Hall et al. [11] breaks down near the ends of a chain, a different
strategy is needed to determine the non-local contribution to the effective bending stiffness. We expect several effects to be operative. One of these stems from the non-local interactions
away from the boundaries and would yield a non-local term corresponding to that arising
in the work of Hall et al. [11, eqn. (3.51)]. If, however, this were the only non-local effect,
we would certainly obtain Kstraight chain
nonloc
< Kring
nonloc = κ/6, because otherwise, as mentioned above, the
relation αc = kN3 would intersect our theoretical estimate and, thus, would no longer provide an
asymptote for large N. Another non-local effect stems from the endpoints of the chain, which in
the continuum limit act as oppositely charged monopoles. Since bending a straight chain brings
these attractive poles closer together and therefore decreases the energy, this effect lowers the
non-local bending stiffness. The boundary conditions (such as the clamping of the chain at its
base) would also exert an influence. The problem of determining the exact form of the prefactor
entering the critical asymptote is an interesting problem but is beyond the scope of this paper. The results reported here nevertheless support the findings of Hall et al. [11] and Vella et al. [10]
showing that, for infinitesimal strains, it is reasonable to describe a chain of magnetic balls as
an elastic rod. 5. Two clamped chains separated by a finite gap 14 We now return to the original problem involving two chains separated by a gap γ that is both
positive and finite, with the stipulation that the lower chain is clamped at its base and the upper
chain is clamped at its apex. For sufficient small values of γ , we intuitively expect that magnetic
interactions with the upper chain should stabilize the lower chain. Additionally, however, the
magnetic force exerted on the upper chain by the lower chain can lead to rupture of the upper
chain. We explore this possibility before considering the problem of stability in the absence
of rupture. rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . (c) Sample modes for a chain consisting of eight balls For a chain of N = 8 balls with α = αN=8
c
≈544, several different modes are depicted in figure 7. Being at the critical α value, the first mode destabilizes at this point and the corresponding
eigenvalue vanishes. The shapes of the first three modes are reminiscent of bending modes
for a classical heavy elastic rod, which is reasonable in view of the discussion in the previous
paragraph. Figure 7 also shows the eighth mode (out of 14 modes in total), which is the first
unconditionally stable mode. The nature of this mode differs fundamentally from the lower
bending modes. The second ball (counting upward from the base) performs a strong sliding
motion and the uppermost ball moves essentially longitudinally. (i) Rupture due solely to gravity We first consider the upper chain in isolation, which can be achieved formally by taking the limit
γ →∞and neglecting the lower chain entirely. In this context, the threshold for rupture is reached
when the magnitude of the attractive magnetic force between the ball at the apex of the upper
chain and its other N −1 balls is balanced by the gravitational force acting on those remaining
balls. In dimensionless form, this criterion yields a relation between N and α: α
N−1
i=1
1
i4 = N −1. (5.1) (5.1) Since the per cent error between the partial sum N−1
i=1 i−4 and its infinite counterpart ζ(4) =
∞
i=1 i−4 = π4/90 decreases monotonically with N and is below 1% for N ≥4, (5.1) yields, to good
approximation, an expression Since the per cent error between the partial sum N−1
i=1 i−4 and its infinite counterpart ζ(4) =
∞
i=1 i−4 = π4/90 decreases monotonically with N and is below 1% for N ≥4, (5.1) yields, to good
approximation, an expression Nr = 1 + π4α
90
(5.2) (5.2) for the critical number of balls at which rupture occurs. Thus, Nr grows linearly with α. In
combination, the definition (2.5) of α and (5.2) give rise to an expression for the critical length for the critical number of balls at which rupture occurs. Thus, Nr grows linearly with α. In
combination, the definition (2.5) of α and (5.2) give rise to an expression for the critical length ℓr := Nrd = d +
π4B2
360μ0ρg
(5.3) (5.3) of a chain on the threshold of rupture. Granted that α ≫1, (5.2) can be approximated by Nr =
π4α/90 and (5.3) leads us to infer that the critical length ℓr at which a vertically hanging chain
clamped at its apex ruptures is independent of the size of the balls from which it is made. of a chain on the threshold of rupture. Granted that α ≫1, (5.2) can be approximated by Nr =
π4α/90 and (5.3) leads us to infer that the critical length ℓr at which a vertically hanging chain
clamped at its apex ruptures is independent of the size of the balls from which it is made. al rupture (a) Rupture of the upper chain Although we formulated the problem under the assumption that any pair of balls which are in
contact in the base configuration remain in contact, it is important to recognize that the magnetic
interactions that maintain the integrity of the upper chain must compete with the downward
forces exerted by gravity and by magnetic interactions with the balls of the lower chain. Since the upper chain is clamped at its apex, we expect that any rupture must occur at the
junction between the clamped ball i = 2N at its apex and its immediate neighbour, ball i = 2N −1. (ii) General rupture If the magnetic force exerted by the lower chain on the upper chain is taken into consideration,
then the balance (5.1) between magnetic and gravitational forces generalizes to If the magnetic force exerted by the lower chain on the upper chain is taken into consideration,
then the balance (5.1) between magnetic and gravitational forces generalizes to α
N−1
i=1
1
i4 −
N
k=1
1
(i + k + γ −1)4
= N −1. (5.4) (5.4) Numerical methods can be used to extract from (5.4) a relation for the onset of rupture in which
one of the three parameters N, α and γ is given in terms of the other two. Numerical methods can be used to extract from (5.4) a relation for the onset of rupture in which
one of the three parameters N, α and γ is given in terms of the other two. A relatively simple case arises in the limit α →∞corresponding to situations where gravity is
dominated by magnetic interactions. Consistent with intuition, it is evident from (5.4) that rupture
induced by the attractive magnetic interactions between the chains can still occur in the absence
of gravity. Increasing N incrementally, we find that the critical gap γr corresponding to the onset
of rupture varies between γ N=2
r
≈0.0157 and γ N→∞
r
≈0.0296, which represents a relatively small
range of gaps. Also consistent with intuition is the observation that, in the limit α →∞, the lower
and upper chains become indistinguishable. Thus, rupture should occur not only in the upper
chain but also mirror-symmetrically (with respect to the line through the midpoint of the gap and
orthogonal to the chains) in the lower chain as well. 15 rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . (i) Stability threshold for chains consisting of two balls In contrast to what occurs for a single isolated chain consisting of N = 2 balls, it is impractical to
provide expressions for the eigenvalues and associated modes of ˜H, at least for arbitrary choices
of α > 0 and 0 < γ < ∞. With some effort, however, αN=2
c
(γ ) can be expressed in full generality
(as shown in appendix B). For instance, for γ = 1 (which corresponds to a gap length equal to
the diameter of a single ball), we obtain a critical value αN=2
c
(1) ≈1.784 of α that is less than one-
half of the corresponding value αc = 4 for a single isolated chain clamped at its base. In general,
the function αN=2
c
(γ ) increases monotonically from αN=2
c
(γ →0) ≈0.3166 to the asymptotic value
αc = 4, with a steep initial rise; in particular, at γ = 5 we find that αN=2
c
(5) ≈3.8622. (b) Stability of the base configuration For clamped chains separated by a gap γ , the Hessian ˜H of the base configuration is now the
4(N −1) × 4(N −1) matrix that results on removing the rows and columns of (3.15) as described
in §3d and illustrated in figure 3. Proceeding as in the derivation of ¯H, we find that det ˜H =: α2(N−1)P−(α; γ )P+(α; γ ),
(5.5) det ˜H =: α2(N−1)P−(α; γ )P+(α; γ ), (5.5) where P±(α; γ ) is a polynomial of order N −1 in α for each finite choice of γ . Whereas the roots
α+
i (γ ), i = 1, . . . , N −1, of P+ are positive, the roots α−
i (γ ), i = 1, . . . , N −1, of P−are negative. Thus, for each 0 < γ < ∞, there are at most N −1 bifurcation points α+
i (γ ), i = 1, . . . , N −1,
associated with the solutions to P+(α; γ ) = 0. Therefore, there are N −1 conditionally stable
modes but 3(N −1) unconditionally stable modes. If, as in the treatment of the problem involving
a single chain, the roots of P+(α; γ ) are arranged in ascending order, so that α+
1 ≤· · · ≤α+
N−1, then
the critical value αc of α below which the lower chain is unstable must be α+
N−1. (iii) Sample modes for chains of eight Balls The first three modes for a chain of N = 8 balls with α = 75 at the critical gap γc ≈2.907 are
depicted in figure 9. The first mode is unstable for this combination of parameter values and
the corresponding eigenvalue vanishes. 6. Two equal free chains We now consider the consequence of relaxing the boundary conditions to allow the ball at the base
of the lower chain to both rotate and slide while the ball at the apex of the upper chain is allowed
to rotate but cannot slide. Under these conditions, the lower chain will always topple without
the presence of the upper chain. That presence is not, however, sufficient to guarantee that the
lower chain will not topple. Moreover, the magnetic force exerted by the upper chain may cause
the lower chain to lose contact with the base. We explore this possibility before considering the
possibility of stability in the absence of such a lift off. (ii) General stability threshold . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Figure8. Criticalgapγc (black)belowwhichtwoequalclampedchains(eachcontainingN balls)arestable.Severalcurvesfor
different values of α are plotted. Orange lines show the γr below which the upper chain will rupture (§5a). Cyan areas indicate
the allowed ranges for N and γ to have stable chains that do not rupture for a given α. The blue line exemplarily shows the
asymptotic behaviour of γc as N →∞. (ii) General stability threshold For each combination of N and α, it is generally possible to avoid rupture only for a certain range
of the gap γ . If, in particular, conditions are such that the lower chain is stable in isolation, then γ
can be arbitrarily large. If, alternatively, the lower chain is not stable in isolation, then γ must be
small enough for the upper chain to stabilize the lower one but not so small that the upper chain
ruptures. Figure 8 contains a plot of the critical value γc of the gap at which the base configuration
loses stability versus the number N of balls in each chain for various values of α. In particular,
for α = 750, the plot shows that the base configuration is stable for N = 20 balls if γ is less than
γ N=20
c
≈4.7. c
From the stability analysis, we obtain the scaling for the asymptotic behaviour of γc for N →∞ γc = ˜k
α
N
1/3
−1,
(5.6) γc = ˜k
α
N
1/3
−1, (5.6) with ˜k being a constant of order unity. with ˜k being a constant of order unity. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 30
10
1
2
3
4
5 6 7 8 910
20
30
40 50
0.1
0.01
N
γc
a = 7.5
a = 7.5
a = 75
a = 750
γc= k˜(a/N)1/3– 1
a = 750
a = 75
a •
Figure8. Criticalgapγc (black)belowwhichtwoequalclampedchains(eachcontainingN balls)arestable.Severalcurvesfor
different values of α are plotted. Orange lines show the γr below which the upper chain will rupture (§5a). Cyan areas indicate
the allowed ranges for N and γ to have stable chains that do not rupture for a given α. The blue line exemplarily shows the
asymptotic behaviour of γc as N →∞. 30
10
1
2
3
4
5 6 7 8 910
20
30
40 50
0.1
0.01
N
γc
a = 7.5
a = 7.5
a = 75
a = 750
γc= k˜(a/N)1/3– 1
a = 750
a = 75
a • 16 16
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . (b) General stability threshold If the ball at the base of the lower chain is free to slide and rotate and the ball at the apex of the
upper chain is free to rotate, the Hessian ˆH of the base configuration is the (4N −1) × (4N −1)
matrix that results on deleting the row and column corresponding to t2N from (3.15). Figure 10
contains a plot of the critical value γc of the gap γ at which the base configuration becomes
unstable versus the number N of balls in each chain for various values of α. Owing to the
possibility of lift off, the range of feasible gaps diminishes monotonically with increasing N. Since the lower chain is never stable without the upper chain, the curves for γc extend to
N = 2 for all values of α. For α = 750, the range of γc shrinks from [γ N=2
l
, γ N=2
c
] = [4.42, 7.47] to
[γ N=50
l
, γ N=50
c
] = [1.44, 1.53]. The curves appearing in figure 10 that depict the critical value γ r
of γ associated with the rupture of the upper chain at the junction between its two uppermost
balls are identical to those contained in figure 8. The results show that the values of N and α can
combine to decide whether the upper chain ruptures or the lower chain lifts off. If, for example,
α = 7.5 and N = 5, then rupture occurs at a value of γ higher than that required to induce lift off. The scaling of γc for N →∞differs from that appearing in (5.6) only to the extent that the
f
ˆk
k
diff
l
I
l
h
l
i
l
f
d
i p
γ
g
q
The scaling of γc for N →∞differs from that appearing in (5.6) only to the extent that the
prefactor ˆk takes a different value. Importantly, that value is also of order unity. (a) Lift off of the lower chain The threshold for lift off of the lower chain should occur when the magnitude of the attractive
magnetic force between the upper chain and the lower chain is balanced by the gravitational
force acting on the lower chain. In dimensionless form, this criterion yields a condition analogous
to conditions (5.1) and (5.4) that arise in our discussion of rupture: α
N
i=1
N
k=1
1
(i + k + γ −1)4
= N. (6.1) (6.1) It is intuitively evident that for given values of N and α, the critical gap γl for the lift off of the
lower chain must be less than the critical value γc associated with deviations from the coaxial,
rectilinear shape of the base configuration. It is intuitively evident that for given values of N and α, the critical gap γl for the lift off of the
lower chain must be less than the critical value γc associated with deviations from the coaxial,
rectilinear shape of the base configuration. h˜1= 0
h˜2ª 0.389
h˜3ª 0.738
Figure 9. The first three modes ˜v1, ˜v2 and ˜v3 for two clamped chains, each containing eight balls with α = 75, separated by
the critical gap γc ≈2.907 where the first mode destabilizes. The corresponding eigenvalue is indicated below each mode. 17 Figure 9. The first three modes ˜v1, ˜v2 and ˜v3 for two clamped chains, each containing eight balls with α = 75, separated by
the critical gap γc ≈2.907 where the first mode destabilizes. The corresponding eigenvalue is indicated below each mode. (c) Sample modes for chains of eight balls The first three modes for a chain of N = 8 balls with α = 75 at the critical gap γc ≈1.330 are
depicted in figure 11. The first mode is unstable for this combination of parameters and the
corresponding eigenvalue vanishes. It is interesting to observe that for the first mode (leftmost
panel in figure 11), the upper chain is very nearly straight and, thus, remains very close to its base
configuration. For that first mode, the lowest ball in the upper chain has the largest horizontal 2
3
4
5
6 7 8 910
20
30
40 50
N
γc
0.01
0.1
1
10
a = 750
a = 75
a = 7.5
a = 7.5
a = 75
a = 750
a •
γc= kˆ(a/N)1/3– 1
Figure10. Criticalgapγc (black)belowwhichtwofreechains,eachcontainingN balls,arestableagainstbucklingofthelower
chain.Severalcurvesfordifferentvaluesofα areplotted.Orangelinesshowthevalueγr ofγ belowwhichtheupperchainwill
rupture (§5a). Magenta lines show the value γl of γ below which the lower chain will exhibit lift off (§6a). Cyan areas indicate
the allowed ranges for N and γ to have stable chains that neither rupture nor lift off for a given α. The blue line exemplarily
shows the asymptotic behaviour of γc as N →∞. 2
3
4
5
6 7 8 910
20
30
40 50
N
γc
0.01
0.1
1
10
a = 750
a = 75
a = 7.5
a = 7.5
a = 75
a = 750
a •
γc= kˆ(a/N)1/3– 1 18
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. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 18 Figure10. Criticalgapγc (black)belowwhichtwofreechains,eachcontainingN balls,arestableagainstbucklingofthelower
chain.Severalcurvesfordifferentvaluesofα areplotted.Orangelinesshowthevalueγr ofγ belowwhichtheupperchainwill
rupture (§5a). Magenta lines show the value γl of γ below which the lower chain will exhibit lift off (§6a). Cyan areas indicate
the allowed ranges for N and γ to have stable chains that neither rupture nor lift off for a given α. The blue line exemplarily
shows the asymptotic behaviour of γc as N →∞. hˆ1= 0
hˆ2ª 0.121
hˆ3ª 0.714
Figure 11. The first three modes ˆv1, ˆv2 and ˆv3 for two free chains, each containing eight balls with α = 75, separated by the
critical gap γc ≈1.330 where the first mode destabilizes. (c) Sample modes for chains of eight balls The corresponding eigenvalue is indicated below each mode. Figure 11. The first three modes ˆv1, ˆv2 and ˆv3 for two free chains, each containing eight balls with α = 75, separated by the
critical gap γc ≈1.330 where the first mode destabilizes. The corresponding eigenvalue is indicated below each mode. deflection (to the right) of all balls in the upper chain, which is only about 0.5% of the diameter of
a single ball. 7. Chains with opposing dipole orientations We now briefly consider a class of base configurations in which the dipole moments are arranged
so that the chains interact repulsively. Specifically, we suppose that the dipole moments of 19
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2
2
4
6
8
10
20
40
60
3
4
5 6 7 8 910
20
30
40 50
N
γc
γc µ N
a = 75
a = 750
a = 7500
Figure12. Criticalgapγc (black)abovewhichtwochains(eachcontainingNballs)withopposingdipoleorientationsarestable. Severalcurvesfordifferentvaluesofα areincludedintheplot.Whiledashedlinesrefertosituationswheretheballattheapex
of the upper chain can rotate, the solid lines pertain to situations where that ball is clamped. The red line depicts the limit
α →∞for the clamped upper chain and the thick black line segment shows the respective asymptotic slope for N ≫1. 2
2
4
6
8
10
20
40
60
3
4
5 6 7 8 910
20
30
40 50
N
γc
γc µ N
a = 75
a = 750
a = 7500 19 19
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Figure12. Criticalgapγc (black)abovewhichtwochains(eachcontainingNballs)withopposingdipoleorientationsarestable. Severalcurvesfordifferentvaluesofα areincludedintheplot.Whiledashedlinesrefertosituationswheretheballattheapex
of the upper chain can rotate, the solid lines pertain to situations where that ball is clamped. The red line depicts the limit
α →∞for the clamped upper chain and the thick black line segment shows the respective asymptotic slope for N ≫1. the balls contained in the upper chain point downward while the balls in the lower chain
point upward. For sufficiently large values of the parameter α and the gap γ , the effective bending stiffness
of the chains is enough to ensure that the base configuration is stable. However, the base
configuration is unstable below a certain critical value γc of γ depending on N and α. 7. Chains with opposing dipole orientations As in the
study of a single clamped chain presented in §4, it is crucial that the ball at the base of the lower
chain be clamped. Otherwise the system is unconditionally unstable. Importantly, however, no
analogous restriction exists for the upper chain and we will consider situations in which the ball
at the apex of that chain is either clamped or fixed horizontally while being allowed to rotate. p
p
y
g
Before presenting results, we summarize the most salient differences in the formulation that
ensue if the dipole moments are arranged as explained above. First, (3.10) is replaced by ni =
sie1 + e2,
i = 1, . . . , N,
sie1 −e2
i = N + 1, . . . , 2N. (7.1) (7.1) Second, although the Hessian still admits a decomposition of the form (3.15), the magnetic
contribution ˇA is indefinite instead of positive-semidefinite. This is in keeping with the intuitive
expectation that repulsive magnetic interactions can also destabilize the system independent of
gravity. Moreover, ˇA takes the form ˇA = ˇA0 +
2N−1
n=1
4
l=0
ˇAlnγ i
(γ + n)7
(7.2) (7.2) and thus depends on γ at different orders. Here, ˇA0 and ˇAln are 10N −4 coefficient matrices with
rational entries depending only on N for each combination of l = 0, 1, 2, 3, 4 and n = 1, . . . , 2N −1. and thus depends on γ at different orders. Here, ˇA0 and ˇAln are 10N −4 coefficient matrices with
rational entries depending only on N for each combination of l = 0, 1, 2, 3, 4 and n = 1, . . . , 2N −1. (a) General stability threshold Figure 12 contains a plot of the critical value γc of the gap at which the base configuration loses
stability versus the number N of balls in each chain for various values of α. If both chains are clamped, then γc is bounded below as α →∞. In this limit, the base
configuration is symmetric (again with respect to the line through the midpoint of the gap and
orthogonal to the chains). Applying the additional limit of N ≫1, we find a linear dependence hˇ1= 0
hˇ2ª 0.682 hˇ3ª 18.011 hˇ4ª 19.151
hˇ1= 0
hˇ2ª 0.383
hˇ3ª 9.290 hˇ4ª 18.423
γ = γcª 6.789 (upper chain clamped)
γ = γcª 8.370 (upper chain not clamped)
(b)
(a)
Figure13. Thefirstfourmodes ˇv1, ˇv2, ˇv3 and ˇv4 fortwochains,eachcontainingsixballswithα = 750,separatedbythecritical
gap γc ≈6.789 (a) and γc ≈8.370 (b) where the first mode becomes unstable. In (a), both chains are clamped. In (b), only
the lower chain is clamped and the upper is fixed and allowed to rotate at its apex. The corresponding eigenvalue is indicated
below each mode. γ = γcª 8.370 (upper chain not clamped)
(b) 20
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 20 γ = γcª 6.789 (upper chain clamped)
(a) Figure13. Thefirstfourmodes ˇv1, ˇv2, ˇv3 and ˇv4 fortwochains,eachcontainingsixballswithα = 750,separatedbythecritical
gap γc ≈6.789 (a) and γc ≈8.370 (b) where the first mode becomes unstable. In (a), both chains are clamped. In (b), only
the lower chain is clamped and the upper is fixed and allowed to rotate at its apex. The corresponding eigenvalue is indicated
below each mode. of γc on N with a prefactor of order unity (γc ≈1.172N). It can therefore be reasoned that the
base configuration is stable only if the chains are separated by a gap no less than their length. The collection of stable combinations of γ and N must lie above the curve provided by γc(N) as
α →∞. That such a lower bound exists is intuitively clear, because increasing α not only increases
the effective bending stiffness of the chains but also increases the repulsive forces between the
chains. (a) General stability threshold Whereas the first of these effects is stabilizing, the second is destabilizing. If the upper chain is not clamped, the threshold for stability decreases relative to the clamped
case and the stability is lost at a larger value of the gap. The difference is more pronounced for
small values of N and large values of α. Furthermore, γc(N) has a global minimum for given α
(dashed lines in figure 12). For decreasing N, however, γc is again increasing because with fewer
balls the upper chain can overcome gravity more easily and rotate away from vertical. (b) Sample modes for chains of six balls Figure 13 contains the first four modes of the system with N = 6 for α = 750 at the critical gap γc,
for situations in which both chains are clamped and in which the lower chain is clamped while
the upper chain is fixed horizontally with the ball at its apex being allowed to rotate. 21
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. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . While we treated only problems involving chains with equal numbers of balls, our method
is immediately applicable to chains with different numbers of balls. Moreover, with a minor
extension, our approach can be used to treat chains consisting of balls of different sizes. A
potentially limiting feature of our model arises from neglecting the frictional forces that act
between the balls and which might, at least under certain circumstances, act to stabilize chains
against shape changes. A first step towards incorporating these potentially important effects
would be to allow for frictionless rolling contact between the balls while neglecting sliding
contact. Such a generalization would couple the positional and orientational degrees of freedom
while reducing by half the total number of degrees of freedom. Another possible approach would
involve including static friction. However, this would make it necessary to consider discontinuous
bifurcations, which fall outside the scope of our current approach. Many other possible equilibrium configurations involving assemblies of magnetic balls could
be studied for their stability properties. One simple generalization of the configuration studied in
this paper arises on rotating the vertical chains by 90◦, so that their ends are attached to vertical
walls and form a shape reminiscent of the catenary curve of a classical heavy chain supported at
the end points (figure 14). Under such circumstances, the equilibrium configuration is generally
curved and its description would almost certainly need to be determined numerically, preventing
the possibility of calculating the energy and, hence, the Hessian in exact form. Another fascinating
problem involves cylindrical tubes made from sheets of magnetic balls packed and oriented in
various ways. In analogy to the single vertical chain, there should be critical parameter values
at which such cylinders buckle under the influence of gravity (figure 15). A minimal example
of such a cylinder consists of a configuration in which eight balls sit at the corners of a cube. It would be fascinating to investigate the stability of such a cubic configuration because, as
Schönke et al. [15] recently demonstrated, its ground state is known to be energetically degenerate
with a continuum of possible dipole orientations. What happens to the continuum of states at a
bifurcation point? The sheet made from magnetic balls that is shown in figure 15 has a square packing and
can therefore be locally deformed in numerous ways. For example, it can be sheared without
rupturing the connections between the balls. 8. Discussion We investigated the linear stability of two interacting chains of magnetic balls, described as
constrained mechanisms, subject to gravitational and magnetic forces. Our formulation yields
the entries of the Hessian of the base configuration in exact form. With the aid of a symbolic
manipulation programme such as Mathematica, we obtained the eigenvalues and (eigen)modes
of that Hessian up to machine precision. We found that the space of essential parameters N
(number of balls), γ (dimensionless gap size) and α (strength of magnetic forces relative to
gravity) has a rich structure with stable and unstable domains. That structure depends only on
the applied boundary conditions for the endpoints of the chains which are in contact with the ground and the ceiling. For N sufficiently large, we confirmed previous analyses showing that a
single vertical chain of balls clamped at its base behaves like a classical heavy elastica cantilevered
at its base. This supports the notion of an effective bending stiffness induced by the magnetic
interactions for this system. Furthermore, we discovered two distinct families of (eigen)modes. While one family is conditionally stable, meaning that the modes lose stability for some non-
zero values of α, the other family is unconditionally stable and its modes destabilize only if
the magnetic interactions are fully switched off (α = 0). This can be viewed as a degeneracy that
arises because the gravitational energy of the system does not depend on the degrees of freedom
corresponding to the orientations of the magnetic dipole moments. The stability threshold for the
buckling of the single chain was found to agree well with some simple experimental tests. For
two chains separated by a finite gap, we encountered two instabilities distinct from the buckling
instability of the lower chain that involve changes in the topology of the system. The upper chain
can rupture due to gravity and/or the attractive force exerted by the lower chain. Moreover,
the lower chain, if not fixed at its base, can lift off due to the attractive force exerted by the
upper chain. These additional instabilities can considerably reduce the sets of stable parameter
combinations. 21 21
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. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . A hexagonal packing in which each interior ball has
six neighbours provides a fundamentally different way to pack the balls in a sheet. Maintaining
the connections between the balls for such a sheet corresponds to a system which is locally
incapable of extension or contraction and thus serves as a discrete model for approximately two-
dimensional locally unstretchable materials like paper. Owing to the much reduced number of
degrees of freedom of such assemblies, a cylinder with hexagonal packing is much more stable
against buckling than is a cylinder with square packing. We therefore have the opportunity to
investigate the structural stability of approximately two-dimensional materials with different
properties. Since there is always a local orientation of the dipoles in a sheet made from magnetic (e)
( f )
(b)
(a)
(c)
(d)
(g)
Figure 14. Stability of two horizontal clamped chains separated by a finite gap. Each chain contains 11 balls of diameter 5 mm,
mass 0.5 g and magnetic flux density 1.19 T. In (a), the chains are nearly horizontal and are separated by approximately 1.7 mm
andthedistancebetweenthecentresofthetwoclampedballsisapproximately106.7 mm.In(b–h),thegripontheleftisheld
fixed and the grip on the right is progressively moved to the right. The approximate distances between the centres of the two
clamped balls are (b) 109.7, (c) 112.7, (d) 115.1, (e) 115.6, (f) 116.1 and (g) 116.3 mm. 22 Figure 14. Stability of two horizontal clamped chains separated by a finite gap. Each chain contains 11 balls of diameter 5 mm,
mass 0.5 g and magnetic flux density 1.19 T. In (a), the chains are nearly horizontal and are separated by approximately 1.7 mm
andthedistancebetweenthecentresofthetwoclampedballsisapproximately106.7 mm.In(b–h),thegripontheleftisheld
fixed and the grip on the right is progressively moved to the right. The approximate distances between the centres of the two
clamped balls are (b) 109.7, (c) 112.7, (d) 115.1, (e) 115.6, (f) 116.1 and (g) 116.3 mm. (a)
(b)
Figure 15. Stability of cylindrical tubes made from square packings of magnetic balls of diameter 5 mm, mass 0.5 g and
magnetic flux density 1.19 T. Each tube is formed by stacking circular rings consisting of 60 balls. While a stack of 10 such rings
is stable (a), a stack of 12 such rings buckles under the influence of gravity (b). Figure 15. Stability of cylindrical tubes made from square packings of magnetic balls of diameter 5 mm, mass 0.5 g and
magnetic flux density 1.19 T. Data accessibility. All data are contained within the text. Data accessibility. All data are contained within the text. ’ contributions. Both authors contributed to the conception of the theoretical framework and wrote t
J.S. coded and ran the software programs used to generate the numerical data. paper. J.S. coded and ran the software programs used to generate the numerical data. Competing interests. We declare we have no competing interests. Funding. The authors gratefully acknowledge support from the Okinawa Institute of Science and Technology
Graduate University with subsidy funding from the Cabinet Office, Government of Japan. Acknowledgements. The authors thank Prof. Tadashi Tokieda for encouraging them to investigate the stability of
chains with opposing dipole moments. nterests. We declare we have no competing interests. Competing interests. We declare we have no competing interests. Competing interests. We declare we have no competing interests. Funding. The authors gratefully acknowledge support from the Okinawa Institute of Science and Technology
Graduate University with subsidy funding from the Cabinet Office, Government of Japan. Funding. The authors gratefully acknowledge support from the Okinawa Institute of Science and Technology
Graduate University with subsidy funding from the Cabinet Office, Government of Japan. Acknowledgements. The authors thank Prof. Tadashi Tokieda for encouraging them to investigate the stability of
chains with opposing dipole moments Acknowledgements. The authors thank Prof. Tadashi Tokieda for encouraging them to investigate the stability of
chains with opposing dipole moments. Appendix A. Structure of the determinant of the Hessian for a chain clamped
at its base In this appendix, we establish the relation In this appendix, we establish the relation det( ¯A−1
0
¯C + αI2(N−1)) = αN−1 det[( ¯A−1
0 )tt ¯Ctt + αIN−1]
(A 1) (A 1) and prove that P(α) = 0 has only real and positive roots in α. ¯ −1
¯ and prove that P(α) = 0 has only real and positive roots in α. Si
¯A−1
d ¯C h
bl
k t
t and prove that P(α) = 0 has only real and positive roots in α. Since ¯A−1
0
and ¯C have block structures and prove that P(α)
0 has only real and po
Since ¯A−1
0
and ¯C have block structures ¯A−1
0
and ¯C have block structures ¯A−1
0
=
( ¯A−1
0 )tt
( ¯A−1
0 )ts
( ¯A−1
0 )st
( ¯A−1
0 )ss
and
¯C =
¯Ctt
0
0
0
,
(A 2) (A 2) with each block being a (N −1) × (N −1) matrix, their product is given by with each block being a (N −1) × (N −1) matrix, their product is given by ¯A−1
0
¯C =
( ¯A−1
0 )tt ¯Ctt
0
( ¯A−1
0 )st ¯Ctt
0
=:
−¯B
0
−¯B′
0
. (A 3) (A 3) It therefore follows from (A 1) that det( ¯A−1
0
¯C + αI2(N−1)) = det
−¯B + αIN−1
0
−¯B′
αIN−1
. (A 4) (A 4) We now expand the determinant along each of the N −1 columns starting from column N until
the last column 2(N −1) of the matrix in (A 4). Each column gives another factor of α times the
determinant of the reduced matrix which results from removing the corresponding column and
the row of the same index, leading finally to We now expand the determinant along each of the N −1 columns starting from column N until
the last column 2(N −1) of the matrix in (A 4). Each column gives another factor of α times the
determinant of the reduced matrix which results from removing the corresponding column and
the row of the same index, leading finally to det( ¯A−1
0
¯C + αI2(N−1)) = αN−1 det(−¯B + αIN−1),
(A 5) (A 5) which is (A 1). Since
¯A0 is positive-definite, so is
¯A−1
0 . Thus, by Sylvester’s criterion, ( ¯A−1
0 )tt is also
positive-definite. Because ¯Ctt is negative-definite, it follows from Sylvester’s law of inertia that
¯B = −( ¯A−1
0 )tt ¯Ctt has only real and positive eigenvalues regardless of whether ¯B is symmetric
(which it is not for N > 2). 21
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Each tube is formed by stacking circular rings consisting of 60 balls. While a stack of 10 such rings
is stable (a), a stack of 12 such rings buckles under the influence of gravity (b). balls, we even have a macroscopic model system in which material anisotropy plays a role. The
local bending stiffness, for example, should depend on direction. Moreover, if tearing occurs,
it will occur preferentially in a direction parallel to the dipole direction of the magnetic balls. Beyond the linear, infinitesimal analysis presented here, an important next step would be
to conduct a finite amplitude analysis of the system, or even more generally, full dynamical
simulations. This would allow for studies of the dynamical processes stemming from arbitrary initial conditions. Moreover, for time-dependent periodic boundary conditions, investigations of
interesting phenomena like standing waves and of the frequency response of the system could be
performed. For certain parameter regimes, it seems reasonable to expect chaotic behaviour from
these dynamical systems. initial conditions. Moreover, for time-dependent periodic boundary conditions, investigations of
interesting phenomena like standing waves and of the frequency response of the system could be
performed. For certain parameter regimes, it seems reasonable to expect chaotic behaviour from
these dynamical systems. 23 23
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Data accessibility. All data are contained within the text. Authors’ contributions. Both authors contributed to the conception of the theoretical framework and wrote the
paper. J.S. coded and ran the software programs used to generate the numerical data. Competing interests. We declare we have no competing interests. Funding. The authors gratefully acknowledge support from the Okinawa Institute of Science and Technology
Graduate University with subsidy funding from the Cabinet Office, Government of Japan. Acknowledgements. The authors thank Prof. Tadashi Tokieda for encouraging them to investigate the stability of
chains with opposing dipole moments. 24
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 24 αN=2
c
(γ ) = 2(2 + γ )5
(1 + γ )9 12
i=0 aiγ i
31
j=0 biγ i
, (B 1) where the coefficients ai, i = 0, . . . , 12 and bi, i = 0, . . . , 31 are given by where the coefficients ai, i = 0, . . . , 12 and bi, i = 0, . . . , 31 are given by i
ai
bi
i
bi
0
1 092
44 623 017
16
236 359 277 059
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1
6 744
622 228 431
17
121 855 281 861
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 24
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. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2
20 364
4 275 119 481
18
56 547 295 271
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3
39 280
19 240 414 007
19
23 558 396 425
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 24
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53 448
63 645 780 965
20
8 773 187 011
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5
53 676
164 687 108 579
21
2 902 235 365
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 24
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40 507
346 552 984 093
22
845 788 851
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 7
22 968
608 997 759 203
23
214 853 101
. . . . . . . . . . . 24
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9 636
911 043 297 553
24
46 945 991
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 24
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. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9
2 896
1 177 182 472 519
25
8 676 897
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10
588
1 328 723 896 453
26
1 327 627
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 24
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11
72
1 321 880 254 507
27
163 365
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12
4
1 167 341 129 409
28
15 511
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 24
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 13
920 178 840 607
29
1 065
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 14
650 210 370 673
30
47
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rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15
413 082 353 055
31
1
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Consistent with the results of §4a, it follows easily from (B 1) that αN=2
c
(γ ) →4 = αN=2
c
as γ →∞. Consistent with the results of §4a, it follows easily from (B 1) that αN=2
c
(γ ) →4 = αN=2
c
as γ →∞. x B. Critical behaviour of two clamped chains each consisting
ll . . . . . . loses stability. That relation has the form loses stability. That relation has the form x B. Critical behaviour of two clamped chains each consisting
ll For a pair of clamped chains, each consisting of N = 2 balls, separated by a gap γ (§5), it is possible
to obtain an explicit relation for the critical value αc of α at which the position of the lower chain For a pair of clamped chains, each consisting of N = 2 balls, separated by a gap γ (§5), it is possible
to obtain an explicit relation for the critical value αc of α at which the position of the lower chain 24
rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . loses stability. That relation has the form
αN=2
c
(γ ) = 2(2 + γ )5
(1 + γ )9 12
i=0 aiγ i
31
j=0 biγ i
,
(B 1)
where the coefficients ai, i = 0, . . . , 12 and bi, i = 0, . . . , 31 are given by
i
ai
bi
i
bi
0
1 092
44 623 017
16
236 359 277 059
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . x B. Critical behaviour of two clamped chains each consisting
ll . . . . . . . . . . . . . . . . . . . 1
6 744
622 228 431
17
121 855 281 861
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2
20 364
4 275 119 481
18
56 547 295 271
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . x B. Critical behaviour of two clamped chains each consisting
ll . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3
39 280
19 240 414 007
19
23 558 396 425
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4
53 448
63 645 780 965
20
8 773 187 011
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . x B. Critical behaviour of two clamped chains each consisting
ll . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5
53 676
164 687 108 579
21
2 902 235 365
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6
40 507
346 552 984 093
22
845 788 851
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . x B. Critical behaviour of two clamped chains each consisting
ll . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 7
22 968
608 997 759 203
23
214 853 101
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 8
9 636
911 043 297 553
24
46 945 991
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . x B. Critical behaviour of two clamped chains each consisting
ll . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9
2 896
1 177 182 472 519
25
8 676 897
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10
588
1 328 723 896 453
26
1 327 627
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . x B. Critical behaviour of two clamped chains each consisting
ll . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11
72
1 321 880 254 507
27
163 365
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12
4
1 167 341 129 409
28
15 511
. . . . . . . . . . . . . . . . . . . . . . . . x B. Critical behaviour of two clamped chains each consisting
ll . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 13
920 178 840 607
29
1 065
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 14
650 210 370 673
30
47
. . . . . x B. Critical behaviour of two clamped chains each consisting
ll . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15
413 082 353 055
31
1
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11. Hall C, Vella D, Goriely A. 2013 The mechanics of a chain or ring of spherical magnets. SIAM
J. Appl. Math. 73, 2029–2054. (doi:10.1137/120897973) 11. Hall C, Vella D, Goriely A. 2013 The mechanics of a chain or ring of spherical magnets. SIAM
J. Appl. Math. 73, 2029–2054. (doi:10.1137/120897973)
12. Boisson J, Rouby C, Lee J, Doaré O. 2015 Dynamics of a chain of permanent magnets. Europhys.
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0020-7403(86)90052-4)
14. Greenhill A. 1881 Determination of the greatest height consistent with stability that a vertical
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grow. Proc. Camb. Philos. Soc. IV, 65–73. (doi:10.1051/jphystap:018820010033701)
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self-assembly. Proc. R. Soc. A 470, 20130609. (doi:10.1098/rspa.2013.0609) (
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10. Vella D, du Pontavice E, Hall C, Goriely A. 2013 The magneto-elastica: from self-buckling to
self-assembly. Proc. R. Soc. A 470, 20130609. (doi:10.1098/rspa.2013.0609) 11. Hall C, Vella D, Goriely A. 2013 The mechanics of a chain or ring of spherical magnets. SIAM
J. Appl. Math. 73, 2029–2054. (doi:10.1137/120897973) 25 12. Boisson J, Rouby C, Lee J, Doaré O. 2015 Dynamics of a chain of permanent magnets. Europhys. Lett. 109, 34002. (doi:10.1209/0295-5075/109/34002) 12. Boisson J, Rouby C, Lee J, Doaré O. 2015 Dynamics of a chain of permanent magnets. Europhys. Lett. 109, 34002. (doi:10.1209/0295-5075/109/34002) rspa.royalsocietypublishing.org Proc. R.Soc. A 473: 20160703
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 13. Wang C. 1986 A critical review of the heavy elastica. Int. J. Mech. Sci. 28, 549–559. (doi:10.1016/
0020-7403(86)90052-4) 13. Wang C. 1986 A critical review of the heavy elastica. Int. J. Mech. Sci. 28, 549–559. (doi:10.1016/
0020-7403(86)90052-4) 14. Greenhill A. 1881 Determination of the greatest height consistent with stability that a vertical
pole or mast can be made, and of the greatest height to which a tree of given proportions can
grow. Proc. Camb. Philos. Soc. IV, 65–73. (doi:10.1051/jphystap:018820010033701) 14. Greenhill A. 1881 Determination of the greatest height consistent with stability that a vertical
pole or mast can be made, and of the greatest height to which a tree of given proportions can
grow. Proc. Camb. Philos. Soc. IV, 65–73. (doi:10.1051/jphystap:018820010033701) g
(
jp y
p
)
15. Schönke J, Schneider T, Rehberg I. 2015 Infinite geometric frustration in a cubic dipole cluster. Phys. Rev. B 91, 020410. (doi:10.1103/PhysRevB.91.020410) g
(
jp y
p
)
15. Schönke J, Schneider T, Rehberg I. 2015 Infinite geometric frustration in a cubic dipole cluster. Phys. Rev. B 91, 020410. 13. Wang C. 1986 A critical review of the heavy elastica. Int. J. Mech. Sci. 28, 549–559. (doi:10.1016/
0020-7403(86)90052-4) 14. Greenhill A. 1881 Determination of the greatest height consistent with stability that a vertical
pole or mast can be made, and of the greatest height to which a tree of given proportions can
grow. Proc. Camb. Philos. Soc. IV, 65–73. (doi:10.1051/jphystap:018820010033701) References (doi:10.1103/PhysRevB.91.020410) g
(
jp y
p
)
15. Schönke J, Schneider T, Rehberg I. 2015 Infinite geometric frustration in a cubic dipole cluster. Phys. Rev. B 91, 020410. (doi:10.1103/PhysRevB.91.020410)
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The structure and characteristic scales of molecular clouds
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Astronomy & astrophysics
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ABSTRACT The structure of molecular clouds holds important clues regarding the physical processes that lead to their formation and subsequent
dynamical evolution. While it is well established that turbulence imprints a self-similar structure onto the clouds, other processes,
such as gravity and stellar feedback, can break their scale-free nature. The break of self-similarity can manifest itself in the existence
of characteristic scales that stand out from the underlying structure generated by turbulent motions. In this work, we investigate the
structure of the Cygnus-X North and Polaris Flare molecular clouds, which represent two extremes in terms of their star formation
activity. We characterize the structure of the clouds using the delta-variance (∆-variance) spectrum. In the Polaris Flare, the structure
of the cloud is self-similar over more than one order of magnitude in spatial scales. In contrast, the ∆-variance spectrum of Cygnus-X
North exhibits an excess and a plateau on physical scales of ≈0.5−1.2 pc. In order to explain the observations for Cygnus-X North,
we use synthetic maps where we overlay populations of discrete structures on top of a fractal Brownian motion (fBm) image. The
properties of these structures, such as their major axis sizes, aspect ratios, and column density contrasts with the fBm image, are
randomly drawn from parameterized distribution functions. We are able to show that, under plausible assumptions, it is possible to
reproduce a ∆-variance spectrum that resembles that of the Cygnus-X North region. We also use a “reverse engineering” approach in
which we extract the compact structures in the Cygnus-X North cloud and reinject them onto an fBm map. Using this approach, the
calculated ∆-variance spectrum deviates from the observations and is an indication that the range of characteristic scales (≈0.5−1.2 pc)
observed in Cygnus-X North is not only due to the existence of compact sources, but is a signature of the whole population of structures
that exist in the cloud, including more extended and elongated structures. ey words. stars: formation – ISM: clouds – ISM: general – ISM: structure – galaxies: star formation – galaxies: ISM This self-similarity can be broken on various scales. This can
happen when specific physical processes dominate the injec-
tion of energy and momentum in the ISM. ABSTRACT In galactic disks,
various forms of feedback from massive stars (i.e., ionizing
radiation, radiation pressure, stellar winds, and supernova explo-
sions) impart significant amounts of energy and momentum onto
the ISM on intermediate scales, that is, ≈50−500 pc (e.g., Dib
et al. 2006, 2011, 2013, 2017; Ostriker et al. 2010; Dib 2011;
Hennebelle & Iffrig 2014; Hony et al. 2015; Padoan et al. 2016;
Ntomousi et al. 2017; Seifried et al. 2020). Some of these scales
could be detected as characteristic scales in the ISM. Dib et al. (2009) found that the orientations of molecular clouds in the
outer Galaxy are correlated on spatial scales that are on the order
of the expected sizes of supernova remnants, which are prevalent
in those regions of the Galactic disk. On small scales, particu-
larly within molecular clouds, the self-similarity can be broken
on physical scales where the self-gravity of the gas becomes
important and dictates the motions of the gas (e.g., Dib et al. 2008). When dynamically important, and due to their anisotropic
nature, magnetic fields can also play a role in breaking the The structure and characteristic scales of molecular clouds Physikalisches Institut, Universität zu Köln, Zülpicher Straße 77, 50937 Köln, Germany
3 Istituto di Astrofisica e Planetologia Spazialli, INAF, Via Fosso del Cavaliere 100, Roma 00133, Ita y
,
,
p
,
,
y
3 Istituto di Astrofisica e Planetologia Spazialli, INAF, Via Fosso del Cavaliere 100, Roma 00133, Italy
4 Istituto di Astrofisica e Planetologia Spazialli, INAF, Via Fosso del Cavaliere 100, Roma 00133, Italy
4 Department of Physics, Faculty of Sciences, Golestan University, Gorgan 49138-15739, Iran
5 g
p
4 Department of Physics, Faculty of Sciences, Golestan University, Gorgan 49138-15739, Ir Instituto de Astrofísica e Ciências do Espaço, Universidade do Porto, CAUP, Rua das Estrelas, 4150-762 Porto, Port
Institut de Planétologie et d’Astrophysique de Grenoble Université Grenoble Alpes CNRS Grenoble France 5 Instituto de Astrofísica e Ciências do Espaço, Universidade do Porto, CAUP, Rua das Estrelas, 4150-762 Porto, Portugal
6 Institut de Planétologie et d’Astrophysique de Grenoble, Université Grenoble Alpes, CNRS, Grenoble, France
7 D
f A
U i
i
f M
h
A h
MA 01003 USA Instituto de Astrofísica e Ciências do Espaço, Universidade do Porto, CAUP, Rua das Estrelas, 4150 762 Porto, Por
6 Institut de Planétologie et d’Astrophysique de Grenoble, Université Grenoble Alpes, CNRS, Grenoble, France
7 Institut de Planétologie et d Astrophysique de Grenoble, Université Grenoble Alpes, CNRS, Grenoble, France
Department of Astronomy, University of Massachusetts, Amherst, MA 01003, USA p
y
y
8 Centre for Star and Planet Formation, the Niels Bohr Institute and the Natural History Museum of Denmark,
University of Copenhagen, Øster Voldgade 5-7 1350, Denmark
9 Centre for Star and Planet Formation, the Niels Bohr Institute and the Natural History Museum of Denmark,
University of Copenhagen, Øster Voldgade 5-7 1350, Denmark Received 5 July 2020 / Accepted 9 September 2020 Open Access article, published by EDP Sciences, under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Astronomy
&
Astrophysics Astronomy
&
Astrophysics Astronomy
&
Astrophysics A&A 642, A177 (2020)
https://doi.org/10.1051/0004-6361/202038849
© S. Dib et al. 2020 The structure and characteristic scales of molecular clouds Sami Dib1, Sylvain Bontemps1, Nicola Schneider2, Davide Elia3, Volker Ossenkopf-Okada2,
Mohsen Shadmehri4, Doris Arzoumanian5, Frédérique Motte6, Mark Heyer7, Åke Nordlund8, and Bilal Ladjelate Sami Dib1, Sylvain Bontemps1, Nicola Schneider2, Davide Elia3, Volker Ossenkopf-Okada2,
Mohsen Shadmehri4, Doris Arzoumanian5, Frédérique Motte6, Mark Heyer7, Åke Nordlund8, and Bilal Ladjelate9 1 Laboratoire d’Astrophysique de Bordeaux, Université de Bordeaux, CNRS, B18N, allée Geoffroy Saint-Hilaire, 33615 Pessac, France
e-mail: sami.dib@gmail.com 1 Laboratoire d’Astrophysique de Bordeaux, Université de Bordeaux, CNRS, B18N, allée Geoffroy Saint-Hilaire, 336
e-mail: sami.dib@gmail.com 1 Laboratoire d’Astrophysique de Bordeaux, Université de Bordeaux, CNRS, B18N, allée Geoffroy Saint-Hilaire, 33615 Pessac, France 2 I. Physikalisches Institut, Universität zu Köln, Zülpicher Straße 77, 50937 Köln, Germany
3 2 I. Physikalisches Institut, Universität zu Köln, Zülpicher Straße 77, 50937 Köln, Germany
3 I i
di A
fii
Pl
l
i S
i lli INAF Vi F
d l C
li
100 R
00 I. 1. Introduction For the
spectral energy distribution (SED) fit, the specific dust opacity
per unit mass (dust plus gas) is approximated by a power law κν =
0.1(ν/1000 GHz)βdust cm2 g−1 with βdust = 2 and the dust temper-
ature and column density left as free parameters. The description
of how high angular resolution maps were derived is detailed in
Palmeirim et al. (2013). The concept is to employ a multi-scale
decomposition of the flux maps and assume a constant line-of-
sight temperature. The final map at 18.2′′ angular resolution is
constructed from the difference maps of the convolved surface
density SPIRE maps (at 500, 350, and 250 µm) and the temper-
ature information from the color temperature derived from the
160 µm/250 µm ratio. p
g
g
Using the delta-variance (∆-variance) spectrum (Stutzki
et al. 1998), we analyzed the spatial structure of two Galac-
tic molecular clouds that lie at the extreme ends of what can
be found in the Galaxy in terms of their star formation activ-
ity, namely the Cygnus-X North region and the Polaris Flare. The Cygnus-X North molecular cloud complex is an active
region of star formation where many sub-regions of high-mass
star formation can be found (e.g., Schneider et al. 2006, 2010;
Motte et al. 2007; Reipurth & Schneider 2008; Bontemps et al. 2010; Csengeri et al. 2011; Hennemann et al. 2012; Kryukova
et al. 2014; Maia et al. 2016). In contrast, the Polaris Flare is
essentially a translucent, non-star forming cloud (e.g., Ward-
Thompson et al. 2010; Miville-Deschênes et al. 2010). In Sect. 2,
we briefly summarize the Herschel satellite data that are ana-
lyzed in this work, and in Sect. 3 we present and discuss
the column density distribution functions of both regions. The
∆-variance method is discussed in Sect. 4, and its application
to the Herschel satellite maps of Cygnus-X North and Polaris is
presented in Sect. 5. In Sect. 6, we interpret our findings with the
help of simulated synthetic observations and discuss the shape of
the ∆-variance in models of increasing complexity. We start with
models of pure fractal Brownian motion (fBm) images (Sect. 6.1)
and continue to models where individual structures are superim-
posed on an fBm (Sect. 6.2). 1. Introduction The interstellar medium (ISM), both in the Milky Way and in
external galaxies, exhibits a scale-free nature that extends over
many physical scales. This is observed both in the diffuse H I gas
(e.g., Elmegreen et al. 2001; Dickey et al. 2001; Dib & Burkert
2005; Begum et al. 2006; Dutta et al. 2009, 2013; Zhang et al. 2012; Miville-Deschênes et al. 2016) and in the molecular phase
(e.g., Stutzki et al. 1998; Heyer & Brunt 2004; Heyer et al. 2009;
Schneider et al. 2011; Roman-Duval et al. 2011; Rebolledo et al. 2015; Panopoulou et al. 2017; Traficante et al. 2018; Hirota et al. 2018; Kong et al. 2018; Dib & Henning 2019; Henschaw et al. 2020). This self-similarity is also observed in the spatial distri-
bution of young clusters in galactic disks (e.g., Elmegreen et al. 2006; Gouliermis et al. 2017; Grasha et al. 2019). )
Turbulence is ubiquitously observed in all phases of the
interstellar gas. It is thought to be the main regulator of the
ISM structure and dynamics in cold, neutral gas and, hence, is
responsible for setting a self-similar behavior in this regime (e.g.,
Elmegreen & Scalo 2004; Dib et al. 2008; Burkhart et al. 2013). A177, page 1 of 18 A&A 642, A177 (2020) self-similar nature of the gas (e.g., Soler 2019). Scales at which
there might be a departure from self-similarity are the ones asso-
ciated with the sizes of filaments and fragments within filaments
(e.g., André et al. 2010; Arzoumanian et al. 2011; Hacar et al. 2013; Könyves et al. 2015) as well as scales on which filaments
interact, with hubs and ridges forming at the intersection of two
or more filaments (e.g., Schneider et al. 2012; Samal et al. 2015;
Dewangan et al. 2017; Treviño-Morales et al. 2019; Clarke et al. 2019). Stellar feedback can also perturb the self-similarity of the
gas on small scales. Russeil et al. (2013) find, in a study of the
massive star-forming region NGC6334, that characteristic scales
around 1–10 pc can be caused by the injection of energy due to
expanding H II regions. extended emission. All maps have an absolute flux calibration
using offset values determined in Bernard et al. (2010). 1. Introduction We finish with models in which an
entire population of structures is superimposed on an fBm and
which have sets of properties (such as the size of major axis,
elongation, and column density contrast) that are described by
parameterized probability distribution functions (Sect. 6.3). In
Sect. 7, we discuss different caveats and limitations pertaining to
the observations and the models, and in Sect. 8 we summarize
our results and conclude. µ
µ
The molecular hydrogen (H2) column densities were trans-
formed into visual extinction (AV) using the conversion formula
N(H2)/AV = 0.94 × 1021 cm−2 mag−1 (Bohlin et al. 1978). The column density maps for the Cygnus-X North and Polaris
Flare clouds are displayed in Fig. 1 (left- and right-hand pan-
els, respectively). For Cygnus-X, column density maps were
already presented in Hennemann et al. (2012) and Schneider
et al. (2016a,b), and for Polaris in Robitaille et al. (2019). These
maps have a lower angular resolution of 36.3′′ and cover differ-
ent areas than those presented in the current study. The Polaris
Flare cloud is located at a distance of 140 pc (Falgarone et al. 1998), and hence each pixel on the map corresponds to a spatial
size of ≈0.002 pc. The Cygnus-X cloud is located at a distance
of 1.7 kpc (Schneider et al. 2006), and, in this case, each pixel
corresponds to a spatial size of ≈0.025 pc. The maps of Cygnus-
X North and Polaris contain 5740 × 5740 pixels and 3538 ×
3164 pixels, respectively. The total physical size covered by the
maps of Cygnus-X North and Polaris is ≈143.5 pc × 143.5 pc
and 7.07 pc × 6.32 pc, respectively. The full width at half maxi-
mum (FHWM) of the beam is sampled with six pixels and thus
the spatial resolution for the Cygnus-X North and Polaris maps
are ≈0.15 pc and ≈0.012 pc, respectively. 3. Column density distribution functions Here, we only wish to highlight the differences between the
Cygnus-X North and Polaris regions in terms of their column
density distributions before analyzing the spatial structure of the
clouds. Figure 2 displays the column density probability distribu-
tion function (N-PDF) for Cygnus-X North (left-hand panel) and
Polaris (right-hand panel). Both N-PDFs resemble those shown
in Schneider et al. (2016b) for Cygnus-X and Schneider et al. (2013) for Polaris. The N-PDFs for both regions exhibit a log-
normal behavior at low AV (2.5 ≤AV < 12 for Cygnus-X North
and ≤1 for Polaris) with a significant difference in the position
of the peak between the two regions. A fit to the lognormal part
of the N-PDF yields AV,peak = 8.92+1.40
−1.21 in Cygnus-X North and
AV,peak = 0.45+0.19
−0.13 in Polaris. The width of the lognormal is
σAV = 1.14 ± 1.10 and σAV = 1.39 ± 1.25 in Cygnus-X North
and Polaris, respectively. At larger column densities (AV ≥12 in
Cygnus-X and AV ≥1 in Polaris), the N-PDF turns into a power-
law distribution. In Cygnus-X, there are two distinct power laws:
a steep power law with an exponent of −4.24 ± 0.15 in the AV
range of [12, 30] and a shallower power law with an exponent of
−1.85 ± 0.02 in the AV range [30, 300]. In contrast, the N-PDF
for Polaris exhibits a single power-law tail (PLT) starting from
AV ≳1 with an exponent of −3.97 ± 0.13. The exponent of the
PLT we find for Polaris matches the one found in other stud-
ies for the same cloud (e.g., Alves et al. 2007; Schneider et al. 2013). The N-PDF parameters we find for the two regions are 1 http://gouldbelt-herschel.cea.fr/archives S. Dib et al.: Characteristic scales in molecular clouds Fig. 1. Column density maps of the Cygnus-X North cloud (left) and the Polaris Flare cloud (right). Column densities are displayed in units of the
visual extinction using the conversion NH2/AV = 0.94 × 1021 cm−2. Fig. 1. Column density maps of the Cygnus-X North cloud (left) and the Polaris Flare cloud (right). Column densities are displayed in units of the
visual extinction using the conversion NH2/AV = 0.94 × 1021 cm−2. Fig. 2. Column density distribution function in the Cygnus-X North cloud (left panel) and the Polaris Flare cloud (right panel). The full red lines
in both panels show a fit by a lognormal function in the low column density regime (≲5 × 1021 cm−2 in Cygnus-X North and ≲1 × 1021 cm2 in
Polaris). The dashed line is a fit to the power-law regime that is observed in both regions in the intermediate column density regime, while the
triple-dot dashed red line in the case of the Cygnus-X North region is a fit to the shallower power law in the high column density regime. Fig. 2. Column density distribution function in the Cygnus-X North cloud (left panel) and the Polaris Flare cloud (right panel). The full red lines
in both panels show a fit by a lognormal function in the low column density regime (≲5 × 1021 cm−2 in Cygnus-X North and ≲1 × 1021 cm2 in
Polaris). The dashed line is a fit to the power-law regime that is observed in both regions in the intermediate column density regime, while the
triple-dot dashed red line in the case of the Cygnus-X North region is a fit to the shallower power law in the high column density regime. The second, shallower PLT is only associated with regions of
the highest column densities in Cygnus-X. This was reported
for the first time in high-mass star-forming regions (Tremblin
et al. 2014; Schneider et al. 2016b) and interpreted as aris-
ing from gravitational collapse of cores with either internal
sources (protostars, ultra-compact H II regions) that lead to inter-
nal ionization compressions, or external compression from the
associated H II region. However, the picture is probably more
complicated since a second shallower PLT was also detected
in low-mass star-forming regions (Schneider et al., in prep.). It is not within the scope of this paper to discuss the N-PDFs
in extensive detail. 2. The data: Herschel maps of star-forming regions The observations that are analyzed in this work were performed
using the Herschel space observatory (Pilbratt et al. 2010). In
particular, we made use of data products from the Herschel
Gould Belt Survey (HGBS1, André et al. 2010) for the Polaris
Flare region and the Herschel imaging survey of OB Young
Stellar objects (HOBYS, Motte et al. (2010)) program for the
Cygnus-X North region. The column density maps were deter-
mined from a pixel-to-pixel greybody fit to the red wavelength
of PACS (Poglitsch et al. 2010) observations at 160 µm (11.7′′
angular resolution), and the three SPIRE (Griffin et al. 2010)
wavelengths are 250, 350, and 500 µm at the resolutions of
18.2′′, 24.9′′, and 36.3′′, respectively. For the SPIRE data reduc-
tion, we used the HIPE pipeline (versions 10 to 13), including
the destriper task for SPIRE as well as HIPE and scanamorphos
(Roussel 2013) for PACS. The SPIRE maps were calibrated for 1 http://gouldbelt-herschel.cea.fr/archives A177, page 2 of 18 S. Dib et al.: Characteristic scales in molecular clouds 5. Spatial structure of Cygnus-X North and Polaris ⊙L (r) =
4
πL2 e
r2
(L/2)2 −
4
πL2(v2 −1)
"
e
r2
(vL/2)2 −e
r2
(L/2)2
#
,
(2) (2) We applied the ∆-variance method to the column density maps of
Cygnus-X North and Polaris. As stated above, these two regions
were selected because they are significantly different, both in
terms of their column density distribution (i.e., Fig. 2) and their
star formation activity. While Polaris harbors a population of
starless cores, it is still a region with no ongoing star formation
and a modest contrast in column density. On the other hand, the
Cygnus-X North cloud is a region with a much higher star for-
mation rate and a much larger contrast in column densities (see
Fig. 2, also Hennemann et al. 2012; Schneider et al. 2016b). The
∆-variance spectra for both clouds are displayed in Fig. 3. The
∆-variance spectrum of Polaris displays a self-similar behav-
ior above the resolution limit, and this self-similarity extends
for more than one order of magnitude in spatial scales (from
≈0.03 to ≈0.6 pc). A power-law fit to the ∆-variance of Polaris in
the range [0.035–0.6] pc yields a value of the power-law expo-
nent of α = 0.4 ± 0.003, and this implies a value of β = 2.4. On scales larger than 0.6 pc, the self-similarity is perturbed,
possibly due to the existence of a large filamentary structure
(i.e., the MCLD 123.5+24.9 structure), though substructured, in
the region. The scale-free nature of the ∆-variance spectrum of
Polaris is consistent with earlier findings using the ∆-variance
technique for the same cloud (Bensch et al. 2001; Ossenkopf-
Okada & Stepanov 2019). However, Bensch et al. (2001) found
larger values of β (≈3 from observations in the 12CO (J = 2−1)
line and β ≈3.2 from observations in the 13CO (J = 1−0) line)
when the ∆-variance spectrum is fitted over a spatial range that is
roughly similar to the one used in this study. The spatial resolu-
tion of the observations they used are 2.2′ and 0.78′, respectively,
and are lower than the resolution of the observations presented
in this work (≈0.3′). Ossenkopf 2002 showed that the use of
low-J CO isotopologues leads to somewhat steeper ∆-variance
spectra than the one corresponding to the underlying column
density structure. 4. Analysis: the ∆-variance method We quantified the structure of molecular clouds using the ∆-
variance method. The method was originally introduced in
Stutzki et al. (1998) and Zielinsky & Stützki (1999) and is a gen-
eralization of the Allan variance (Allan 1966). In this work, we
used an improved version of the method presented in Ossenkopf
et al. (2008a)2. Here, we briefly present a summary of the main steps and
characteristics of the method. For a 2D field A(x, y), the ∆-
variance on a scale L is defined as being the variance of the
convolution of A with a filter function ⊙L such that σ2
∆(L) = 1
2π⟨(A ∗⊙L)2⟩x,y. (1) (1) For the filter function, Ossenkopf et al. (2008a) recommend
the use of a “Mexican hat” that is defined as For the filter function, Ossenkopf et al. (2008a) recommend
the use of a “Mexican hat” that is defined as 5. Spatial structure of Cygnus-X North and Polaris The exact relative effect of the lower spatial
resolution, which effectively smoothes the map and possibly
increases the values of β, compared to the role of the optical
depths of these molecular tracers in steepening the ∆-variance
spectrum, is not yet entirely clear. where the two terms on the right side of Eq. (2) represent the core
and the annulus of the Mexican hat function, respectively, and v
is the ratio of their diameters (we used v = 1.5). For a faster and
more efficient computation of Eq. (1), Ossenkopf et al. (2008a)
performed the calculation as a multiplication in Fourier space,
and thus, the ∆-variance is given by σ2
∆(L) = 1
2π
Z Z
P | ¯⊙L|2 dkxdky,
(3) (3) where P is the power spectrum of A and ¯⊙L is the Fourier trans-
form of the filter function. If P can be described by a power law,
and if β is the exponent of the power spectrum, then a relation
exists between the exponent of the power law that describes the
∆-variance (α) and β (Stutzki et al. 1998), and this is given by σ2
∆(L) ∝Lα ∝Lβ−2. (4) σ2
∆(L) ∝Lα ∝Lβ−2. (4) The value of α can be inferred from the range of spatial
scales over which the ∆-variance displays a self-similar behav-
ior and can be tied to the value of β. The error bars of the
∆-variance on a given scale are computed from the counting
error determined by the finite number of statistically independent
measurements in the filtered map and the variance of the vari-
ances (i.e., the fourth moment of the filtered map). Characteristic
scales are scales at which there is a break of the self-similarity
and which show up in the ∆-variance spectra as break points,
peaks, or inflection points. Any underlying self-similar behavior
of the cloud can be entirely perturbed on many or all physical
scales if there is a variety of structures that coexist in the cloud. The ∆-variance has been employed to analyze the structure of
observed molecular clouds (e.g., Bensch et al. 2001; Campeggio
et al. 2004; Sun et al. 2006; Ossenkopf et al. 2008b; Rowles
& Froebrich 2011; Schneider et al. 2011; Russeil et al. 2013;
Elia et al. S. Dib et al.: Characteristic scales in molecular clouds They propose that the physical process governing
structure formation could be the scale at which either a large-
scale supernova shock or an expanding H II region sweeping
through the diffuse medium are broken at dense clouds, which
turns the well-ordered velocity into turbulence. can be attributed to the formation of compact structures (fila-
ments or clumps) and the second, shallower PLT to the collapse
of dense cores. Ossenkopf et al. 2001; Mac Low & Ossenkopf 2000; Ossenkopf
& Mac Low 2002; Federrath et al. 2009; Bertram et al. 2015). In most cases, the ∆-variance has been used to investigate the
self-similar nature of the clouds and examine whether the slope
of the ∆-variance in the self-similar regime varies from cloud
to cloud and, in the case of simulations, whether it depends
on the properties of the turbulent motions that are generated
in the clouds. However, it has already been demonstrated that
the method is capable of detecting break points. Ossenkopf &
Mac Low 2002 found, when applying the method to numeri-
cal models of molecular clouds where turbulence is driven on
various physical scales, that the ∆-variance departs from the self-
similar regime on physical scales where turbulence is injected
into the clouds. Using extinction maps, Schneider et al. (2011)
found that low-mass star-forming clouds have a double-peak
structure in the ∆-variance with characteristic size scales around
≈1 and ≈4 pc. They propose that the physical process governing
structure formation could be the scale at which either a large-
scale supernova shock or an expanding H II region sweeping
through the diffuse medium are broken at dense clouds, which
turns the well-ordered velocity into turbulence. 2 The
IDL
package
for
calculating
the
∆-variance
can
be
found
at
https://hera.ph1.uni-koeln.de/~ossk/Myself/
deltavariance.html S. Dib et al.: Characteristic scales in molecular clouds In summary, and despite the fact that grav-
ity is suspected to be the primary culprit of the formation of
both PLTs, we conclude that it currently is not straightfoward to
explain the different parts of the PLT as the consequence of a
hierarchical gravitational collapse, whereby the first steep PLT only slightly different from what was obtained in earlier studies,
and this difference is due to the fact that the considered areas of
the clouds are different. A PLT in the N-PDF is connected to the existence of a power-
law distribution in volume density and is commonly attributed to
the effects of the self-gravity of the gas in generating dense struc-
tures in the cloud (e.g., Klessen 2000; Dib 2005; Dib & Burkert
2005; Kainulainen et al. 2009; Kritsuk et al. 2011; Ward et al. 2014; Girichidis et al. 2014; Schneider et al. 2015; Donkov &
Stefanov 2018; Corbelli et al. 2018; Veltchev et al. 2019). Another
interpretation for the origin of the first, steep PLT has been
proposed by Auddy et al. (2018, 2019). These authors showed,
using numerical simulations of molecular clouds with non-ideal
magnetohydrodynamics (MHD), that in the case of a magneti-
cally subcritical cloud, a steep PLT (slope ≈–4) can emerge as a
result of gravitational contraction driven by ambipolar diffusion. A177, page 3 of 18 A177, page 3 of 18 A&A 642, A177 (2020) Ossenkopf et al. 2001; Mac Low & Ossenkopf 2000; Ossenkopf
& Mac Low 2002; Federrath et al. 2009; Bertram et al. 2015). In most cases, the ∆-variance has been used to investigate the
self-similar nature of the clouds and examine whether the slope
of the ∆-variance in the self-similar regime varies from cloud
to cloud and, in the case of simulations, whether it depends
on the properties of the turbulent motions that are generated
in the clouds. However, it has already been demonstrated that
the method is capable of detecting break points. Ossenkopf &
Mac Low 2002 found, when applying the method to numeri-
cal models of molecular clouds where turbulence is driven on
various physical scales, that the ∆-variance departs from the self-
similar regime on physical scales where turbulence is injected
into the clouds. Using extinction maps, Schneider et al. (2011)
found that low-mass star-forming clouds have a double-peak
structure in the ∆-variance with characteristic size scales around
≈1 and ≈4 pc. S. Dib et al.: Characteristic scales in molecular clouds S. Dib et al.: Characteristic scales in molecular clouds S. Dib et al.: Characteristic scales in molecular clouds
Fig. 3. Delta-variance functions calculated for the Cygnus-X North cloud (left) and the Polaris Flare cloud (right). The vertical dashed black lines
in both panels mark the position of the spatial resolution for each of these two regions. The vertical dashed red lines in the case of Polaris mark the
spatial range over which the power-law fit is performed. We do not attempt any fit in Cygnus-X North because the underlying self-similar regime is
heavily perturbed by the presence of structures (see Sect. 6.3). Fig. 3. Delta-variance functions calculated for the Cygnus-X North cloud (left) and the Polaris Flare cloud (right). The vertical dashed black lines
in both panels mark the position of the spatial resolution for each of these two regions. The vertical dashed red lines in the case of Polaris mark the
spatial range over which the power-law fit is performed. We do not attempt any fit in Cygnus-X North because the underlying self-similar regime is
heavily perturbed by the presence of structures (see Sect. 6.3). resolution limit (dashed black lines in Fig. 3) and a broad peak at
around ≈0.5−0.12 pc. A reasonable assumption to make is that
the existence of many small-scale dense structures (e.g., cores,
clumps, and filaments) in Cygnus-X North alters the underly-
ing (i.e., primordial) self-similar structure of the gas that had
existed before these structures formed. However, it remains an
open question whether a massive star-forming region such as
Cygnus-X North had, at an earlier stage, a spatial distribution
of (column) density similar to that of Polaris. This is a plausible
assumption given that, prior to the formation of massive stars
in the region, turbulence in the Cygnus-X North cloud, like in
Polaris and elsewhere in the ISM, must have been dominated by
shearing motions. Large-scale converging flows may be respon-
sible for aggregating gas in specific regions that would be the
parental structures of ridges and hubs. Compressive motions due
to feedback from massive stars in specific regions of Cygnus-X
North can also modify the spatial distribution of the (column)
density field. However, massive star formation is localized in
Cygnus-X North and not distributed across the entire cloud
(Beerer et al. 2010). S. Dib et al.: Characteristic scales in molecular clouds We speculate here that the underlying, “pri-
mordial,” structure in the Cygnus-X North cloud resembled that
of Polaris and use this as a working hypothesis. In what fol-
lows, we focus our attention on the Cygnus-X North cloud and
adopt the Polaris value of β = 2.4 as the exponent of the under-
lying self-similar fBm structure in Cygnus-X. We explore, using
synthetic data, if and how the addition of dense structures with
specific properties on top of a cloud with a self-similar structure
modifies the ∆-variance spectrum. of the basic properties of fBm images that are known to pos-
sess a self-similar structure. In a second step, we include discrete
structures with specific characteristics on top of an existing fBm
and investigate how the inclusion of these structures impacts the
shape of the ∆-variance spectrum. Lastly, we investigate how
the shape of the ∆-variance is modified in the presence of an
entire population of structures that are characterized by distri-
bution functions of their sizes, elongations, and column density
contrasts. 6.1. Fractal Brownian motion maps Fractal Brownian motion images (Peitgen & Saupe 1988) are
often used as a surrogate of ISM maps thanks to their visual
similarity with cloud features (e.g., Stutzki et al. 1998; Bensch
et al. 2001; Miville-Deschênes et al. 2003; Elia et al. 2014, 2018). A full description of their analytic properties is presented in
Stutzki et al. (1998). Here, we simply review their basic prop-
erties. Firstly, their radially averaged power spectrum exhibits a
power-law behavior with an exponent β = E +2H, where E is the
Euclidian dimension (E = 2 for 2D images) and H is the Hurst
exponent whose value ranges from 0 to 1. For 2D maps, β can
take values between 2 and 4. Secondly, the distribution of the
phases of their Fourier transform is completely random. Thus, it
is possible to generate fBm maps by defining the value of β and
a random phase distribution. If expressed in terms of the frac-
tal dimension, the fractal dimension of an fBm image has been
shown to be given by D = E + 1 −H, and this leads to a direct
relation between D and β that is given by: 5. Spatial structure of Cygnus-X North and Polaris 2014) as well as simulated molecular clouds (e.g., 2 The
IDL
package
for
calculating
the
∆-variance
can
be
found
at
https://hera.ph1.uni-koeln.de/~ossk/Myself/
deltavariance.html In contrast to Polaris, the ∆-variance of Cygnus-X North dis-
plays a more complex shape with a steep slope above the spatial A177, page 4 of 18 A177, page 4 of 18 6. Interpretation All maps are
normalized by their own mean value, and the vertical offset between
the three ∆-variance functions simply reflects the effect of this different
normalization. Fig. 5. fBm images with values of β ranging from 2 to 4 in steps of 0.5. Fig. 5. fBm images with values of β ranging from 2 to 4 in steps of 0.5. All maps have a resolution of 1000 × 1000 pixels. The ∆-variance fig-
ures for all cases are compared in the bottom-right subpanel. All display
a self-similar regime with an exponent of the power law of α = β −2
(i.e., Eq. (4)). All maps are normalized by their own mean value. The
random number series generating the phases has been kept the same in
all maps. Fig. 5. fBm images with values of β ranging from 2 to 4 in steps of 0.5. All maps have a resolution of 1000 × 1000 pixels. The ∆-variance fig-
ures for all cases are compared in the bottom-right subpanel. All display
a self-similar regime with an exponent of the power law of α = β −2
(i.e., Eq. (4)). All maps are normalized by their own mean value. The
random number series generating the phases has been kept the same in
all maps. and 3D (E = 3) fractal dimensions. This will be given by: and 3D (E = 3) fractal dimensions. This will be given by: D2 = D3 −3
2. (6) D2 = D3 −3
2. (6) In this paper, we used fBm images as a reference for self-
similar structures since they can be obtained with preconditioned
statistical properties (e.g., Stutzki et al. 1998; Shadmehri &
Elmegreen 2011; Elia et al. 2018). Figure 4 displays three fBm
images generated with a value of β = 2.5 and for three resolu-
tions: 250 × 250 pixels (top left), 500 × 500 pixels (top right),
and 1000 × 1000 pixels (bottom left)3. The bottom-right panel in
Fig. 4 displays the ∆-variance functions calculated for these three
fBm images. The self-similar regime is observed in all cases and
extends to larger spatial scales for cases with a higher spatial
resolution. The fBm images are periodic, and, if we were using a
periodic analysis, the ∆-variance spectra would be perfect power
laws. 6. Interpretation D = 3E + 2 −β
2
. (5) D = 3E + 2 −β
2
. (5) While one of our aims is to understand the structure of the
Cygnus-X North region as revealed by its ∆-variance spectrum,
a broader goal is to investigate how the existence of compact and
dense structures (cores, clumps, and filaments) with diverse char-
acteristics can alter the self-similar nature of a molecular cloud
and modify the ∆-variance spectrum. We first summarize some Stutzki et al. (1998) showed that the power spectrum of the
(E −1) projection of an E-dimensional fBm is also a power law
with the same spectral index (i.e., the same β). Using this prop-
erty, it is possible to establish the link between the 2D (E = 2) A177, page 5 of 18 A177, page 5 of 18 A&A 642, A177 (2020) Fig. 5. fBm images with values of β ranging from 2 to 4 in steps of 0.5. All maps have a resolution of 1000 × 1000 pixels. The ∆-variance fig-
ures for all cases are compared in the bottom-right subpanel. All display
a self-similar regime with an exponent of the power law of α = β −2
(i.e., Eq. (4)). All maps are normalized by their own mean value. The
random number series generating the phases has been kept the same in
all maps. Fig. 4. fBm images with β = 2.5 and with resolutions of 250 × 250 pix-
els (top left), 500 × 500 pixels (top right), and 1000 × 1000 pixels
(bottom left). The ∆-variance spectra for all three cases are compared
in the bottom-right subpanel. All display a self-similar regime with an
exponent of the power law of α = β −2 (i.e., Eq. (4)). All maps are
normalized by their own mean value, and the vertical offset between
the three ∆-variance functions simply reflects the effect of this different
normalization. Fig. 5. fBm images with values of β ranging from 2 to 4 in steps of 0.5. Fig. 4. fBm images with β = 2.5 and with resolutions of 250 × 250 pix-
els (top left), 500 × 500 pixels (top right), and 1000 × 1000 pixels
(bottom left). The ∆-variance spectra for all three cases are compared
in the bottom-right subpanel. All display a self-similar regime with an
exponent of the power law of α = β −2 (i.e., Eq. (4)). 3 By construction, the mean value of the fBm is zero. We applied an
arbitrary offset to the maps in order to insure that all values were posi-
tive. The maps were then normalized by their mean value. The addition
of a constant offset for the whole map does not alter the shape of the ∆-
variance spectrum since the relative differences between pixels remain
the same. 6. Interpretation However, in order to compare them to the observational
data, we performed the calculations of the ∆-variance with a cut
at the map boundaries. This cut has two effects. First, there is a
natural limit to the size of any structure so that the ∆-variance
spectrum flattens at the largest scales. Second, the statistical
significance of the structures close to the map boundaries is
reduced. This changes the denominator in the normalization of
the ∆-variance when computing mean properties of the map according to the area-to-boundary ratio of maps of different sizes
so that the absolute scale of the ∆-variance is only comparable
in the limit of very large maps. Figure 5 displays the same type
of fBm images, but in this case all images have a fixed resolu-
tion of 1000 × 1000 pixels and the value of β is varied between
2 and 4 (in steps of 0.5). While in Fig. 4 the phase distribution
varies from image to image, in Fig 5 the same distribution of
phases is kept, so that the basic “shape” of the image remains
the same. Increasing the value of β produces a gradual smooth-
ing of the image due to the transfer of power from high to low
spatial frequencies. The bottom-right panel in Fig. 5 displays
the corresponding ∆-variance functions for each of these cases. As expected, the ∆-variance functions are scale-free power-law
functions whose exponent is given by α = β −2. 6.2. Fractal Brownian motion maps with additional structure We now explore the effect of discrete structures on the
∆-variance spectrum. The structures we superimpose on top
of fBm images are generalized 2D Gaussian functions that are
given by: NG(x, y) =Npeakexp[−a(x−x0)2 +2b(x−x0)(y−y0)+c(y−y0)2)], (7) A177, page 6 of 18 A177, page 6 of 18 S. Dib et al.: Characteristic scales in molecular clouds Fig. 6. 2D Gaussian structures injected on top of an fBm image with β =
2.4. The 2D Gaussian functions have an aspect ratio ( f = σ1/σ2) that
is varied in the range [1–10], and all have a value of δc = 5 and a fixed
size of σ1 = 50 pixels. All maps are normalized to their mean value. Bottom-right figure: corresponding ∆-variance functions calculated for
each case, and these are compared to the ∆-variance function of the
underlying fBm image. where NG is the added column density of the 2D Gaussian struc-
ture, Npeak is its peak value, x0 and y0 are the coordinates of the
peak, and the terms a, b, and c are given by: a =cos2 (θ)
2σ2
1
+ sin2 (θ)
2σ2
2
b =sin(2θ)
4σ2
1
−sin(2θ)
4σ2
2
c =sin2 (θ)
2σ2
1
+ cos2 (θ)
2σ2
2
. (8) a =cos2 (θ)
2σ2
1
+ sin2 (θ)
2σ2
2
b =sin(2θ)
4σ2
1
−sin(2θ)
4σ2
2
c =sin2 (θ)
2σ2
1
+ cos2 (θ)
2σ2
2
. (8) a =cos2 (θ)
2σ2
1
+ sin2 (θ)
2σ2
2
b =sin(2θ)
4σ2
1
−sin(2θ)
4σ2
2
c =sin2 (θ)
2σ2
1
+ cos2 (θ)
2σ2
2
. (8) In Eq. (8), σ1 and σ2 are the standard deviations of the 2D
Gaussian along the major and minor axes, respectively, and θ
is the angle between the Gaussian function major axis and the
x-axis, defined in the counterclockwise direction. We generated
a very large number of synthetic maps on which we superim-
posed one or several 2D Gaussian structures over fBm images in
a controlled manner. All fBm images have a value of β = 2.4,
similar to the value found in the Polaris cloud, and a resolution
of 1000 × 1000 pixels. For individual structures, we varied the
aspect ratio of the 2D Gaussian, f = (σ1/σ2), over a range of 1
to 10. 6.2. Fractal Brownian motion maps with additional structure The peak value of the 2D Gaussians is expressed in terms
of the mean value of the fBm image, Npeak = δc ⟨NfBm⟩, and the
column density contrast between the peak of the 2D Gaussian
and the mean value of the fBm, δc, is varied between 1 and
10. We also explored the effect of varying the absolute size of
the Gaussian function with respect to the image size, as well as
the effect of including multiple Gaussian functions in the fBm
images. Figure 6 displays five realizations of an fBm with superim-
posed Gaussian structures. The 2D Gaussians all have δc = 5,
σ1 = 50 pixels, and an aspect ratio f = (σ1/σ2) that is varied
between 1 and 10. The ∆-variance functions of these maps are
displayed in the bottom-right panel of Fig. 6 and are compared
to the ∆-variance function of a pure fBm image with β = 2.4. The
inclusion of an additional structure in the fBm image increases
the value of σ2
∆on all spatial scales. The increment of the
∆-variance function with respect to the ∆-variance of the pure
fBm reaches a maximum on a scale that is on the order of the
equivalent diameter of the injected structure. Figure 6 shows that
as the aspect ratio is reduced, the position of the point where the
deviation from the fBm is maximized in the ∆-variance func-
tion moves to larger spatial scales. If we approximate the surface
of the 2D Gaussian by the area that lies within [2σ1, 2σ2] (i.e.,
where most of the signal lies), the equivalent diameter is then
given by Deq ≈4 √σ1σ2. The measured positions of the points
of maximum deviation in the ∆-variance functions in Fig. 6 do
indeed confirm that the position of maximum deviation is well
approximated by Deq. A deviation from this value (by up to
≈30%) can be observed for smaller structures (i.e., in this case,
the most elongated) as they are less well resolved on the grid. Fig. 6. 2D Gaussian structures injected on top of an fBm image with β =
2.4. The 2D Gaussian functions have an aspect ratio ( f = σ1/σ2) that
is varied in the range [1–10], and all have a value of δc = 5 and a fixed
size of σ1 = 50 pixels. All maps are normalized to their mean value. 6.2. Fractal Brownian motion maps with additional structure A177, page 7 of 18 A177, page 7 of 18 A177, page 7 of 18 A&A 642, A177 (2020) Fig. 7. 2D Gaussian structures injected on top of an fBm image with
β = 2.4. The Gaussian functions have an aspect ratio f = 5, a value of
σ1 = 50 pixels, and a column density contrast between the peak of the
2D Gaussian and the mean value of the fBm, δc, that is varied between 1
and 5. All maps are normalized to their mean value. Bottom-right figure:
corresponding ∆-variance functions calculated for each case, and these
are compared to the ∆-variance function calculated for the underlying
fBm image
Fig. 8. One or several similar 2D Gaussian structures injected on top of
an fBm image with β = 2.4. The Gaussian functions have an aspect ratio
f = 5, a value σ1 = 50 pixels, and δc = 3. All maps are normalized to
their mean value. Bottom-right figure: corresponding ∆-variance func-
tions calculated for each case, and these are compared to the ∆-variance
function calculated for the underlying fBm image. Fig. 8. One or several similar 2D Gaussian structures injected on top of
an fBm image with β = 2.4. The Gaussian functions have an aspect ratio
f = 5, a value σ1 = 50 pixels, and δc = 3. All maps are normalized to
their mean value. Bottom-right figure: corresponding ∆-variance func-
tions calculated for each case, and these are compared to the ∆-variance
function calculated for the underlying fBm image. Fig. 8. One or several similar 2D Gaussian structures injected on top of
an fBm image with β = 2.4. The Gaussian functions have an aspect ratio
f = 5, a value σ1 = 50 pixels, and δc = 3. All maps are normalized to
their mean value. Bottom-right figure: corresponding ∆-variance func-
tions calculated for each case, and these are compared to the ∆-variance
function calculated for the underlying fBm image. Fig. 7. 2D Gaussian structures injected on top of an fBm image with
β = 2.4. The Gaussian functions have an aspect ratio f = 5, a value of
σ1 = 50 pixels, and a column density contrast between the peak of the
2D Gaussian and the mean value of the fBm, δc, that is varied between 1
and 5. All maps are normalized to their mean value. 6.2. Fractal Brownian motion maps with additional structure Bottom-right figure:
corresponding ∆-variance functions calculated for each case, and these
are compared to the ∆-variance function calculated for the underlying
fBm image. self-gravitating molecular clouds. However, the parameter space
can be very large, namely, models with or without gravity,
with various magnetic field strengths, and with various driving
schemes, Mach numbers, and turbulence driving scales. When
gravity is included, the extracted information will also unavoid-
ably depend on the time evolution of the simulated clouds. This
remains a valuable approach that has in fact been explored to
a certain extent (e.g., Ossenkopf et al. 2001; Ossenkopf 2002)
and deserves to be explored further with more refined models. In this work, we prefer to generate models whose parameters
can be easily controlled and for which we can easily understand
and disentangle the effects on the ∆-variance function. As in
Sect. 6.2, we superimposed 2D Gaussians on top of predefined
fBm images. However, instead of including individual structures
or structures that are set apart from each other, we now include
2D Gaussians with specific distribution functions that character-
ize their properties. The parameters we varied are the number
of 2D Gaussian structures, Ns, the distribution function of the
size of the major axis (dN/dL1), the distribution function of
the aspect ratios (dN/d f), and the distribution function of the
structures column density contrast (dN/dδc). Each structure is
assigned a randomly drawn orientation on the map, and the struc-
tures are allowed to overlap. Keeping in mind that clumps, cores, self-gravitating molecular clouds. However, the parameter space
can be very large, namely, models with or without gravity,
with various magnetic field strengths, and with various driving
schemes, Mach numbers, and turbulence driving scales. When
gravity is included, the extracted information will also unavoid-
ably depend on the time evolution of the simulated clouds. This
remains a valuable approach that has in fact been explored to
a certain extent (e.g., Ossenkopf et al. 2001; Ossenkopf 2002)
and deserves to be explored further with more refined models. In this work, we prefer to generate models whose parameters
can be easily controlled and for which we can easily understand
and disentangle the effects on the ∆-variance function. As in
Sect. 6.2, we superimposed 2D Gaussians on top of predefined
fBm images. 6.2. Fractal Brownian motion maps with additional structure However, instead of including individual structures
or structures that are set apart from each other, we now include
2D Gaussians with specific distribution functions that character-
ize their properties. The parameters we varied are the number
of 2D Gaussian structures, Ns, the distribution function of the
size of the major axis (dN/dL1), the distribution function of
the aspect ratios (dN/d f), and the distribution function of the
structures column density contrast (dN/dδc). Each structure is
assigned a randomly drawn orientation on the map, and the struc-
tures are allowed to overlap. Keeping in mind that clumps, cores, underlying fBm is maximized on scales that are on the order of
the equivalent diameter of the structure, Deq ≈4 √σ1σ2. Given the expression of the ∆-variance in Eq. (3), one thus
expects that the amplitude of the maximum deviation of σ2
∆in
the presence of structures from the σ2
∆of an fBm (defined here-
after as ∆(σ2
∆)max) and which occurs on spatial scales that are
equal to the equivalent diameter of the structures, to scale with
Aδ2
c, where A is the total area covered by the structures. We ver-
ify whether this scaling holds for all cases displayed in Figs. 6–9. We calculate the area as being A = Nsπ2σ1σ2, where Ns is the
number of structures present on the map. Figure 10 displays the
value of ∆(σ2
∆)max as a function of Aδ2
c. A linear scaling between
these quantities is found, even though we observe a small devi-
ation from linearity for smaller values of Aδ2
c. This is due to the
fact that when structures are small, there are larger uncertainties
associated with the determination of their surface. 6.2. Fractal Brownian motion maps with additional structure Bottom-right figure: corresponding ∆-variance functions calculated for
each case, and these are compared to the ∆-variance function of the
underlying fBm image. In Fig. 8, we investigate the effect of the surface area by
increasing the number of structures that are superimposed onto
the underlying fBm image. In this figure, one or several simi-
lar structures (all with δc = 3, f = 5, and σ1 = 50 pixels) are
superimposed onto the fBm images (all with 1000 × 1000 pixels
resolution and β = 2.4). The lower-right panel in Fig. 8 shows
that increasing the surface area of the injected structures has a
significant impact (i.e., linear with the number) on the increase
of the σ2
∆on spatial scales that are on the order of the size of the
structures. We also note an increase in the width of the excess
of the ∆-variance spectrum up to scales of 250 pixels (i.e., larger
than the sizes of the individual structures themselves) when there
are several structures. This is the direct signature of the 250 pixel
separation between the structures. We also explore the effect
of changing the size of the structure with respect to the image
size while fixing the aspect ratio and column density contrast. Figure 9 displays five realizations with f = 5, δc = 3 but where
σ1 is varied between 150 and 16.67 pixels. The ∆-variance func-
tions for these realizations are displayed in the lower-right panel
of Fig. 9. Here as well, the increment in σ2
∆with respect to the We explored the effect of varying the contrast between the
injected 2D Gaussian structure and the underlying fBm image. Figure 7 displays five realizations where the value of δc =
Npeak/ ⟨NfBm⟩is varied between 1 and 5. For all cases, the other
parameters are fixed to f = 5 and σ1 = 50 pixels. All images
have a resolution of 1000 × 1000 pixels, and the underlying fBm
has an exponent of β = 2.4. The lower-right panel in Fig. 7 dis-
plays the corresponding ∆-variance functions, which, here once
again, are compared to the ∆-variance of the fBm image. Figure 7
shows that higher contrasts (δc) between the self-similar fBm and
the injected structure lead to higher values of the σ2
∆on spatial
scales equal to Deq. 4 The Hi-GAL sources were extracted with CuTEx (Molinari et al.
2016), which is designed to identify relatively roundish sources. In prin-
ciple, during the detection step, it keeps only structures with both minor
and major axes ranging from 1 to 3 instrumental point spread functions.
Subsequently, starting from this initial guess, the 2D Gaussian fit that is
used to determine the flux as well as the final estimate of the two axes
has an additional tolerance to adjust itself on the source profile, so that
one can find one (or both) of the two axes shorter than 1 RMS or longer
than 3 RMS. Usually, no large differences are found between the two
axes, so that the ratio is never larger than ≈4. On the contrary, algo-
rithms used to extract sources from CO surveys, such as the one used
in Heyer et al. (2001) that is based on a friend-of-friend approach in
position-position-velocity space, do not have any constraint on source
size. If the CO emission is kinematically connected over an elongated
area, such a structure might be identified as a single source with a large
aspect ratio. 6.3. Toward more realistic configurations The Gaussian functions all have an aspect ratio f = 0.2, a col-
umn density contrast between the peak of the 2D Gaussian and the mean
value of the fBm, δc = 3, and a value of σ1 that is varied between 150
and 16.67 pixels. Bottom-right figure: corresponding ∆-variance func-
tions calculated for each case, and these are compared to the ∆-variance
function calculated for the underlying fBm image. Fig. 10. Maximum deviation of the ∆-variance function in the presence
of structures from that of a pure fBm as a function of the quantity Aδ2
c,
where A is the area covered by the discrete structure(s) and δc is the
column density contrast between the peak of the structure and the mean
value of the underlying fBm. The dashed line has a slope of one. roundish than the ones detected in molecular line observations4. The distribution functions in Fig. 11 are normalized and are thus
transformed into probability distribution functions. For the aspect ratio distributions of the Hi-GAL and FCRAO
HCS clouds and clumps, (dN/df)norm (Fig. 11, middle panel),
we find that these distributions are best approximated by the
following function: Fig. 9. 2D Gaussian structures injected on top of an fBm image with
β = 2.4. The Gaussian functions all have an aspect ratio f = 0.2, a col-
umn density contrast between the peak of the 2D Gaussian and the mean
value of the fBm, δc = 3, and a value of σ1 that is varied between 150
and 16.67 pixels. Bottom-right figure: corresponding ∆-variance func-
tions calculated for each case, and these are compared to the ∆-variance
function calculated for the underlying fBm image. log
dN
d f
! norm
= η f + Af . (9) (9) Fitting the distributions of aspect ratios for the Hi-GAL (for
f > 1) and HCS (for f > 2.5) clouds yields [η = −1.15 ±
0.04, Af = 0.75±0.13] and [η = −0.37±0.01, Af = 0.41±0.10],
respectively. The results of the corresponding fits are shown in
Fig. 11 (dashed red lines, middle panel). For any other chosen
value of η, the corresponding value of Af can be calculated by
requiring that
R fmax
fmin (dN/d f)norm d f = 1, and where fmin and fmax
are the lower and upper limits on f, respectively. 6.3. Toward more realistic configurations In
principle,
the
generation
of
realistic
column
density
maps could rely on numerical simulations of turbulent and A177, page 8 of 18 A177, page 8 of 18 S. Dib et al.: Characteristic scales in molecular clouds Fig. 9. 2D Gaussian structures injected on top of an fBm image with
β = 2.4. The Gaussian functions all have an aspect ratio f = 0.2, a col-
umn density contrast between the peak of the 2D Gaussian and the mean
value of the fBm, δc = 3, and a value of σ1 that is varied between 150
and 16.67 pixels. Bottom-right figure: corresponding ∆-variance func-
tions calculated for each case, and these are compared to the ∆-variance
function calculated for the underlying fBm image. Fig. 10. Maximum deviation of the ∆-variance function in the presence
of structures from that of a pure fBm as a function of the quantity Aδ2
c,
where A is the area covered by the discrete structure(s) and δc is the
column density contrast between the peak of the structure and the mean
value of the underlying fBm. The dashed line has a slope of one. roundish than the ones detected in molecular line observations4. The distribution functions in Fig. 11 are normalized and are thus
transformed into probability distribution functions. For the aspect ratio distributions of the Hi-GAL and FCRAO
HCS clouds and clumps, (dN/df)norm (Fig. 11, middle panel),
we find that these distributions are best approximated by the
following function:
log
dN
d f
! norm
= η f + Af . (9)
Fitting the distributions of aspect ratios for the Hi-GAL (for
f > 1) and HCS (for f > 2 5) clouds yields [η =
1 15 ± Fig. 10. Maximum deviation of the ∆-variance function in the presenc Fig. 10. Maximum deviation of the ∆-variance function in the presence
of structures from that of a pure fBm as a function of the quantity Aδ2
c,
where A is the area covered by the discrete structure(s) and δc is the
column density contrast between the peak of the structure and the mean
value of the underlying fBm. The dashed line has a slope of one. Fig. 9. 2D Gaussian structures injected on top of an fBm image with
β = 2.4. 6.3. Toward more realistic configurations In the same
vain, we fitted the normalized distribution function of the size of and filaments such as those found in the column density map
of Cygnus-X North may have a more complex internal struc-
ture than 2D Gaussian functions, we aim to understand which
combination of the parameters leads to ∆-variance functions that
are similar to that of the Cygnus-X North region. More broadly,
our aim is also to understand the sensitivity of the ∆-variance
to the choice of the distribution functions that characterize the
statistical properties of the structures. The distribution of sizes and aspect ratios of cores and
clumps in molecular clouds is likely to depend on the density
tracer as well as on the clump identification algorithm. To illus-
trate this, in Fig. 11 we compare the size (i.e., major axis; L1,
left panel) and aspect ratio (f, middle panel) distributions of
structures found in the Herschel infrared Galactic Plane survey
(Hi-GAL; Molinari et al. 2016; Elia et al. 2017) and in the Five
College Radio Astronomy Observatory (FCRAO) CO survey of
the outer Galaxy (HCS; Heyer et al. 1998; Dib et al. 2009). Struc-
tures in the Hi-GAL survey are extracted from 250 µm emission
maps (78 952 objects in total), whereas the HCS survey is based
on the (1–0) transition in 12CO molecular line observations,
in which 10 156 discrete structures were identified. The clouds
and clumps reported in the Hi-GAL survey are ostensibly more A177, page 9 of 18 A177, page 9 of 18 A&A 642, A177 (2020) Fig. 11. Fractional probability distribution functions of the size of the major axis (left) and aspect ratio of clouds (middle) found in the 250 µm
maps of the Hi-GAL survey (Molinari et al. 2016; Elia et al. 2017; full line) and in the 12CO FCRAO HCS survey (Heyer et al. 2001; Dib et al. 2009;
dashed line). The distribution of column density contrast is assumed to be a power law. The distributions of L1 and f are fitted with parameterized
functions. The values of the parameters of the fit are reported in the main text. Fig. 11. Fractional probability distribution functions of the size of the major axis (left) and aspect ratio of clouds (middle) found in the 250 µm
maps of the Hi-GAL survey (Molinari et al. 2016; Elia et al. 2017; full line) and in the 12CO FCRAO HCS survey (Heyer et al. 6.3. Toward more realistic configurations 2001; Dib et al. 2009;
dashed line). The distribution of column density contrast is assumed to be a power law. The distributions of L1 and f are fitted with parameterized
functions. The values of the parameters of the fit are reported in the main text. the major axis, (dN/dL1)norm. Here again, we find that the data is
best fitted with a function that is given by: self-gravitating structures will have, statistically, higher column
density contrasts at time goes by). As stated above, we would like to understand the sensitivity
of the ∆-variance spectrum in relation to the underlying distribu-
tion functions of the different parameters, and, as a by-product,
understand which particular set of parameters can help generate
a ∆-variance spectrum that resembles the one found in Cygnus-X
North. In principle, the parameter space is relatively large with
four free parameters to probe (Ns, η, ξ, and ψ), and even larger if
the lower and upper limits on f, L1, and δc are also varied. As
a first step, we explore below models of synthetic clouds whose
properties are inspired from the Hi-GAL and the HCS samples. In a second step, we expand this “forward modeling” approach
and present a broader parameter study where we vary, in a more
systematic fashion, the parameters of the distributions functions. log
dN
dL1
! norm
= ξ L1 + AL1. (10) (10) Using Eq. (10) the fit to the data of the Hi-GAL clouds for
values of L1 in the range 1.5 pc ≥L1 ≥5 pc and for the HCS
clouds using values of L1 in the range 4 pc ≥L1 ≥70 pc yields
values of the parameters ξ and AL1 of [ξ = −0.89 ± 0.02, AL1 =
0.50 ± 0.06] and [ξ = −0.04 ± 0.002, AL1 = −0.91 ± 0.09],
respectively. The fit functions are displayed with the dashed
red lines in Fig. 11 (left-hand panel). For any other value of ξ,
the corresponding values of AL1 can be obtained by requiring
that
R L1,max
L1,min (dN/dL1)norm dL1 = 1, where L1,min and L1,max are the
lower and upper limits on L1. 6.3. Toward more realistic configurations y
p
For any given choice of (Ns, η, ξ, ψ), and owing to the fact
that the orientations and positions of the injected structures are
random, it is important that, for each choice of the parameters,
a statistically significant number of realizations is performed
in order to capture the mean behavior and standard deviation
around the mean of the ∆-variance spectrum. We chose to
perform 25 realizations with any given set of the parameters. Fur-
thermore, and owing to computational limitations, we performed
the synthetic calculations on maps with 1000 × 1000 pixels,
whereas the map of Cygnus-X North has 5740 × 5740 pixels. We assigned the same physical size to each pixel in the synthetic
maps as in the observations (≈0.025 pc), and we matched the
mean AV in the synthetic maps to the mean AV of the Cygnus-X
North cloud. Because we are comparing the results from the syn-
thetic maps to the observations of the Cygnus-X North region,
all synthetic maps (i.e., both the reference fBm and the fBm
plus structures maps) were convolved with a beam similar to
that of the observations. The beam is represented by a Gaussian
function whose FWHM = 18.2′′. We compared the ∆-variance
spectra of the synthetic maps and the observations on scales that
are larger than the beam size, namely scales that are ≥0.15 pc. The distribution of column density contrasts of dense struc-
tures in nearby molecular clouds is not yet fully established. Recent work by Arzoumanian et al. (2019) derived the contrast
between the average column density on filament crests and their
local background for filaments detected in a number of nearby
molecular clouds. Roy et al. (2019) constructed the distribution
function of the contrast between filaments and their local back-
ground and found that it scales as dN/dlogδc
∝δ−1.5
c
for δc > 1. The exact scaling found in Arzoumanian et al. (2019) and Roy
et al. (2019) may not apply directly to our synthetic models since
we define the contrast as being the one between the peak column
density of the structure and the mean value over the entire map. 6.3. Toward more realistic configurations With this in mind, we parameterized the distribution of column
density contrasts as being a power law of the form: dN
dδc
= Acδ−ψ
c ,
(11) dN
dδc
= Acδ−ψ
c , (11) where Ac is a normalization coefficient that is given by
R δc,max
δc,min (dN/dδc) dδc = 1, and δc,min and δc,max are the lower and
upper limits on δc. We took δc,min = 1 in all cases and varied
δc,max between 3 and 10. This is consistent with the range of val-
ues found by Arzoumanian et al. (2019) for filaments and with
the range of column densities that are present in the high den-
sity tail of the N-PDF of the Cygnus-X North cloud. We chose
three values of ψ, of 2, 2.5, and 3, which, as an extrapolation
of the results presented in Arzoumanian et al. (2019), should
cover both variations due to differences in the clouds environ-
mental conditions and variations due to temporal evolution (i.e., 6.3.1. Hi-GAL- and HCS-like clumps The ∆-variance spectra for
the synthetic maps are compared to the spectrum of the under-
lying fBm (open diamonds) and to that of the Cygnus-X North
cloud (filled stars). As observed earlier in the case where individ-
ual structures are injected (in Sect. 6.2), the ∆-variance spectrum
in the presence of structures shows a departure from that of the
underlying fBm, and, in the case of an entire population of struc-
tures, the point of maximum departure from the underlying fBm
case corresponds to the characteristic scale of the ensemble of
structures that are injected onto the map. Figure 12 shows that
a better agreement is obtained for Ns = 300. We followed the
same procedure and generated structures similar to those found
in the HCS survey. Three examples of such maps with Ns = 50,
100, and 200 are displayed in Fig. 13 (top panel). The HCS-
like structures have a shallower spectrum of major axis sizes,
and the corresponding ∆-variance spectrum peaks at higher spa-
tial scales than their Hi-GAL-like counterparts (Fig. 13, bottom
panel). Figures 12 and 13 show that while the Hi-GAL-like
structures provide a better match to the observations of Cygnus-
X, neither of these two cloud samples fit the observations of
Cygnus-X North well. However, it is useful to compare these two
cases to Cygnus-X in order to highlight how structures with fun-
damentally different statistical properties impact the ∆-variance
spectrum. These cases also provide a starting point for a more
detailed exploration of the parameter space. the HCS survey are both larger and more elongated than struc-
tures detected in the Hi-GAL survey. The lower and upper limits
on the aspect ratios for the submm-like and CO-like clouds are
taken to be (fmin = 1, fmax = 4) and ( fmin = 3, fmax = 12), as
per the observational constraints (Fig. 11, middle panel). For the
lower limits on the major axis size, we extrapolated the major
axis size distributions for both the submm-like and CO-like
clouds down to the resolution limit such that L1,min = 0.025 pc5. For the upper limit on L1, we adopted a common value of
L1,max = 5 pc for both the Hi-GAL-like and HCS-like clouds. 6.3.1. Hi-GAL- and HCS-like clumps As illustrative examples, we first explored the resulting
∆-variance spectra corresponding to population of clumps and
cores similar to the ones found in the Hi-GAL (submm) and
HCS (CO) surveys. We recall that the values of ξ and η are
[−0.04, −0.37] and [−0.89,−1.15] for the Hi-GAL clouds and the
CO clouds, respectively, which implies that the CO structures in A177, page 10 of 18 S. Dib et al.: Characteristic scales in molecular clouds Fig. 12. Top: examples of 200 (left), 300 (middle), and 400 (right) 2D Gaussian structures injected on top of an fBm image with β = 2.4. The
Gaussian structures are randomly sampled using the distribution functions of the major axis size and aspect ratio distributions of the Hi-GAL
clumps. The column density contrasts are randomly sampled from a distribution with ψ = 2.5. All synthetic maps are convolved with a beam
whose FWHM = 18.2′′. Bottom: ∆-variance spectrum of the synthetic models for cases with Ns = 200 (left), Ns = 300 (middle), and Ns = 400
(right) injected structures. Each synthetic spectrum is the average over 25 realizations, and the full lines represent the 1σ dispersion around the
mean. The synthetic ∆-variance spectra are compared to those of the Cygnus-X North region and an fBm with β = 2.4. Fig. 12. Top: examples of 200 (left), 300 (middle), and 400 (right) 2D Gaussian structures injected on top of an fBm image with β = 2.4. The
Gaussian structures are randomly sampled using the distribution functions of the major axis size and aspect ratio distributions of the Hi-GAL
clumps. The column density contrasts are randomly sampled from a distribution with ψ = 2.5. All synthetic maps are convolved with a beam
whose FWHM = 18.2′′. Bottom: ∆-variance spectrum of the synthetic models for cases with Ns = 200 (left), Ns = 300 (middle), and Ns = 400
(right) injected structures. Each synthetic spectrum is the average over 25 realizations, and the full lines represent the 1σ dispersion around the
mean. The synthetic ∆-variance spectra are compared to those of the Cygnus-X North region and an fBm with β = 2.4. panel in Fig. 12 displays the corresponding ∆-variance spectra,
which are calculated, in each case, as the mean spectrum from
the 25 realizations (blue triangles). 5 In Cygnus-X North, the real lower limit on the sizes of the struc-
tures and the true shape of the size distribution are very uncertain in the
regime of small sizes. The choice of L1,min = 0.025 pc basically means
no lower limit (as it is the smallest resolved structure), while all other
higher values would be questionable. 6.3.1. Hi-GAL- and HCS-like clumps Adopting a larger value of L1,max (up to ≈70 pc) for the HCS-
like clouds would be excessive on the grounds that Cygnus-X
North does not contain any such large structures, and this is fur-
ther motivated by the fact that we are considering a region that is
5.74 smaller, in each direction, than the real map. In the absence
of additional information from the surveys, we imposed, in both
cases, a value of ψ = 2.5 and lower and upper bounds on δc of 1
and 3, respectively. The top panel in Fig. 12 displays three examples of the
Hi-GAL-like maps generated with Ns = 200 (left), 300 (mid-
dle), and 400 structures (right) out of a total of 25 realizations
performed for each case. The size of the major axis, aspect ratio,
and column density contrast for each individual structure are ran-
domly sampled from the corresponding distribution functions,
and the structures are assigned random positions and orientations
and overlaid on top of an fBm image with β = 2.4. The bottom 6.3.2. Parameter study Furthermore, we fixed here the lower and upper bounds of the
structures sizes (i.e., size of the major axis) to L1,min = 0.025 pc
and L1,max = 5 pc, respectively. The lower and upper bounds on
the aspect ratios are fixed in all cases to the values of fmin = 3
and fmax = 12, and the lower and upper limits on the column den-
sity contrasts are δc,min = 1 and δc,max = 3. Examples of maps
generated with each permutation of these parameters are dis-
played in Fig. 14. The ∆-variance spectra for all of these cases
are displayed in Fig. 15. Here again, we performed 25 real-
izations with each set of parameters and computed the mean
value and standard deviation on each spatial scale. What Fig. 15
reveals is that the ∆-variance spectrum is more sensitive to
the shape of the distribution of the major axis sizes, character-
ized here by the parameter ξ, than to the distribution of aspect
ratios (parameter η). Shallower distributions of the major axis
(ξ = −0.2) lead to an over abundance of larger structures on
the map and to a noticeable mismatch of the ∆-variance for
those cases with the ∆-variance spectrum of the Cygnus-X North
region, irrespective of the value of η. In contrast, steeper dis-
tribution functions of the major axis (e.g., ξ = −0.8) lead to
significantly less variance than what is observed in Cygnus-
X North on scales ≳0.2 pc. For intermediate values of ξ in
the range [−0.6,−0.4], there is a good agreement between the
∆-variance spectrum of the synthetic models and the spectrum of Cygnus-X North. Models with ξ = −0.4 present the best fit,
but one can reasonably argue that cases with ξ = −0.6 could
still be considered a good fit to the data if higher values of Ns
were employed. From the grid of models shown in Fig. 15, the
case with ξ = −0.4 and η = −0.35 represents the best fit to the
observations. This corresponds to a mean value of the size of the
major axis of ¯L1 =
R 5
0.025 (dN/dL1) L1dL1/
R 5
0.025 (dN/dL1) dL1 ≈
1.05 pc and to a mean value of the aspect ratio of
¯f =
R 12
3
(dN/d f) fdf/
R 12
3
(dN/df) df ≈4.23. 6.3.2. Parameter study In this section, we perform a broader parameter study and inves-
tigate how the ∆-variance spectrum is affected by variations in A177, page 11 of 18 A177, page 11 of 18 A&A 642, A177 (2020) Fig. 13. Top: examples of 50 (left), 100 (middle), and 200 (right) 2D Gaussian structures injected on top of an fBm image with β = 2.4. The
Gaussian structures are randomly sampled using the distribution functions of the major axis size and aspect ratio distributions of the HCS clouds. The column density contrasts are randomly sampled from a distribution with ψ = 2.5. All synthetic maps are convolved with a beam whose
FWHM = 18.2′′. Bottom: ∆-variance spectrum of the synthetic models for cases with Ns = 50 (left), Ns = 100 (middle), and Ns = 200 (right)
injected structures. Each synthetic ∆-variance spectrum is the average over 25 realizations and the full lines represent the 1σ dispersion around the
mean. The synthetic ∆-variance spectra are compared to those of the Cygnus-X North region and an fBm with β = 2.4. Fig. 13. Top: examples of 50 (left), 100 (middle), and 200 (right) 2D Gaussian structures injected on top of an fBm image with β = 2.4. The
Gaussian structures are randomly sampled using the distribution functions of the major axis size and aspect ratio distributions of the HCS clouds. The column density contrasts are randomly sampled from a distribution with ψ = 2.5. All synthetic maps are convolved with a beam whose
FWHM = 18.2′′. Bottom: ∆-variance spectrum of the synthetic models for cases with Ns = 50 (left), Ns = 100 (middle), and Ns = 200 (right)
injected structures. Each synthetic ∆-variance spectrum is the average over 25 realizations and the full lines represent the 1σ dispersion around the
mean. The synthetic ∆-variance spectra are compared to those of the Cygnus-X North region and an fBm with β = 2.4. the distribution functions of the structure sizes, aspect ratios,
and column density contrasts. It is nearly impossible to cover
the entire parameter space for the four parameters (Ns, η, ξ, ψ). We therefore fixed Ns = 300, and adopted, in the first instance,
a value of ψ = 2.5. We varied the shapes of the major axis
and aspect ratio distribution functions and considered values
of ξ = [−0.8, −0.6, −0.4, −0.2] and η = [−1.15, −0.75, −0.35]. 6.3.2. Parameter study This implies a mean
value of the minor axis ¯L2 = 0.25 pc, and, taking σ1 = L1/3
and σ2 = L2/3, this yields a value of the effective size Deff=
4 √σ1σ2 ≈0.70 pc, which is very close to the mid position of
the plateau in the ∆-variance spectrum of the Cygnus-X North
cloud. the distribution functions of the structure sizes, aspect ratios,
and column density contrasts. It is nearly impossible to cover
the entire parameter space for the four parameters (Ns, η, ξ, ψ). We therefore fixed Ns = 300, and adopted, in the first instance,
a value of ψ = 2.5. We varied the shapes of the major axis
and aspect ratio distribution functions and considered values
of ξ = [−0.8, −0.6, −0.4, −0.2] and η = [−1.15, −0.75, −0.35]. Furthermore, we fixed here the lower and upper bounds of the
structures sizes (i.e., size of the major axis) to L1,min = 0.025 pc
and L1,max = 5 pc, respectively. The lower and upper bounds on
the aspect ratios are fixed in all cases to the values of fmin = 3
and fmax = 12, and the lower and upper limits on the column den-
sity contrasts are δc,min = 1 and δc,max = 3. Examples of maps
generated with each permutation of these parameters are dis-
played in Fig. 14. The ∆-variance spectra for all of these cases
are displayed in Fig. 15. Here again, we performed 25 real-
izations with each set of parameters and computed the mean
value and standard deviation on each spatial scale. What Fig. 15
reveals is that the ∆-variance spectrum is more sensitive to
the shape of the distribution of the major axis sizes, character-
ized here by the parameter ξ, than to the distribution of aspect
ratios (parameter η). Shallower distributions of the major axis
(ξ = −0.2) lead to an over abundance of larger structures on
the map and to a noticeable mismatch of the ∆-variance for
those cases with the ∆-variance spectrum of the Cygnus-X North
region, irrespective of the value of η. In contrast, steeper dis-
tribution functions of the major axis (e.g., ξ = −0.8) lead to
significantly less variance than what is observed in Cygnus-
X North on scales ≳0.2 pc. 6.3.2. Parameter study All models shown here share the same values of δc = 2.5, (L1,min = 0.025 pc, L1,max = 5 pc), (fmin = 3, fmax = 12),
and (δc,min = 1, δc,max = 3). All synthetic maps are convolved with a beam whose FWHM = 18.2′′. In summary, we are able to show that it is possible to repro-
duce ∆-variance spectra that resemble that of the Cygnus-X
North region under reasonable assumptions of the size distri-
butions of structures, their aspect ratios, and column density
contrasts. Broadly speaking, reproducing the ∆-variance spec-
trum of the Cygnus-X North region requires a size distribution
that is steeper than the size distribution of structures detected in
CO surveys, such as the HCS survey, and shallower than the one
inferred from the Hi-GAL submm survey. We also show that the
observations are best fitted when structures are allowed to have
aspect ratios that are predominantly ≳3. bottom panel) show that the existence of more roundish struc-
tures (i.e., larger structures for the same major axis size) results
in ∆-variance spectra that peak at higher spatial scales, and those
cases present a poor fit to the observations of Cygnus-X North. We now explore the effect of varying the distribution func-
tion of the column density contrast. In addition to the fiducial
case with ψ = 2.5, we constructed synthetic maps with ψ = 2
and ψ = 3. We also generated additional maps in which the
value of ψ is fixed to 2.5 and varied the values of the lower and
upper limits on the column density contrast, δc. We considered
cases with (δc,min = 1, δc,max = 3; fiducial case shown earlier) and
cases with (δc,min = 1, δc,max = 5) and (δc,min = 1, δc,max = 10). The remaining parameters were fixed to their fiducial values,
namely ξ = −0.4, η = −0.35, (L1,min = 0.025 pc, L1,max = 5 pc),
and ( fmin = 3, fmax = 12). Figure 18 (top panel) displays selected
realizations of maps generated with various values of ψ, and
Fig. 19 (top panel) displays examples of maps generated with
different values of δc,max and with a fixed value of ψ = 2.5. The
∆-variance spectra for various cases of ψ are shown in Fig. 18
(bottom panel) and are always calculated as being the mean val-
ues from 25 realizations. 6.3.2. Parameter study For intermediate values of ξ in
the range [−0.6,−0.4], there is a good agreement between the
∆-variance spectrum of the synthetic models and the spectrum Figure 16 shows the individual ∆-variance spectra for the
25 individual realizations (i.e., gray lines) when structures are
randomly drawn from the distribution functions with the best fit-
ting set of parameters, namely Ns = 300, ξ = −0.4, η = −0.35,
and ψ = 2.5. We adopted these values of Ns, ξ, and η and further
investigated the effect of the remaining parameters. In order to further explore the effect of the aspect ratio, f,
we performed additional tests in which we varied its lower and
upper bounds. In addition to the fiducial case in which fmin = 3
and fmax = 12, we considered models with ( fmin = 1, fmax = 6)
and ( fmin = 1, fmax = 12). All other parameters were fixed to
those of the best fitting model in Fig. 15, namely ξ = −0.4,
η = −0.35, ψ = 2.5, and (L1,min = 0.025 pc, L1,max = 5 pc),
(δc,min = 1, δc,max = 3). Figure 17 (top panel) displays exam-
ples of the maps for each one of the considered cases. The
calculations of the ∆-variance spectra in those cases (Fig. 17, A177, page 12 of 18 S. Dib et al.: Characteristic scales in molecular clouds Fig. 14. Examples of synthetic maps generated by overlaying structures (2D Gaussians, Ns = 300) on top of an fBm image with β = 2.4. The
properties of the structures are randomly sampled from distribution functions of the aspect ratio (Eq. (9)), size of the major axis (Eq. (10)), and
column density contrast (Eq. (11)). All models shown here share the same values of δc = 2.5, (L1,min = 0.025 pc, L1,max = 5 pc), (fmin = 3, fmax = 12),
and (δc,min = 1, δc,max = 3). All synthetic maps are convolved with a beam whose FWHM = 18.2′′. Fig. 14. Examples of synthetic maps generated by overlaying structures (2D Gaussians, Ns = 300) on top of an fBm image with β = 2.4. The
properties of the structures are randomly sampled from distribution functions of the aspect ratio (Eq. (9)), size of the major axis (Eq. (10)), and
column density contrast (Eq. (11)). 6.3.2. Parameter study Overall, the ∆-variance spectrum is less
impacted by variations in ψ, even though values of ψ ≥2.5 lead
to a better agreement with the observations. On the other hand,
allowing for higher values of the maximum column density con-
trast, δc,max, has an impact on the amplitude of the deviation from
the ∆-variance of the underlying fBm, but it has no effect on
the position of the point of maximum deviation (Fig. 19, bottom
panel), in agreement with our findings in Sect. 6.2. We find that
a value of δc,max = 3 fits the observations better. 6.3.3. Contribution of compact sources to the ∆-variance
plateau in Cygnus-X We also generated other models with different
values of the fBm exponent, in the range β = [2, 3] (figures not
shown for redundancy). The ∆-variance spectrum of the mod-
els (i.e., Fig. 20) exhibits a peak at ≈0.6−0.8 pc, which is at
the lower end of the plateau found in the observations. However,
there is no agreement between the models and the observations,
neither in terms of the width of the ∆-variance spectrum nor its
amplitude. What Fig. 20 reveals is that the compact sources taken
alone, despite having an important contribution to the signal at
≈0.6−0.8 pc, cannot explain the full extent of the plateau that
is observed in the ∆-variance spectrum of Cygnus-X North; it
further reveals that there is a need to consider a distribution of
structures that includes both larger and more elongated objects in
order to explain the observations. A broader distribution of sizes
is required in order to reproduce the broad ∆-variance spectrum
in Cygnus-X North as well as to adjust the amplitude of the spec-
trum to the observed values since more extended structures can
provide the intermediate column densities between the compact
sources and the underlying fBm structure. of the background emission, thanks to a recently developed
minimization, to interpolate an empty space (the footprint of a
detected source) in a 2D map. Applying this code to the map of
Cygnus-X North, we were able to detect a total of 1242 com-
pact sources. The mean values of σ1 and aspect ratio (f) for
this sample of compact sources are 0.23 pc and 1.32, respec-
tively. This implies a mean effective size for the compact sources
of Deff= 4 √σ1σ2 ≈0.82 pc, which corresponds, roughly, to
where the ∆-variance of Cygnus has its peak. Because the syn-
thetic maps we are using have 1000 × 1000 pixels and are thus
≈33 times smaller than the map of Cygnus-X North, we injected
a total of (1242/33) ≈38 compact sources onto each synthetic
map. Unlike synthetic maps generated earlier, only the underly-
ing fBm is convolved with the Gaussian beam since the compact
sources extracted from the Cygnus-X North map are already
affected by beam smearing. 6.3.3. Contribution of compact sources to the ∆-variance
plateau in Cygnus-X In this section, we examine the contribution of compact sources
to the observed plateau in the ∆-variance spectrum of Cygnus-
X North. In the previous section, we generated populations of
structures whose properties were sampled from parameterized
distribution functions and overlaid these structures on an fBm
image. Here, we follow a different approach and extract the com-
pact sources from the map of Cygnus-X North before reinjecting
them onto the fBm image. To this purpose, we used a newly
developed clump finding algorithm. The details of the code
will be presented in a forthcoming paper (Bontemps et al., in
prep.). Here we simply summarize its basic concepts. This code
uses second-order spatial derivatives in order to recognize high
curvature peaks where 2D Gaussian fits are applied, after sub-
tracting a local background. It uses an improved determination A177, page 13 of 18 A177, page 13 of 18 A&A 642, A177 (2020) 15. ∆-variance spectra related to the models presented in Fig. 14. Each synthetic spectrum (blue triangles) is the average over 25 realizat
he maps with the same set of parameters. In all models, Ns = 300 and ψ = 2.5. The full line is the 1σ dispersion around the mean. The synth
ariance spectra are compared to that of the Cygnus-X North region and that of an fBm image with β = 2.4. In the grid of models, the best fi
data of Cygnus North is for the case with ξ = −0.4 and η = −0.35. Fig. 15. ∆-variance spectra related to the models presented in Fig. 14. Each synthetic spectrum (blue triangles) is the average over 25 realizations
of the maps with the same set of parameters. In all models, Ns = 300 and ψ = 2.5. The full line is the 1σ dispersion around the mean. The synthetic
∆-variance spectra are compared to that of the Cygnus-X North region and that of an fBm image with β = 2.4. In the grid of models, the best fit to
the data of Cygnus North is for the case with ξ = −0.4 and η = −0.35. using this approach, and the mean ∆-variance spectrum calcu-
lated from the 50 realizations is shown in the right-hand panel
of Fig. 20. The exponent of the fBm in this case is also taken
to be β = 2.4. A177, page 14 of 18 8. Conclusions The present study relies on the comparison of observations
with synthetic maps that are generated using 2D fBm images
with superimposed structures. As stated above, the structures
are injected at random positions and are not necessarily asso-
ciated with existing higher column density regions in the fBm
images. Additionally, the random position and orientation that
are assigned to each structure imply that the structures are
not spatially correlated, and this may affect the signal on spa-
tial scales on the order of the structures’ effective separation. Furthermore, fBm images, albeit a good proxy for self-similar
structures, are known to differ from real molecular clouds in
terms of their multifractal nature, or, more specifically, their lack
thereof (e.g., see details in Elia et al. 2018). There is, however,
no reason to believe that any of these assumptions or simplifi-
cations are critical to the analysis. Our results demonstrate that
the ∆-variance spectrum of a complex region such as Cygnus-X
North can be reproduced reasonably well using realistic distri-
bution functions of the characteristics of these structures (size,
contrast, aspect ratio). Nonetheless, it is important to stress that
a more physical model is still needed in order to tie the existence
of these structures to the physical conditions that prevail in the
gas and to the initial conditions of the gas when the molecular
cloud has started to assemble. While some refinements can be
made to the empirical models presented in this work, it is prob-
ably safe to state that numerical models that incorporate most or
all of the necessary physics – and that preferably simulate galac-
tic scales larger than the clouds themselves while resolving the
internal structure of the clouds – constitute the next step for com-
paring models to the observations. Complex features, such as
striations that are observed in molecular clouds (e.g., Heyer et al. 2016; Tritsis et al. 2018), can naturally emerge self-consistently
in numerical models and are harder to implement in empirical
models. The internal structure of molecular clouds holds important clues
regarding the physical processes that lead to their formation and
their subsequent dynamical evolution. 6.3.3. Contribution of compact sources to the ∆-variance
plateau in Cygnus-X We generated 50 synthetic maps such that each core is statis-
tically selected at least once and, for each map, the 38 structures
that are injected are randomly sampled from the list of structures
that are extracted from the observational map and are assigned
random positions and orientations on the map. Figure 20 (left-
hand panel) displays one of the realizations of the synthetic maps A177, page 14 of 18 S. Dib et al.: Characteristic scales in molecular clouds S. Dib et al.: Characteristic scales in molecular clouds by a factor of two in order to match the resolution of the 250 µm
maps. This was done using the method detailed in Palmeirim
et al. (2013). This approach has the advantage of increasing the
dynamical range of the maps, but it may have introduced addi-
tional signal on small scales; this, in turn, may have contributed
to worsening the agreement between the synthetic models and
the observations of Cygnus-X on these scales. While revisiting
this correction is well beyond the scope of this paper, this effect
is possibly what is causing the ∆-variance spectrum in Cygnus-
X North to fall less sharply at smaller spatial scales than what
is expected from the effects of beam smearing (i.e., the slope
of the ∆-variance spectrum in the first bin is shallower than the
slope in the second bin of the spectrum). Another possible issue
relates to the existence of an underlying self-similar regime in
Cygnus-X. The simple experiments presented in Figs. 6–9 when
a single (or a few similar) structure(s) is (are) superimposed onto
the fBm image show that the self-similarity in the ∆-variance
spectrum is preserved on scales that are either smaller or larger
than the effective diameter of the structure(s). In the case of mul-
tiple structures with different sizes, contrasts, and elongations,
the underlying self-similarity is perturbed on a larger range of
spatial scales. Thus, the identification of a self-similar regime in
Cygnus-X North, if it exists, would in principle require higher
resolution observations in order to probe the shape of the ∆-
variance at smaller spatial scales and/or a larger map, possibly
connecting to the H I gas at the outer edges of the cloud in order
to probe the shape of the spectrum at larger spatial scales. Fig. 16. 6.3.3. Contribution of compact sources to the ∆-variance
plateau in Cygnus-X Same as the figure with ξ = −0.4, η = −0.35, ψ = 2.5, and
Ns = 300 displayed in Fig. 15 but additionally showing the ∆-variance
spectra of individual realizations with this set of parameters. Fig. 16. Same as the figure with ξ = −0.4, η = −0.35, ψ = 2.5, and
Ns = 300 displayed in Fig. 15 but additionally showing the ∆-variance
spectra of individual realizations with this set of parameters. 8. Conclusions While the overall mor-
phology of a molecular cloud can be linked to its star formation
activity (Dib & Henning 2019) and thus provide hints about the
cloud’s assembly mechanism, the internal structure of the cloud
also holds important information about the fragmentation pro-
cess and the competition between different physical processes
that redistribute matter within the cloud. Using the ∆-variance
spectrum, we have characterized the structure of the Cygnus-X
North and Polaris Flare molecular clouds. These two clouds rep-
resent two extremes in terms of their star formation activity in the
Milky Way. In Polaris, the structure of the cloud as revealed by
the ∆-variance is self-similar over more than one order of mag-
nitude in spatial scales. In contrast, the ∆-variance spectrum of
Cygnus-X North exhibits an excess (compared to Polaris) and a
plateau in the range of physical scales of ≈0.5−1.2 pc. The depar-
ture from self-similarity in a region such as Cygnus-X North is
due to the existence of over-dense structures, including compact
sources (i.e., hubs and ridges), and more elongated clumps and
filaments. In such a region, these structures may arise as a result
of large-scale compressions (i.e., converging flows) before being
dominated by their own self-gravity. They are also likely to be
affected by the mechanical and radiative feedback from massive
stars that form in the cloud. In order to explain the observations of Cygnus-X North, we
built synthetic maps in which we overlaid a population of dis-
crete structures (i.e., 2D Gaussians) on top of an fBm image. The properties of these structures, such as their major axis sizes,
aspect ratios, and column density contrasts, are randomly drawn
from parameterized probability distribution functions of these
quantities. We show that the inclusion of discrete structures “on
top” of a self-similar image increases the ∆-variance, and this
increment has its maximum on spatial scales that are equal to On the observational side, we recall that the Herschel maps
presented in this work have been resampled to a higher resolution A177, page 15 of 18 A177, page 15 of 18 A&A 642, A177 (2020) A&A 642, A177 (2020)
Fig. 17. Top: examples of 2D Gaussian structures injected on top of an fBm image with β = 2.4. The maps only differ in the values of the lower and
upper bounds of the aspect ratios, fmin and fmax, respectively. 8. Conclusions All other parameters have the same values (see text for details). All synthetic maps
are convolved with a beam whose FWHM = 18.2′′. Bottom: ∆-variance spectrum of the synthetic models for the three cases with the considered
sets of fmin and fmax. Each synthetic spectrum is the average over 25 realizations, and the full lines represent the 1σ dispersion around the mean. The synthetic ∆-variance spectra are compared to that of the Cygnus-X North region and to that of an fBm image with β = 2.4. A&A 642, A177 (2020) Fig. 17. Top: examples of 2D Gaussian structures injected on top of an fBm image with β = 2.4. The maps only differ in the values of the lower and
upper bounds of the aspect ratios, fmin and fmax, respectively. All other parameters have the same values (see text for details). All synthetic maps
are convolved with a beam whose FWHM = 18.2′′. Bottom: ∆-variance spectrum of the synthetic models for the three cases with the considered
sets of fmin and fmax. Each synthetic spectrum is the average over 25 realizations, and the full lines represent the 1σ dispersion around the mean. The synthetic ∆-variance spectra are compared to that of the Cygnus-X North region and to that of an fBm image with β = 2.4. Fig. 18. Top: examples of 2D Gaussian structures injected on top of an fBm image with β = 2.4. The maps only differ in the values of the exponent
ψ. All other parameters have the same values (see text for details). All synthetic maps are convolved with a beam whose FWHM = 18.2′′. Bottom:
∆-variance spectrum spectra of the synthetic models for the three cases with ψ = 2, 2.5, and 3. Each synthetic spectrum is the average over 25
realizations, and the full lines represent the 1σ dispersion around the mean. The synthetic ∆-variance spectra are compared to that of the Cygnus-X
North region and that of an fBm image with β = 2.4. Fig. 18. Top: examples of 2D Gaussian structures injected on top of an fBm image with β = 2.4. The maps only differ in the values of the exponent
ψ. All other parameters have the same values (see text for details). All synthetic maps are convolved with a beam whose FWHM = 18.2′′. 8. Conclusions Bottom:
∆-variance spectrum spectra of the synthetic models for the three cases with ψ = 2, 2.5, and 3. Each synthetic spectrum is the average over 25
realizations, and the full lines represent the 1σ dispersion around the mean. The synthetic ∆-variance spectra are compared to that of the Cygnus-X
North region and that of an fBm image with β = 2.4. A177, page 16 of 18 S. Dib et al.: Characteristic scales in molecular clouds Fig. 19. Top: examples of 2D Gaussian structures injected on top of an fBm image with β = 2.4. The maps only differ in the values of the lower
and upper bounds of column density contrast δc,min and δc,max, respectively. All other parameters have the same values (see text for details). All
synthetic maps are convolved with a beam whose FWHM = 18.2′′. Bottom: ∆-variance spectra of the synthetic models for the three cases with the
considered sets of δc,min and δc,max. Each synthetic spectrum is the average over 25 realizations, and the full lines represent the 1σ dispersion around
the mean. The synthetic ∆-variance spectra are compared to that of the Cygnus-X North region and to that of an fBm image with β = 2.4. Fig. 19. Top: examples of 2D Gaussian structures injected on top of an fBm image with β = 2.4. The maps only differ in the values of the lower
and upper bounds of column density contrast δc,min and δc,max, respectively. All other parameters have the same values (see text for details). All
synthetic maps are convolved with a beam whose FWHM = 18.2′′. Bottom: ∆-variance spectra of the synthetic models for the three cases with the
considered sets of δc,min and δc,max. Each synthetic spectrum is the average over 25 realizations, and the full lines represent the 1σ dispersion around
the mean. The synthetic ∆-variance spectra are compared to that of the Cygnus-X North region and to that of an fBm image with β = 2.4. Fig. 20. Left: synthetic column density map generated by reinjecting the
compact source extracted from the Cygnus-X North map on top of an
fBm image (convolved with a beam with FWHM = 18.2′′) with β = 2.4. Right: ∆-variance spectrum of the synthetic models using this approach. The ∆-variance spectrum of the models is the average over 50 realiza-
tions, and the full lines represent the 1σ dispersion around the mean. Acknowledgements. We thank the referee for a careful reading of the paper
and for useful suggestions. We would also like to thank Shantanu Basu, Bruce
Elmegreen, Jan Palouš, João Alves, Nanda Kumar, and Alessio Traficante for
their feedback and useful discussions on an early version of the paper. S.D., 8. Conclusions The synthetic ∆-variance spectra are compared to that of the Cygnus-X
North region and to the case of an fBm image with β = 2.4. not only due to the existence of compact sources, but is a signa-
ture of the whole population of structures that exist in the cloud,
including more extended and more elongated structures such as
ridges and hubs. Such structures are required in order to broaden
the peak of the ∆-variance spectrum and also because they pro-
vide the required intermediate column densities that reduce the
contrast between the compact sources and the potentially under-
lying fBm, bringing the amplitude of the ∆-variance in line with
the observations. At present, it is relatively difficult to ascertain
which physical process leads to the formation of structures with
scales in the range 0.5−1.2 pc. While gravity is the suspected
culprit because its effect can precede from an evolutionary point
of view over those of stellar feedback, an analysis of the pil-
lars and globules in the Cygnus OB2 association has shown that
these structures have typical sizes of ≈0.6 pc (Schneider et al. 2016a). This indicates that feedback may be responsible, at least
partially, for generating the peak in the ∆-variance spectrum that
is observed in the entire Cygnus-X North region. Further work
should shed more light on the possible correlation between the
shape of the ∆-variance spectrum and star formation activity,
such as the surface density of star formation and the intensity of
the radiation field in different parts of the cloud. Independently,
the application of the ∆-variance method to numerical simula-
tions of self-gravitation clouds with and without feedback effects
will also help explain the dominant physical processes that can
generate a structure similar to the one observed in the Cygnus-X
North molecular cloud. Fig. 20. Left: synthetic column density map generated by reinjecting the
compact source extracted from the Cygnus-X North map on top of an
fBm image (convolved with a beam with FWHM = 18.2′′) with β = 2.4. Right: ∆-variance spectrum of the synthetic models using this approach. The ∆-variance spectrum of the models is the average over 50 realiza-
tions, and the full lines represent the 1σ dispersion around the mean. The synthetic ∆-variance spectra are compared to that of the Cygnus-X
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English
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Poly[di-μ<sub>3</sub>-chlorido-di-μ<sub>2</sub>-chlorido-{μ<sub>4</sub>-<i>N</i>,<i>N</i>,<i>N</i>′,<i>N</i>′-tetrakis[(diphenylphosphanyl)methyl]benzene-1,4-diamine-κ<sup>4</sup><i>P</i>:<i>P</i>′:<i>P</i>′′:<i>P</i>′′′}tetracopper(II)]
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Acta crystallographica. Section E
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Related literature For the structures and properties of CuI complexes containing
polyphosphine ligands, see: Li et al. (2009); Kohl et al. (2006);
Wang et al. (2008); Hou et al.(2011); Ni et al. (2011). For the
synthesis of Cu(I) complexes with diphosphine ligands, see:
Saravanabharathi et al. (2002); Sivasankar et al. (2004). Supplementary data and figures for this paper are available from the
IUCr electronic archives (Reference: ZQ2150). Table 1 In the title complex, [Cu4Cl4(C58H52N2P4)]n, four CuII atoms
are held together via two doubly bridging and two triply
bridging chlorides, forming a stair-like Cu4Cl4 core having
crystallographically imposed inversion symmetry, while the
benzene-1,4-diamine ligand (with a crystallographic inversion
center at the centroid) acts in a tetradentate coordination
mode, bridging two adjacent Cu4Cl4 cores, resulting in a chain
along the a-axis direction. One Cu atom has a distorted
tetrahedral geometry, coordinated by one P atom, one 2-Cl
and two 3-Cl atoms, while the second Cu atom adopts a
trigonal geometry, coordinated by one P atom, one 2-Cl and
one 3-Cl atoms. Data collection: SMART (Bruker, 1998); cell refinement: SAINT
(Bruker, 1998); data reduction: SAINT; 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. This work was supported by the Key Program of Xihua
University (E0913305, E0913307). metal-organic compounds metal-organic compounds metal-organic compounds Experimental
Crystal data
[Cu4Cl4(C58H52N2P4)]
Mr = 1296.86
Monoclinic, P21=c
a = 10.298 (7) A˚
b = 17.649 (12) A˚
c = 18.009 (9) A˚
= 123.94 (3)
V = 2715 (3) A˚ 3
Z = 2
Mo K radiation
= 1.90 mm1
T = 296 K
0.20 0.15 0.13 mm
Data collection
Bruker SMART CCD area-detector
diffractometer
Absorption correction: multi-scan
(SADABS; Bruker, 1998)
Tmin = 0.852, Tmax = 1.000
15819 measured reflections
5333 independent reflections
3089 reflections with I > 2(I)
Rint = 0.085
Refinement
R[F 2 > 2(F 2)] = 0.054
wR(F 2) = 0.143
S = 0.94
5333 reflections
325 parameters
H-atom parameters constrained
max = 0.70 e A˚ 3
min = 0.62 e A˚ 3 Acta Crystallographica Section E
Structure Reports
Online
ISSN 1600-5368 Acta Crystallographica Section E
Structure Reports
Online
ISSN 1600-5368 Supplementary data and figures for this paper are available from the
IUCr electronic archives (Reference: ZQ2150). Poly[di-l3-chlorido-di-l2-chlorido-{l4-
N,N,N000,N000-tetrakis[(diphenylphosphan-
yl)methyl]benzene-1,4-diamine-
j4P:P000:P000000:P000000000}tetracopper(II)] Received 12 January 2012; accepted 12 March 2012 Key indicators: single-crystal X-ray study; T = 296 K; mean (C–C) = 0.009 A˚;
R factor = 0.054; wR factor = 0.143; data-to-parameter ratio = 16.4. Table 1
Selected bond lengths (A˚ ). Cu1—P1
2.1998 (19)
Cu1—Cl2
2.3975 (19)
Cu1—Cl1
2.4140 (17)
Cu1—Cl1i
2.565 (2)
Cu2—P2ii
2.188 (2)
Cu2—Cl2
2.3062 (18)
Cu2—Cl1
2.3255 (18)
Symmetry codes: (i) x 1; y; z þ 1; (ii) x; y; z þ 1. Comment Recently, CuI complexes containing multiphosphine ligands have received much attention so far due to their special
structures, novel reactivity, as well as catalytic and luminescent properties (Kohl et al., 2006; Wang et al., 2008; Hou et
al., 2011; Ni et al., 2011). However, synthesis of CuI complexes with tetraphosphine ligands have been virtually not
explored, though a great number of Cu(I) complexes with diphosphines were reported (Saravanabharathi et al., 2002;
Sivasankar et al., 2004; Li et al., 2009). Herein, we report the synthesis and crystal structure of a new CuI complex with
the tetrakis[(diphenylphosphanyl)methyl]benzene-1,4-diamine ligand (dpppda), the title complex [Cu4Cl4(dpppda)]n. The asymmetric unit of the title complex, [Cu2Cl2(C29H26NP2)]n, contains two copper ions, two chlorine atoms and one
half of the N,N,N′,N′-tetrakis[(diphenylphosphanyl)methyl]benzene-1,4-diamine ligand (dpppda). Four copper atoms are
held together via two doubly bridging and two triply-bridging chlorides to form a stair-like Cu4Cl4 core having a
crystallographically imposed centrosymmetry, while the N,N,N′,N′-tetrakis[(diphenylphosphanyl)methyl]benzene-1,4-di-
amine ligand (with a crystallographic inversion center at the midpoint of the central phenyl ring) acts as a tetradentate
coordination mode to bridge two adjacent Cu4Cl4 cores resulting in a one-dimentional chain. The structure of the title
complex is anologous to the reported complex [Cu4I4(dpppda)] (Li et al., 2009). Cu1 has a distorted tetrahedral geometry,
coordinated by one P atom, one µ2-Cl and two µ3-Cl atoms, while Cu2 adopts a trigonal geometry, coordinated by one P
atom, one µ2-Cl and one µ3-Cl atoms. The mean Cu—Cl and Cu—P bond distances are 2.40 (1) and 2.19 (2) Å,
respectively. Recently, CuI complexes containing multiphosphine ligands have received much attention so far due to their special
structures, novel reactivity, as well as catalytic and luminescent properties (Kohl et al., 2006; Wang et al., 2008; Hou et
al., 2011; Ni et al., 2011). However, synthesis of CuI complexes with tetraphosphine ligands have been virtually not
explored, though a great number of Cu(I) complexes with diphosphines were reported (Saravanabharathi et al., 2002;
Sivasankar et al., 2004; Li et al., 2009). Herein, we report the synthesis and crystal structure of a new CuI complex with
the tetrakis[(diphenylphosphanyl)methyl]benzene-1,4-diamine ligand (dpppda), the title complex [Cu4Cl4(dpppda)]n. The asymmetric unit of the title complex, [Cu2Cl2(C29H26NP2)]n, contains two copper ions, two chlorine atoms and one
half of the N,N,N′,N′-tetrakis[(diphenylphosphanyl)methyl]benzene-1,4-diamine ligand (dpppda). Refinement All hydrogen atoms were generated geometrically with C—H distances of 0.93Å (aromatic H atoms) and 0.97Å (methyl-
ene H atoms) and refined with a riding model with Uiso(H) = 1.2Ueq(C). Comment Four copper atoms are
held together via two doubly bridging and two triply-bridging chlorides to form a stair-like Cu4Cl4 core having a
crystallographically imposed centrosymmetry, while the N,N,N′,N′-tetrakis[(diphenylphosphanyl)methyl]benzene-1,4-di-
amine ligand (with a crystallographic inversion center at the midpoint of the central phenyl ring) acts as a tetradentate
coordination mode to bridge two adjacent Cu4Cl4 cores resulting in a one-dimentional chain. The structure of the title
complex is anologous to the reported complex [Cu4I4(dpppda)] (Li et al., 2009). Cu1 has a distorted tetrahedral geometry,
coordinated by one P atom, one µ2-Cl and two µ3-Cl atoms, while Cu2 adopts a trigonal geometry, coordinated by one P
atom, one µ2-Cl and one µ3-Cl atoms. The mean Cu—Cl and Cu—P bond distances are 2.40 (1) and 2.19 (2) Å,
respectively. References Bruker (1998). SMART, SAINT and SADABS. Bruker AXS Inc., Madison,
Wisconsin, USA. Bruker (1998). SMART, SAINT and SADABS. Bruker AXS Inc., Madison,
Wisconsin, USA. Hou, R., Huang, T.-H., Wang, X.-J., Jiang, X.-F., Ni, Q.-L., Gui, L.-C., Fan, Y.-J. & Tan, Y.-L. (2011). Dalton Trans. 40, 7551–7558. Hou, R., Huang, T.-H., Wang, X.-J., Jiang, X.-F., Ni, Q.-L., Gui, L.-C., Fan, Y.-J. & Tan, Y.-L. (2011). Dalton Trans. 40, 7551–7558. (
)
Kohl, S. W., Heinemann, F. W., Hummert, M., Bauer, W. & Grohmann, A. (2006). Dalton Trans. pp. 5583–5592. Li, N.-Y., Ren, Z.-G., Liu, D., Wang, J., Dai, M., Li, H.-X. & Lang, J.-P. (2009). Inorg. Chem. Commun. 12, 1031–1034. g
Ni, Q.-L., Jiang, X.-F., Gui, L.-C., Wang, X.-J., Yang, K.-G. & Bi, X.-S. (2011). New J. Chem. 35, 2471–2476. Saravanabharathi, D., Monika,Venugopalan, P. & Samuelson, A. G. (2002). Polyhedron, 21, 2433–2443. Sheldrick, G. M. (2008). Acta Cryst. A64, 112–122. Sivasankar, C., Nethaji, M. & Samuelson, A. G. (2004). Inorg. Chem. Commun. 7, 238–240. Wang, X.-J., Gui, L.-C., Ni, Q.-L., Liao, Y.-F., Jiang, X.-F., Tang, L.-H., Zhang,
Z. & Wu, Q. (2008). CrystEngComm, 10, 1003–1010. m430
Liu et al. Acta Cryst. (2012). E68, m430 doi:10.1107/S1600536812010860 supplementary materials Experimental CuCl (0.0198 g, 0.2 mmol) was added with stirring to a solution of N,N,N′,N′-tetrakis[(diphenylphosphanyl)methyl]-
benzene-1,4-diamine (0.0900 g, 0.10 mmol) in DMF (5 ml), and the resulting solution was allowed to stir for 1 h at room
temperature. Slow diffusion of diethyl ether into the solution give colourless block crystals suitable for X-ray analysis
after three days. Poly[di-µ3-chlorido-di-µ2-chlorido-{µ4-N,N,N′,N′-tetrakis[(diphenyl-
phosphanyl)methyl]benzene-1,4-diamine-κ4P:P′:P′′:P′′′}tetracopper(II)] Jia-Qin Liu, Yan Zhang, Ya-Jing Lü and Zhen-Jü Jiang Poly[di-µ3-chlorido-di-µ2-chlorido-{µ4-N,N,N′,N′-tetrakis[(diphenyl-
phosphanyl)methyl]benzene-1,4-diamine-κ4P:P′:P′′:P′′′}tetracopper(II)]
Jia-Qin Liu, Yan Zhang, Ya-Jing Lü and Zhen-Jü Jiang Poly[di-µ3-chlorido-di-µ2-chlorido-{µ4-N,N,N′,N′-tetrakis[(diphenyl-
phosphanyl)methyl]benzene-1,4-diamine-κ4P:P′:P′′:P′′′}tetracopper(II)] supplementary materials Acta Cryst. (2012). E68, m430 [doi:10.1107/S1600536812010860] Acta Cryst. (2012). E68, m430 [doi:10.1107/S1600536812010860] Computing details Data collection: SMART (Bruker, 1998); cell refinement: SAINT (Bruker, 1998); data reduction: SAINT (Bruker, 1998);
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: Acta Cryst. (2012). E68, m430 sup-1 supplementary materials SHELXTL (Sheldrick, 2008). Figure 1
The structure of the title compound with displacement ellipsoids drawn at the 20% probability level. Hydrogen atoms are
omitted for clarity. [symmetry code: (A) 1-x, -y, 1-z; (B) -x, -y, 1-z; (C) -1+x, y, z.] SHELXTL (Sheldrick, 2008). Refinement Refinement
Refinement on F2
Least-squares matrix: full
R[F2 > 2σ(F2)] = 0.054
wR(F2) = 0.143
S = 0.94
5333 reflections
325 parameters
0 restraints
Primary atom site location: structure-invariant
direct methods
Secondary atom site location: difference Fourier
map
Hydrogen site location: inferred from
neighbouring sites
H-atom parameters constrained
w = 1/[σ2(Fo2) + (0.P)2]
where P = (Fo2 + 2Fc2)/3
(Δ/σ)max = 0.001
Δρmax = 0.70 e Å−3
Δρmin = −0.62 e Å−3 Secondary atom site location: difference Fourier
map
Hydrogen site location: inferred from
neighbouring sites
H-atom parameters constrained
w = 1/[σ2(Fo2) + (0.P)2]
where P = (Fo2 + 2Fc2)/3
(Δ/σ)max = 0.001
Δρmax = 0.70 e Å−3
Δρmin = −0.62 e Å−3 Hydrogen site location: inferred from Data collection 15819 measured reflections
5333 independent reflections
3089 reflections with I > 2σ(I)
Rint = 0.085
θmax = 26.0°, θmin = 1.8°
h = −12→9
k = −19→21
l = −21→22 Figure 1 g
The structure of the title compound with displacement ellipsoids drawn at the 20% probability level. Hydrogen atoms are
omitted for clarity. [symmetry code: (A) 1-x, -y, 1-z; (B) -x, -y, 1-z; (C) -1+x, y, z.] g
The structure of the title compound with displacement ellipsoids drawn at the 20% probability level. Hydrogen atoms are
omitted for clarity. [symmetry code: (A) 1-x, -y, 1-z; (B) -x, -y, 1-z; (C) -1+x, y, z.] The structure of the title compound with displacement ellipsoids drawn at the 20% probability level. Hydrogen atoms are
omitted for clarity. [symmetry code: (A) 1-x, -y, 1-z; (B) -x, -y, 1-z; (C) -1+x, y, z.] Poly[di-µ3-chlorido-di-µ2-chlorido-{µ4- N,N,N′,N′- tetrakis[(diphenylphosphanyl)methyl]benzene-1,4-diamine-
κ4P:P′:P′′:P′′′}tetracopper(II)] Poly[di-µ3-chlorido-di-µ2-chlorido-{µ4- N,N,N′,N′- tetrakis[(diphenylphosphanyl)methyl]benzene-1,4-diamine-
κ4P:P′:P′′:P′′′}tetracopper(II)] Crystal data
[Cu4Cl4(C58H52N2P4)]
Mr = 1296.86
Monoclinic, P21/c
Hall symbol: -P 2ybc
a = 10.298 (7) Å
b = 17.649 (12) Å
c = 18.009 (9) Å
β = 123.94 (3)°
V = 2715 (3) Å3
Z = 2 sup-2 Acta Cryst. (2012). E68, m430 supplementary materials F(000) = 1316
Dx = 1.586 Mg m−3
Mo Kα radiation, λ = 0.71073 Å
Cell parameters from 5682 reflections
θ = 2.8–26.3°
µ = 1.90 mm−1
T = 296 K
Block, colourless
0.20 × 0.15 × 0.13 mm
Data collection
Bruker SMART CCD area-detector
diffractometer
Radiation source: fine-focus sealed tube
Graphite monochromator
ω scans
Absorption correction: multi-scan
(SADABS; Bruker, 1998)
Tmin = 0.852, Tmax = 1.000
15819 measured reflections
5333 independent reflections
3089 reflections with I > 2σ(I)
Rint = 0.085
θmax = 26.0°, θmin = 1.8°
h = −12→9
k = −19→21
l = −21→22 µ = 1.90 mm−1
T = 296 K
Block, colourless
0.20 × 0.15 × 0.13 mm 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 matrix. 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. pp
(
p )
g
g
p
Refinement. Refinement of F2 against ALL reflections. The weighted R-factor wR and goodness of fit S are based on F2,
conventional R-factors R are based on F, with F set to zero for negative F2. The threshold expression of F2 > σ(F2) is used
only for calculating R-factors(gt) etc. and is not relevant to the choice of reflections for refinement. R-factors based on F2
are statistically about twice as large as those based on F, and R- factors based on ALL data will be even larger. Fractional atomic coordinates and isotropic or equivalent isotropic displacement parameters (Å2)
x
y
z
Uiso*/Ueq
Cu1
−0.45394 (8)
0.04466 (4)
0.43168 (4)
0.0540 (2)
Cu2
−0.15464 (7)
0.07255 (4)
0.62081 (4)
0.0487 (2)
Cl1
−0.30501 (14)
−0.03659 (7)
0.56069 (8)
0.0417 (3)
Cl2
−0.32846 (15)
0.15805 (7)
0.51454 (9)
0.0526 (4)
P1
−0.52339 (15)
0.01608 (8)
0.29527 (8)
0.0402 (3)
P2
−0.07631 (15)
−0.08176 (7)
0.25371 (8)
0.0367 (3)
N1
−0.2438 (4)
−0.0268 (2)
0.3202 (2)
0.0397 (10)
C1
−0.1055 (6)
0.0562 (3)
0.4500 (3)
0.0370 (12)
H1A
−0.1767
0.0948
0.4172
0.044*
C2
−0.1233 (5)
−0.0133 (3)
0.4094 (3)
0.0336 (11)
C3
−0.0155 (6)
−0.0698 (3)
0.4619 (3)
0.0364 (11)
H3A
−0.0251
−0.1175
0.4372
0.044* Fractional atomic coordinates and isotropic or equivalent isotropic displacement parameters (Å2)
x
y
z
Uiso*/Ueq Fractional atomic coordinates and isotropic or equivalent isotropic displacement parameters (Å2) sup-3 Acta Cryst. (2012). E68, m430 supplementary materials supplementary materials su
Acta Cryst. (2012). Acta Cryst. (2012). E68, m430 supplementary materials C4
−0.3712 (5)
0.0258 (3)
0.2699 (3)
0.0393 (12)
H4A
−0.4193
0.0173
0.2064
0.047*
H4B
−0.3304
0.0771
0.2835
0.047*
C5
−0.5742 (6)
−0.0830 (3)
0.2617 (3)
0.0430 (13)
C6
−0.6482 (7)
−0.1100 (4)
0.1736 (4)
0.0658 (18)
H6A
−0.6962
−0.0752
0.1269
0.079*
C7
−0.6531 (8)
−0.1842 (4)
0.1535 (5)
0.077 (2)
H7A
−0.7037
−0.1999
0.0943
0.092*
C8
−0.5818 (8)
−0.2361 (4)
0.2222 (5)
0.087 (2)
H8A
−0.5802
−0.2870
0.2094
0.104*
C9
−0.5123 (8)
−0.2134 (4)
0.3103 (4)
0.088 (2)
H9A
−0.4684
−0.2490
0.3562
0.105*
C10
−0.5089 (7)
−0.1380 (3)
0.3292 (4)
0.0647 (17)
H10A
−0.4619
−0.1230
0.3884
0.078*
C11
−0.6787 (6)
0.0772 (3)
0.2085 (3)
0.0481 (14)
C12
−0.7157 (8)
0.0836 (4)
0.1220 (4)
0.078 (2)
H12A
−0.6607
0.0545
0.1053
0.094*
C13
−0.8307 (9)
0.1312 (4)
0.0603 (4)
0.099 (3)
H13A
−0.8583
0.1319
0.0015
0.118*
C14
−0.9051 (8)
0.1783 (4)
0.0868 (5)
0.086 (2)
H14A
−0.9836
0.2108
0.0454
0.103*
C15
−0.8645 (7)
0.1776 (4)
0.1730 (5)
0.0743 (19)
H15A
−0.9118
0.2110
0.1910
0.089*
C16
−0.7513 (7)
0.1263 (3)
0.2341 (4)
0.0647 (17)
H16A
−0.7245
0.1253
0.2927
0.078*
C17
−0.2353 (5)
−0.0931 (3)
0.2727 (3)
0.0402 (12)
H17A
−0.3346
−0.0990
0.2156
0.048*
H17B
−0.2165
−0.1385
0.3077
0.048*
C18
−0.1096 (5)
−0.1626 (2)
0.1820 (3)
0.0352 (11)
C19
−0.2520 (6)
−0.1996 (3)
0.1284 (3)
0.0516 (14)
H19A
−0.3385
−0.1823
0.1271
0.062*
C20
−0.2680 (7)
−0.2612 (3)
0.0773 (4)
0.0551 (15)
H20A
−0.3647
−0.2849
0.0418
0.066*
C21
−0.1420 (7)
−0.2879 (3)
0.0785 (4)
0.0525 (14)
H21A
−0.1526
−0.3296
0.0441
0.063*
C22
−0.0008 (7)
−0.2525 (3)
0.1307 (4)
0.0548 (15)
H22A
0.0849
−0.2699
0.1312
0.066*
C23
0.0160 (6)
−0.1911 (3)
0.1827 (3)
0.0453 (13)
H23A
0.1138
−0.1685
0.2190
0.054*
C24
−0.1553 (6)
0.0012 (3)
0.1797 (3)
0.0430 (13)
C25
−0.1172 (7)
0.0719 (3)
0.2188 (4)
0.0545 (15)
H25A
−0.0423
0.0769
0.2798
0.065*
C26
−0.1918 (8)
0.1364 (3)
0.1661 (5)
0.0701 (19)
H26A
−0.1672
0.1840
0.1928
0.084*
C27
−0.2981 (8)
0.1301 (4)
0.0776 (4)
0.0710 (19)
H27A
−0.3477
0.1732
0.0435
0.085*
C28
−0.3334 (8)
0.0610 (4)
0.0378 (4)
0.0714 (19)
H28A
−0.4057
0.0570
−0.0237
0.086*
C29
−0.2629 (7)
−0.0035 (3)
0.0880 (4)
0.0607 (17) sup-4 Acta Cryst. (2012). E68, m430 supplementary materials supplementary materials s
Acta Cryst (2012) E68 m430
Cu2—Cl1
2.3255 (18)
C13—H13A
0.9300
Cl1—Cu1i
2.565 (2)
C14—C15
1.364 (9)
P1—C5
1.828 (5)
C14—H14A
0.9300
P1—C11
1.837 (5)
C15—C16
1.399 (7)
P1—C4
1.869 (5)
C15—H15A
0.9300
P2—C18
1.824 (5)
C16—H16A
0.9300
P2—C24
1.836 (5)
C17—H17A
0.9700
P2—C17
1.861 (5)
C17—H17B
0.9700
P2—Cu2ii
2.188 (2)
C18—C23
1.381 (7)
N1—C2
1.397 (5)
C18—C19
1.389 (6)
N1—C4
1.442 (6)
C19—C20
1.374 (7)
N1—C17
1.479 (6)
C19—H19A
0.9300
C1—C3ii
1.386 (6)
C20—C21
1.368 (8)
C1—C2
1.387 (6)
C20—H20A
0.9300
C1—H1A
0.9300
C21—C22
1.364 (7)
C2—C3
1.396 (6)
C21—H21A
0.9300
C3—C1ii
1.386 (6)
C22—C23
1.378 (7)
C3—H3A
0.9300
C22—H22A
0.9300
C4—H4A
0.9700
C23—H23A
0.9300
C4—H4B
0.9700
C24—C25
1.378 (7)
C5—C10
1.400 (7)
C24—C29
1.386 (7)
C5—C6
1.405 (7)
C25—C26
1.404 (7)
C6—C7
1.352 (8)
C25—H25A
0.9300
C6—H6A
0.9300
C26—C27
1.342 (8)
C7—C8
1.377 (9)
C26—H26A
0.9300
C7—H7A
0.9300
C27—C28
1.358 (8)
C8—C9
1.387 (9)
C27—H27A
0.9300
C8—H8A
0.9300
C28—C29
1.380 (7)
C9—C10
1.368 (8)
C28—H28A
0.9300
C9—H9A
0.9300
C29—H29A
0.9300
P1—Cu1—Cl2
127.78 (6)
C16—C11—C12
117.7 (5)
P1—Cu1—Cl1
125.05 (7)
C16—C11—P1
117.4 (4)
Cl2—Cu1—Cl1
93.71 (7)
C12—C11—P1
124.5 (4)
P1—Cu1—Cl1i
109.03 (6)
C13—C12—C11
122.2 (6)
Cl2—Cu1—Cl1i
102.38 (6)
C13—C12—H12A
118.9
Cl1—Cu1—Cl1i
91.68 (6)
C11—C12—H12A
118.9
P2ii—Cu2—Cl2
134.50 (6)
C12—C13—C14
118.9 (7)
P2ii—Cu2—Cl1
126.84 (6)
C12—C13—H13A
120.5
Cl2—Cu2—Cl1
98.57 (7)
C14—C13—H13A
120.5
Cu2—Cl1—Cu1
81.73 (6)
C15—C14—C13
120.7 (6)
Cu2—Cl1—Cu1i
115.71 (6)
C15—C14—H14A
119.6
Cu1—Cl1—Cu1i
88.32 (6)
C13—C14—H14A
119.6
Cu2—Cl2—Cu1
82.49 (7)
C14—C15—C16
119.5 (6)
C5—P1—C11
109.2 (2)
C14—C15—H15A
120.2
C5—P1—C4
97.5 (2)
C16—C15—H15A
120.2
C11—P1—C4
100.9 (2)
C11—C16—C15
120.8 (6)
C5—P1—Cu1
116.30 (18)
C11—C16—H16A
119.6
C11—P1—Cu1
113.65 (18)
C15—C16—H16A
119.6 2.3255 (18)
C13—H13A
0.9300
2.565 (2)
C14—C15
1.364 (9)
1.828 (5)
C14—H14A
0.9300
1.837 (5)
C15—C16
1.399 (7)
1.869 (5)
C15—H15A
0.9300
1.824 (5)
C16—H16A
0.9300
1.836 (5)
C17—H17A
0.9700
1.861 (5)
C17—H17B
0.9700
2.188 (2)
C18—C23
1.381 (7)
1.397 (5)
C18—C19
1.389 (6)
1.442 (6)
C19—C20
1.374 (7)
1.479 (6)
C19—H19A
0.9300
1.386 (6)
C20—C21
1.368 (8)
1.387 (6)
C20—H20A
0.9300
0.9300
C21—C22
1.364 (7)
1.396 (6)
C21—H21A
0.9300
1.386 (6)
C22—C23
1.378 (7)
0.9300
C22—H22A
0.9300
0.9700
C23—H23A
0.9300
0.9700
C24—C25
1.378 (7)
1.400 (7)
C24—C29
1.386 (7)
1.405 (7)
C25—C26
1.404 (7)
1.352 (8)
C25—H25A
0.9300
0.9300
C26—C27
1.342 (8)
1.377 (9)
C26—H26A
0.9300
0.9300
C27—C28
1.358 (8)
1.387 (9)
C27—H27A
0.9300
0.9300
C28—C29
1.380 (7)
1.368 (8)
C28—H28A
0.9300
0.9300
C29—H29A
0.9300
127.78 (6)
C16—C11—C12
117.7 (5)
125.05 (7)
C16—C11—P1
117.4 (4)
93.71 (7)
C12—C11—P1
124.5 (4)
109.03 (6)
C13—C12—C11
122.2 (6)
102.38 (6)
C13—C12—H12A
118.9
91.68 (6)
C11—C12—H12A
118.9
134.50 (6)
C12—C13—C14
118.9 (7)
126.84 (6)
C12—C13—H13A
120.5
98.57 (7)
C14—C13—H13A
120.5
81.73 (6)
C15—C14—C13
120.7 (6)
115.71 (6)
C15—C14—H14A
119.6
88.32 (6)
C13—C14—H14A
119.6
82.49 (7)
C14—C15—C16
119.5 (6)
109.2 (2)
C14—C15—H15A
120.2
97.5 (2)
C16—C15—H15A
120.2
100.9 (2)
C11—C16—C15
120.8 (6)
116.30 (18)
C11—C16—H16A
119.6
113.65 (18)
C15—C16—H16A
119.6 sup-6 Acta Cryst. supplementary materials E68, m430
H29A
−0.2878
−0.0505
0.0599
0.073*
Atomic displacement parameters (Å2)
U11
U22
U33
U12
U13
U23
Cu1
0.0651 (5)
0.0619 (5)
0.0341 (4)
0.0056 (3)
0.0270 (4)
0.0001 (3)
Cu2
0.0389 (4)
0.0554 (4)
0.0406 (4)
−0.0038 (3)
0.0154 (3)
−0.0054 (3)
Cl1
0.0392 (7)
0.0407 (7)
0.0396 (7)
−0.0005 (5)
0.0187 (6)
0.0031 (5)
Cl2
0.0503 (8)
0.0430 (8)
0.0577 (9)
0.0049 (6)
0.0259 (7)
0.0008 (6)
P1
0.0376 (8)
0.0506 (9)
0.0318 (7)
0.0042 (6)
0.0190 (6)
0.0011 (6)
P2
0.0355 (7)
0.0419 (8)
0.0322 (7)
−0.0021 (6)
0.0185 (6)
−0.0041 (6)
N1
0.038 (2)
0.043 (2)
0.035 (2)
0.0018 (19)
0.018 (2)
−0.0083 (18)
C1
0.040 (3)
0.038 (3)
0.032 (3)
0.001 (2)
0.020 (2)
0.004 (2)
C2
0.035 (3)
0.039 (3)
0.029 (2)
−0.002 (2)
0.019 (2)
−0.001 (2)
C3
0.046 (3)
0.031 (3)
0.040 (3)
−0.006 (2)
0.030 (3)
−0.006 (2)
C4
0.041 (3)
0.048 (3)
0.026 (2)
−0.002 (2)
0.017 (2)
0.001 (2)
C5
0.035 (3)
0.055 (3)
0.047 (3)
−0.004 (2)
0.027 (3)
−0.008 (3)
C6
0.066 (4)
0.079 (5)
0.044 (3)
−0.022 (3)
0.026 (3)
−0.010 (3)
C7
0.083 (5)
0.070 (5)
0.087 (5)
−0.034 (4)
0.053 (4)
−0.037 (4)
C8
0.068 (5)
0.058 (4)
0.119 (7)
−0.011 (4)
0.044 (5)
−0.022 (5)
C9
0.088 (5)
0.063 (5)
0.066 (5)
0.000 (4)
0.014 (4)
0.005 (4)
C10
0.064 (4)
0.058 (4)
0.054 (4)
−0.006 (3)
0.021 (3)
0.000 (3)
C11
0.044 (3)
0.064 (4)
0.034 (3)
0.010 (3)
0.021 (3)
0.003 (2)
C12
0.093 (5)
0.090 (5)
0.047 (4)
0.045 (4)
0.037 (4)
0.017 (3)
C13
0.123 (7)
0.107 (6)
0.053 (4)
0.055 (5)
0.041 (5)
0.022 (4)
C14
0.065 (5)
0.106 (6)
0.064 (5)
0.027 (4)
0.021 (4)
0.022 (4)
C15
0.075 (5)
0.072 (5)
0.083 (5)
0.027 (4)
0.048 (4)
0.016 (4)
C16
0.064 (4)
0.070 (4)
0.057 (4)
0.018 (3)
0.032 (3)
0.015 (3)
C17
0.040 (3)
0.047 (3)
0.036 (3)
−0.001 (2)
0.023 (2)
−0.002 (2)
C18
0.038 (3)
0.034 (3)
0.034 (3)
0.000 (2)
0.020 (2)
−0.001 (2)
C19
0.043 (3)
0.058 (4)
0.053 (3)
−0.005 (3)
0.026 (3)
−0.017 (3)
C20
0.052 (4)
0.061 (4)
0.056 (4)
−0.018 (3)
0.033 (3)
−0.022 (3)
C21
0.068 (4)
0.043 (3)
0.056 (4)
−0.006 (3)
0.040 (3)
−0.011 (3)
C22
0.052 (4)
0.053 (4)
0.065 (4)
0.005 (3)
0.036 (3)
−0.007 (3)
C23
0.040 (3)
0.048 (3)
0.050 (3)
0.000 (2)
0.027 (3)
−0.007 (2)
C24
0.043 (3)
0.046 (3)
0.041 (3)
−0.004 (2)
0.025 (3)
−0.004 (2)
C25
0.062 (4)
0.048 (3)
0.053 (3)
−0.011 (3)
0.032 (3)
−0.009 (3)
C26
0.090 (5)
0.035 (3)
0.085 (5)
−0.005 (3)
0.048 (4)
−0.002 (3)
C27
0.077 (5)
0.056 (4)
0.068 (4)
0.006 (3)
0.033 (4)
0.021 (3)
C28
0.077 (5)
0.067 (5)
0.046 (4)
0.000 (3)
0.020 (3)
0.008 (3)
C29
0.074 (4)
0.048 (4)
0.046 (3)
−0.003 (3)
0.025 (3)
−0.004 (3)
Geometric parameters (Å, º)
Cu1—P1
2.1998 (19)
C10—H10A
0.9300
Cu1—Cl2
2.3975 (19)
C11—C16
1.381 (7)
Cu1—Cl1
2.4140 (17)
C11—C12
1.386 (8)
Cu1—Cl1i
2.565 (2)
C12—C13
1.369 (8)
Cu2—P2ii
2.188 (2)
C12—H12A
0.9300
Cu2—Cl2
2.3062 (18)
C13—C14
1.382 (9) −0.2878 H29A sup-5 supplementary materials Symmetry codes: (i) −x−1, −y, −z+1; (ii) −x, −y, −z+1. supplementary materials (2012). E68, m430 supplementary materials C4—P1—Cu1
117.26 (16)
N1—C17—P2
111.4 (3)
C18—P2—C24
106.1 (2)
N1—C17—H17A
109.4
C18—P2—C17
102.1 (2)
P2—C17—H17A
109.4
C24—P2—C17
98.1 (2)
N1—C17—H17B
109.4
C18—P2—Cu2ii
117.10 (16)
P2—C17—H17B
109.4
C24—P2—Cu2ii
118.43 (17)
H17A—C17—H17B
108.0
C17—P2—Cu2ii
112.24 (17)
C23—C18—C19
117.1 (4)
C2—N1—C4
121.7 (4)
C23—C18—P2
118.3 (4)
C2—N1—C17
119.9 (4)
C19—C18—P2
124.6 (4)
C4—N1—C17
118.2 (4)
C20—C19—C18
121.5 (5)
C3ii—C1—C2
121.7 (4)
C20—C19—H19A
119.2
C3ii—C1—H1A
119.1
C18—C19—H19A
119.2
C2—C1—H1A
119.1
C21—C20—C19
120.2 (5)
C1—C2—C3
117.0 (4)
C21—C20—H20A
119.9
C1—C2—N1
121.9 (4)
C19—C20—H20A
119.9
C3—C2—N1
121.1 (4)
C22—C21—C20
119.3 (5)
C1ii—C3—C2
121.2 (4)
C22—C21—H21A
120.3
C1ii—C3—H3A
119.4
C20—C21—H21A
120.3
C2—C3—H3A
119.4
C21—C22—C23
120.6 (5)
N1—C4—P1
112.3 (3)
C21—C22—H22A
119.7
N1—C4—H4A
109.1
C23—C22—H22A
119.7
P1—C4—H4A
109.1
C22—C23—C18
121.2 (5)
N1—C4—H4B
109.1
C22—C23—H23A
119.4
P1—C4—H4B
109.1
C18—C23—H23A
119.4
H4A—C4—H4B
107.9
C25—C24—C29
118.2 (5)
C10—C5—C6
116.0 (5)
C25—C24—P2
117.9 (4)
C10—C5—P1
117.8 (4)
C29—C24—P2
123.6 (4)
C6—C5—P1
125.0 (4)
C24—C25—C26
119.8 (5)
C7—C6—C5
123.2 (6)
C24—C25—H25A
120.1
C7—C6—H6A
118.4
C26—C25—H25A
120.1
C5—C6—H6A
118.4
C27—C26—C25
120.8 (5)
C6—C7—C8
118.8 (6)
C27—C26—H26A
119.6
C6—C7—H7A
120.6
C25—C26—H26A
119.6
C8—C7—H7A
120.6
C26—C27—C28
120.1 (6)
C7—C8—C9
120.8 (6)
C26—C27—H27A
120.0
C7—C8—H8A
119.6
C28—C27—H27A
120.0
C9—C8—H8A
119.6
C27—C28—C29
120.5 (6)
C10—C9—C8
119.4 (6)
C27—C28—H28A
119.8
C10—C9—H9A
120.3
C29—C28—H28A
119.8
C8—C9—H9A
120.3
C28—C29—C24
120.6 (5)
C9—C10—C5
121.7 (6)
C28—C29—H29A
119.7
C9—C10—H10A
119.1
C24—C29—H29A
119.7
C5—C10—H10A
119.1
Symmetry codes: (i) −x−1, −y, −z+1; (ii) −x, −y, −z+1. sup-7 Acta Cryst. (2012). E68, m430
|
https://openalex.org/W2049170752
|
http://www.scielo.cl/pdf/eatacam/n28/art11.pdf
|
Spanish; Castilian
| null |
Tierras comestibles de la Cuenca del Titicaca: Geofagia en la prehistoria boliviana
|
Estudios atacameños
| 2,004
|
cc-by
| 6,157
|
TIERRAS COMESTIBLES
Estudios Atacameños N° 28, pp. 133-141 (2004) TIERRAS COMESTIBLES
Estudios Atacameños N° 28, pp. 133-141 (2004) 1
Depto. de Antropología C. B. 1114, Washington University,
Saint Louis, Missouri 63130-4899, ESTADOS UNIDOS.
Email: dlbrowma@artsci.wustl.edu ABSTRACT This paper summarizes the evidence for 24 different earths
utilized as food supplements or medicines by peoples of
the Central Andes, based on current market samples and
archaeological specimens. The earths include a
phyllosillicate cluster, a sodium and calcium earth clus-
ter, a sulfur mineral cluster, and an iron and copper salt
cluster. Archaeological evidence for usage of the main
minerals dates back at least five millennia. Mi hipótesis, presentada anteriormente con ma-
yor detalle (Browman y Gunderson 1993: 422-
423), plantea que la práctica de geofagia en los
Andes Centrales se desarrolló o quizás evolucio-
nó en conjunto con la práctica del pastoreo de
camélidos. Los minerales que los camélidos sil-
vestres lamían (así como lo hicieron posteriormen-
te sus congéneres domesticados) son ricos en
filosilicatos hidratados (esmécticas, caolinitas,
cloritos e illitas), que son precisamente aquellas
tierras comestibles de mayor importancia: p’asa
o ch’aqo. Estas tierras alivian los problemas
gastrointestinales relacionados con las fitotoxinas
(glicoalcaloides, taninos, entre otros) encontradas
en todas las plantas domesticadas más importan-
tes de la sierra (como la solanina en las papas,
saponina en la quinoa, lunatina en frijoles, etc.). Igualmente proveen de complementos minerales
esenciales. Asimismo, es muy probable que du-
rante este período inicial se haya llevado a cabo
el descubrimiento, desarrollo e integración de las
diferentes propiedades medicinales de otras tie-
rras comestibles. Aún hoy en día, en algunos lu- Key words: geophagy – comestible earths – Titicaca –
p’asa – ch’aqo. Recibido: abril 2004. Manuscrito revisado aceptado: noviembre 2004. Recibido: abril 2004. Manuscrito revisado aceptado: noviembre 2004. RESUMEN las excavaciones arqueológicas ya que son difíci-
les de diferenciar del resto de los sedimentos
excavados. El objetivo de este artículo es hacer
un breve resumen de la historia del uso de estas
tierras, ofrecer una revisión sucinta de los con-
textos arqueológicos conocidos, y entregar una
sinopsis del trabajo que he venido realizando re-
cientemente con diferentes tipos de tierras obte-
nidas de vendedores especializados en los merca-
dos rurales. El presente artículo resume la evidencia que existe sobre
el uso que se le da a 24 tipos de tierras por los poblado-
res de los Andes Centrales, ya sea como complemento
alimenticio o como medicina. Las muestras analizadas
provienen de contextos arqueológicos y de muestras ad-
quiridas en los mercados locales. Las tierras incluyen un
grupo de filosilicatos, otro grupo se compone de tierras
sódicas y de calcio, otro de minerales de azufre, y el últi-
mo corresponde a un grupo compuesto por hierro y sales
de cobre. La evidencia arqueológica del uso de los prin-
cipales minerales se remonta a por lo menos cinco
milenios. Creo que los primeros habitantes andinos no prac-
ticaron la geofagia. Al llegar, encontraron un me-
dio ambiente totalmente nuevo y, por lo tanto,
las plantas adecuadas a las cuales se recurre ahora
y que tienen relación con el uso de arcillas co-
mestibles, habrían sido completamente descono-
cidas por ellos. Asimismo, habría tomado un tiem-
po considerable determinar la ubicación de fuen-
tes geológicas que contengan los minerales ade-
cuados. Palabras claves: geofagia – tierras comestibles – Titicaca
– p’asa – ch’aqo. Tierras comestibles de la Cuenca del Titicaca:
Geofagia en la prehistoria boliviana DAVID L. BROWMAN1 Palabras claves: geofagia – tierras comestibles – Titicaca
– p’asa – ch’aqo. Muestras arqueológicas La evidencia más temprana de geofagia que co-
nozco proviene del estudio de coprolitos humanos
del Período Arcaico. Bonavía y colaboradores
(1993: 437) informaron sobre la presencia de una
insospechada alta frecuencia de tierra y arena en
coprolitos hallados durante sus trabajos en Los
Gavilanes, sitio ocupado hace unos 4500 a 3500
años. Estos autores atribuyeron este hallazgo a prác-
ticas de geofagia en donde se habrían consumido
ciertos tipos de tierra como las vermífugas con el
fin de ayudar a erradicar las lombrices intestinales
y los parásitos, así como para tratar infecciones
estomacales. Además, señalaron que en un infor-
me inédito escrito por Glendon Weir y Vaughn
Bryant también se detalla evidencia similar encon-
trada en restos de 5000 o más años de antigüedad
documentados por el proyecto de MacNeish en
Ayacucho. Por otro lado, Jones (1988: 86) ha he-
cho un estudio intensivo de los desechos en los
sitios de La Paloma, Chilca, Asia y El Paraíso en
la costa central del Perú, para un período que abar-
ca aproximadamente entre 6000 a 3000 años. Sin
embargo, Jones no ha encontrado ninguna eviden-
cia de geofagia en estos sitios. Figura 1. Mapa de la Cuenca del Titicaca y áreas adyacentes,
que muestra los principales sitios mencionados en el texto. 491) ha informado sobre el hallazgo de restos de
“lejía” o llipt’a. Estos fueron encontrados dentro
de cántaros recuperados en Pucara fechados sólo
unos siglos después que nuestras muestras de
Chiripa. Asimismo, y casi contemporáneo con los
hallazgos en Pucara, Kroeber y Collier (1998: 259)
informaron sobre el hallazgo de taku y yeso (o
makaya) en sus excavaciones de tumbas de la
cultura Nazca. Si enfocamos nuestra atención a la cuenca del
Titicaca y áreas adyacentes, podemos informar
sobre evidencia disponible para, por lo menos, los
últimos tres milenios (Figura 1). En Chiripa recu-
peramos un espécimen que un trabajador de cam-
po local identificó preliminarmente como q’atawi
o como “lejía”. Estas muestras están asociadas a
dos grupos de fechados de C14 que señalan fe-
chas de 510 años AC y 470 años AC. Análisis
posteriores de difracción de Rayos X (DRX) in-
dicaron que, en efecto, la sustancia se trataba de
q’atawi. También hay otros dos tipos de evidencia de prác-
tica continua de geofagia durante la subsiguiente
cultura Tiwanaku. Introducción Las tierras comestibles son, por lo general, utili-
zadas para proveer de complementos minerales,
contrarrestar componentes perjudiciales en la dieta
(como las fitotoxinas) y/o para ciertos tratamien-
tos médicos. A pesar de que existen casos docu-
mentados en algunos sitios prehistóricos en los
Andes, estas tierras rara vez son recuperadas en 133 DAVID L. BROWMAN Figura 1. Mapa de la Cuenca del Titicaca y áreas adyacentes,
que muestra los principales sitios mencionados en el texto. gares remotos donde regularmente transitan cara-
vanas de camélidos a lo largo de rutas de inter-
cambio (como en Susques en el noroeste de Ar-
gentina o en Lipez en Bolivia), encontramos refe-
rencias sobre la obtención de estas tierras a través
de la explotación de fuentes minerales o por in-
tercambio a cargo de los arrieros de llamas. Estas
tierras tienen tanta importancia que los arrieros
las cambian por otros alimentos que tengan un
peso igual al de la tierra a intercambiar. Muestras del mercado p’asa. Este hallazgo fue hecho en el sitio Az-6,
con una antigüedad quizá de hasta 400 años DC,
y asociado con materiales de las fases Azapa,
Cabuza y San Miguel. Igualmente, Rivera (1994:
226) tiene una muestra obtenida en el mismo si-
tio de Tiwanaku, la cual está asociada a contextos
Tiwanaku IV y fue sometida también a un análi-
sis de DRX, el cual indicó que los componentes
eran los de la p’asa. Asimismo, en Iwawi, un si-
tio cercano a la capital Tiwanaku y ubicado a ori-
llas del lago (posiblemente uno de los principales
puertos de esa capital), O’Brien (1997: 166) ha
identificado un patrón de desgaste dental en en-
tierros humanos, el cual considera que está clara-
mente asociado con prácticas de geofagia. Con el fin de saber qué tipo de tierras debemos
buscar en el registro arqueológico, he revisado la
literatura etnográfica tratando de identificar las
tierras utilizadas por los habitantes del altiplano
del siglo XX. Durante este proceso he descubier-
to que existió una considerable diversidad de opi-
niones entre los etnógrafos acerca de cuál era la
composición química de las tierras. Pocos inves-
tigadores han hecho análisis químicos de ellas. Por
el contrario, he encontrado que otras “autorida-
des” en la materia simplemente adivinaron los
componentes de las tierras a partir de su aparien-
cia física, lo que resultó algunas veces en identi-
ficaciones geológicas muy divergentes. Luego de
preparar una lista de nombres de unos 30 tipos de
tierras usados por los habitantes quechua y aymara
del altiplano, conseguí fondos para hacer análisis
de DRX de 70 muestras, y fondos adicionales para
hacer un corto viaje a Bolivia y recolectar las
muestras pertinentes. La geofagia continuó siendo practicada posterior-
mente en culturas costeñas adyacentes a la cuen-
ca del Titicaca. Clark (1993: 630, 632) obtuvo
muestras que tienen una antigüedad de aproxima-
damente 1300-1450 DC procedentes tanto de
Estuquiña (Moquegua, sur del Perú) como de
Azapa en el norte de Chile. Análisis de DRX en
la muestra de Estuquiña indicaron que ésta se tra-
taba de p’asa mientras que la de Azapa fue
q’atawi. Santoro (1995:346, 349) ha reportado el
hallazgo de millu y sirsukena en sus trabajos en
Molle Pampa Medio, Molle Pampa Este y Vila
Vila Sur en el norte de Chile, dentro de unidades
que han sido fechadas en 1100-1350 años DC,
1250-1400 DC y 1000-1450 DC. Muestras del mercado Finalmente,
Rowe (1946: 217) indicó medio siglo atrás que
en el Imperio Inca “una cantidad de arcillas co-
mestibles fue recolectada e intercambiada con cier-
ta frecuencia en la sierra sur”. Hicimos un viaje de 10 días desde St. Louis
(Missouri) hasta Bolivia especialmente para tratar
de comprar muestras en el mercado de Huari en
Oruro, un mercado sólo de hierbas y medicinas que
se lleva a cabo una vez al año, por lo general alre-
dedor del “Domingo de Ramos”, en Semana San-
ta. Lamentablemente, debido a problemas políti-
cos y climáticos, el mercado fue postergado por
una semana, por lo que perdimos la oportunidad
de hablar directamente con los principales abas-
tecedores. Por este motivo recolectamos muestras
del puesto de un vendedor en el mercado de Oruro
y también de cinco diferentes vendedores ubicados
a lo largo de la famosa Calle Linares en La Paz. Posteriormente, las muestras fueron analizadas en
los laboratorios de Ciencias Planetarias y de la Tie-
rra de Washington University, St. Louis. Se hicie-
ron análisis de DRX para caracterizar los compo-
nentes mineralógicos. Asimismo, recolectamos du-
plicados de muestras de varios de los minerales,
originarios de áreas diferentes, para determinar con
certeza si la terminología empleada por los pobla-
dores locales aymara o quechua era específica, o si
era posible que cubriera o incluyera más de un tipo
geológico de tierra. Sin embargo, el listado que
sigue a continuación no entra en tal detalle y sola-
mente es una síntesis de todos los datos. Los arqueólogos no nos hemos mostrado particu-
larmente interesados en la búsqueda de estas ar-
cillas y, además, éstas se mezclan de manera casi
invisible con la matriz de los sedimentos en nues-
tras excavaciones. Sin embargo, a pesar de esta
realidad tenemos evidencia física durante la épo-
ca pre-Inca del uso de al menos media docena de
las dos docenas de tierras que se describen más
adelante: p’asa, q’atawi, “lejía”, makaya, millu y
sirsukena. Creo que la totalidad de tierras que se
discutirán en este artículo fueron posiblemente
empleadas desde el Período Formativo Temprano
en la cuenca del lago Titicaca. Con un poco de
suerte y mayor atención sobre su presencia du-
rante los trabajos de campo, espero que dentro de
las próximas dos décadas estemos en condiciones
de demostrar este hecho. He dividido las dos docenas de tierras bajo discu-
sión en cuatro grupos. Muestras arqueológicas Paz Soria (2000) informa so-
bre los resultados de un análisis de DRX sobre
una muestra obtenida en ACH-10, un sitio rural
Tiwanaku. Los componentes identificados seña-
lan que la muestra se trata de p’asa, tierra que es
consumida junto con las papas y otros tubérculos. En el valle de Azapa en el norte de Chile, Focacci
(1993: 78) ha informado del hallazgo de una tie-
rra conocida como “upi”, la cual es la misma que Tampoco hubiera sorprendido si se trataba de “le-
jía” si tenemos en cuenta que S. Chávez (1992: 134 TIERRAS COMESTIBLES DE LA CUENCIA DEL TITICACA: GEOFAGIA EN… TIERRAS COMESTIBLES DE LA CUENCIA DEL TITICACA: GEOFAGIA EN… Muestras del mercado La mayoría de tierras que 135 DAVID L. BROWMAN fines dietéticos. Sin embargo, también es usada
para otras funciones como aliviar úlceras y dolo-
res estomacales, tratar quemaduras y hemorragias
persistentes, y aún para lavar ropa. de hecho son consumidas por razones nutricionales
están incluidas dentro del primer grupo, el grupo
de los filosilicatos. Estas son las que más apro-
piadamente podrían llamarse “tierras geofágicas”. La clasificación de los otros grupos, además de
sus características “nutricionales”, se centra en lo
que pienso son los elementos principales de cada
grupo: categorías de tierras a partir de sus fuentes
de azufre, sodio y calcio, o sobre la base de sus
componentes metálicos (o de su color). Estos úl-
timos tres grupos son utilizados con mayor fre-
cuencia para tratamientos externos, pero algunas
veces también son consumidos de manera inter-
na, y por lo general tienen principalmente usos
medicinales. Todas las tierras discutidas son po-
tencialmente recuperables en contextos arqueoló-
gicos. b) ch’aqo, ch’aqu, chaco, ch’ako, ch’aquo,
chhacco, ch’akko, chachakko. Por lo general, esta
tierra es conocida como el equivalente quechua de
p’asa. En lengua Uru es conocida como qhiqhiche
y en Chile se le llama upi. Sin embargo, los vende-
dores en el mercado de La Paz ofrecen grupos de
p’asa y ch’aqo por separado. Por un lado, las mues-
tras que analizamos fueron muy similares a las
muestras de p’asa en cuanto a su naturaleza quí-
mica. Por otro lado, eran ligeramente diferentes
en cuanto a sus componentes geológicos en don-
de, además de las esmectitas, había cantidades
importantes de caolinitas, cloritos e illitas. La
mayoría de muestras de ch’aqo estaban en polvo
o se trataba de terrones de tierra natural y de for-
ma irregular. No obstante, dos de las muestras de
Oruro sí eran en forma de barras y cada una tenía
un logotipo que las identificaba como de marcas
diferentes. Nuestras muestras fueron identificadas
como procedentes de los departamentos de Puno,
La Paz y Oruro. Las tierras de ch’aqo son utiliza-
das de manera idéntica a las de p’asa. 1. Grupo de los filosilicatos a) p’asa, pasa, ppassa, pahsa, phasa, p’asalla,
phasalla. Todas las muestras eran esmectitas, es
decir, silicato de aluminio hidratado de K, Mg y
Fe, procedentes de dos lugares en el departamen-
to de Oruro y dos de La Paz. Por lo general, p’asa
se obtiene de minas que tienen hasta 3 m de pro-
fundidad. En el pasado fue un objeto importante
que era movilizado por los arrieros de las carava-
nas de llamas como parte de sus relaciones de
intercambio. Aún hoy en día los comerciantes de
Oruro a veces entregan un poco de p’asa como
una yapa o regalo a su contraparte de intercam-
bio. Todas nuestras muestras estaban pulveriza-
das o se trataban de pedazos de tierra de forma
irregular. Sin embargo, otros investigadores han
encontrado p’asa en forma compacta a manera de
barras u otras formas para ser comidas como si
fueran caramelos o chocolates. Incluso se ha vis-
to que éstas tienen grabadas en uno de los extre-
mos de la barra la cantidad que se necesita con-
sumir. La presencia de p’asa es particularmente
común en zonas donde hay un alto consumo de
papas amargas como en los departamentos de La
Paz y Oruro. También es preparada a manera de
salsa que se vierte sobre los tubérculos cocinados
y que se consume varias veces a la semana. Como
se ha indicado líneas arriba se trata de una arcilla
disponible en la naturaleza cuyos cationes se di-
suelven con una tendencia a juntarse con las com-
plejas moléculas de las fitotoxinas, y cuyos
aniones proveen a la dieta de esenciales comple-
mentos minerales. Así, su uso más importante es
el de una arcilla comestible principalmente con c) alchata, llampu, mitu, mittu, mito. La muestra
de esta tierra era una mezcla de caolinita, illita y
calcita, es decir, una composición química muy
similar a las de p’asa y ch’aqo. Se identificó que
la muestra procedía de la provincia de Sicasica
(Bolivia). Otros investigadores han informado de
composiciones de esmécticas y caolinitas para
estas tierras, las que son casi idénticas a las nues-
tras. A diferencia de las otras tierras descritas lí-
neas arriba, esta preparación no fue utilizada como
un complemento en la alimentación sino solamen-
te para tratar el susto. Se puede decir entonces
que una posibilidad es que p’asa o ch’aqo es uti-
lizada para fines medicinales pero identificada con
nombres diferentes. mesas, y algunas veces como complemento de sal
para animales y como fertilizante agrícola. (calcita y natrón los más comunes), y nitratos
(nitrito el más común). Teniendo en cuenta el tipo
de uso que se le da a las tierras y sales, he consi-
derado que es más útil enfatizar los aspectos de
sodio y calcio de las sales en el grupo del salitre,
y considerar al yeso y otras sales de sulfato en el
siguiente grupo del azufre. g) hakemasa, jakemasa, jaqimasi, hakemasi,
haquimasi, haquemasa, haquimaasa, haqque,
waripa tullpa, huaripa tullu. Esta tierra ha sido
descrita en la literatura como calcárea o toba rica
en carbonato de calcio (Girault 1988: 239-240;
Losa 1983 [1780]: 64, 269; Valdizan y
Maldonado1922:19). La muestra que obtuvimos
era principalmente un carbonato de calcio con
pequeñas cantidades de magnesio y algo de silvita,
procedente de las salinas de Potosí. Su uso medi-
cinal es para tratar problemas menstruales, dete-
ner hemorragias nasales, curar heridas persisten-
tes y heridas sangrantes, y para tratar irritaciones
menores como picaduras de pulga; también es
usada para curar el susto. Igualmente, analizamos
otras dos muestras (álcali fijo y chali) que pare-
cerían pertenecer o ser parte de esta categoría. Se
determinó que: d) q’atawi o isku: catahui, cataui, catawi, katawi,
katahua, katawa, qatawi, isku, ishku, yschu, yzcu,
ischu, iso, toqra. Todas las muestras eran de cal
o calcita con cantidades a nivel de elementos tra-
za de complejos como illita o silvita. Es prepara-
da como salsa y consumida con quinoa o cañihua
como en el caso de la p’asa o ch’aqo. Preferen-
temente es usada varias veces a la semana en al-
gunas aldeas ubicadas a lo largo de la orilla oes-
te del lago. También es usada por sus cualidades
de astringente para tratar enfermedades de la piel,
detener hemorragias y como desinfectante. Ob-
viamente, también es un componente principal en
la elaboración de blanqueadores para los
enlucidos. h) álcali fijo. Es una calcita o básicamente una
tierra rica en carbonato de calcio empleada para
tratar dolores y hemorragias. Asimismo se deter-
minó que: Una fuente (Girault 1988: 242) sugiere que cuan-
do es usada como mordiente o como pigmento
recibe el nombre de: i) chali. También es una tierra rica en carbonato
de calcio procedente de las salinas de Potosí y
empleada en el tratamiento del susto. La caracte-
rización química de estas dos últimas es la misma
que la de hakemasa. 2. Grupo de sodio y calcio Muchas de las tierras de este grupo se derivan de
los salitres que son producto de la desecación de
lagunas y salinas del Pleistoceno. Existen más de
tres docenas de sales identificadas procedentes de
estos salitrales, principalmente haluros (siendo la
halita o cloruro de sodio la más común), sulfatos
(yeso y mirabilita los más comunes), carbonatos 136 TIERRAS COMESTIBLES DE LA CUENCIA DEL TITICACA: GEOFAGIA EN… mesas, y algunas veces como complemento de sal
para animales y como fertilizante agrícola. 3. Grupo de minerales de azufre n) sirsukina, sirsukena, sirsuquima, sirsuquena,
choque quesima, sirpukiena, salli, sallina, sillana,
sillita. Por lo general, esta tierra es azufre puro,
lo que se confirmó en la muestra que procede de
Potosí. Como en varios otros casos de tierras com-
puestas de azufre, existen dos variedades: una
buena, blanca o amarilla, y una negra, mala o sal-
vaje. La amarilla es usada en diversos tratamien-
tos médicos; por el contrario, la variedad negra es
usada principalmente para la “magia negra” aun-
que también se emplea en ceremonias de cura-
ción. La variedad amarilla es quemada a manera
de incienso y se usa para fumigar. También es
usada para curar la inflamación del ojo, tratar erup-
ciones en la piel y dolores de cabeza; igualmente
se usa para curar la demodicosis, sarna, y otras
enfermedades de la piel en el ganado. Igualmente
es utilizada para combatir problemas de hongos
en las papas, plantas de ají, así como para curar
enfermedades causadas por el mal de aire. l) jaintilla, haintilla, limpa colla, piedra de bezoar. Las piedras bezoares fueron de gran importancia
durante el Período Incaico. Por tal motivo he es-
tado particularmente interesado en verificar si es-
tas “piedras” (concreciones calculosas digestivas
de los camélidos) aún son usadas. Lamentable-
mente, no fue sino hasta el final de nuestro breve
viaje que descubrimos que la preparación conoci-
da como “jaintilla” se hace sobre la base de pie-
dras bezoares molidas. La muestra que analiza-
mos procedía de un rebaño que pastaba en el alti-
plano en el límite entre Oruro y Cochabamba. Esta
se trata principalmente de fosfato de calcio, como
así era de esperarse, teniendo en cuenta análisis
previos de piedras bezoares de camélidos. Estas
piedras bezoares son recetadas a mujeres gestantes
y también para curar el susto. o) millu, millo, millay, millo-kollpa, qullpa,
ccollpa, kkollpa, q’ullpa, q’ollpa, qollpa, collpa,
cullpa. Se trata de alumbre que se presenta de
manera natural. Las muestras que recogimos pro-
vienen de las salinas en el departamento de Oruro
y son sulfatos ferrosos de aluminio hidratado. Es
preferible usar el término millu y así evitar con-
fusiones (sobre todo de parte de investigadores
foráneos) entre los términos q’ullpa y coipa. Los
pobladores del altiplano no tienen dificultades en
hacer esta distinción y la mayoría de los vende-
dores en el mercado lo ofrecen como una varian-
te de q’ullpa. mesas, y algunas veces como complemento de sal
para animales y como fertilizante agrícola. Su utilización es también
idéntica, por lo que éstas podrían ser fácilmente
incluidas como nombres alternativos de esta tierra
medicinal local. Debido a que las caracterizacio-
nes químicas fueron hechas recién al regresar a
Estados Unidos, no fuimos conscientes de esta su-
perposición de nombres y usos. Por la misma ra-
zón no nos fue posible preguntar a los vendedores
por qué las venden con nombres diferentes. Este
es un tema que se necesita clarificar en el futuro. e) qontoy, kontoya, contuya, kontai, kuntayu,
qojtoy, cachima, cachina. Algunas fuentes están
de acuerdo en que estos términos se refieren a un
mordiente o a su uso como pigmento. Sin embar-
go las mismas fuentes están en desacuerdo en
cuanto a sus elementos constitutivos, identifican-
do alguno de ellos como nitrato de sodio o aún
como alumbre (Petersen 1970:12; Weiss 1953: 20). No nos fue posible obtener una muestra para po-
der evaluar esta identificación. f) colpa, coipa, callpa, kollpa, q’olpa. Esta tierra
es una halita y la muestra viene de Uyuni en
Oruro. Fue fabricada a manera de una pequeña
bola de color blanco y era principalmente sulfato
de potasio sódico y carbonato de sodio. Otras
fuentes han identificado a coipa como un bicar-
bonato de sodio o como un nitrato de sodio. Se
debe tener mucho cuidado al tratar de diferenciar
coipa de qullpa o millu, ambos discutidos líneas
abajo. Uno de los usos de coipa más frecuente-
mente mencionados es su utilización como jabón
especialmente para lavar la lana de los camélidos
trasquilados. Asimismo también es usado como
mordiente al teñir la lana, como ofrenda en las j) mat’aqi, matake, mataka, matakque. Nuestra
muestra de mat’aqi resultó ser una halita. Tam-
bién podría presentar otras composiciones ya que
según dos fuentes en la literatura (Bertonio 1984
[1612] Segunda Parte, p. 219; Browman y
Gunderson 1993: 418) le dan una identificación
ligeramente diferente: una como hueso pulveriza-
do y composición de halita, y la otra como un
derivado del guano. Se emplea para tratar con-
gestiones del pecho, resfríos y tos, y a veces tam-
bién como lavado o baño de sal. 137 DAVID L. BROWMAN k) taku, taco, thaco, llonqhe-taku, puka llampu. Las muestras que analizamos (una procedente de
La Paz y otra de Oruro) estaban principalmente
compuestas, para sorpresa mía, de caolinita con
menores cantidades de esmectita. mesas, y algunas veces como complemento de sal
para animales y como fertilizante agrícola. Previamente,
pensaba que se trataba de hematita, debido a su
color rojo y a que estaba convencido de lo que se
informaba en la literatura etnográfica (Valdizan y
Maldonado 1922, 2: 29; Brougere 1980: 113;
Girault 1988: 232; Tomoeda 1993: 291, y otros). Taku, además de ser utilizado como pintura o pig-
mento para marcar el ganado, también es emplea-
da para curar la demodicosis en los animales. Se
le da forma de pan de molde o bolas y es vendido
para tratar pequeñas molestias del pecho, proble-
mas cardíacos, fiebres, ataques de dolor, dolor en
los costados, úlceras, mal de aire y depresión. También es usado como astringente para curar
cortes. bas en dos muestras para ver cómo podrían verse
desde un punto de vista arqueológico. Estas mues-
tras tenían una composición variada con K, Ca,
Mg, Al, Fe, fosfatos, sulfatos, cloruro y amonio,
entre otros componentes. Esta variabilidad nos
señala claramente que llipta o “lejía” serían muy
difíciles de identificar en contextos prehistóricos
a menos que se encuentren guardados en recipien-
tes especiales. 4. Grupo de hierro y cobre t) llipi, ancas llimpi, llimpiyaj, piedra lipes, alca-
parrosa, caparrosa, cardenillo, copajira, kopakiri,
coravari, lahas. Esta categoría puede incluir una
variedad de minerales definidos principalmente
sobre la base del color de su mineral de cobre, el
cual presenta una coloración o tinte verdoso. Tres
de nuestras muestras eran sustancias de cobre, es
decir, sulfatos cúpricos (dos eran de Santa Cruz y
una de Puno). La cuarta muestra, color de agua-
marina, resultó ser un sulfato férrico. Otras fuen-
tes sugieren que a los minerales de este grupo se
les pueden sumar los acetatos y carbonatos
cúpricos. Estos productos minerales son sólo para
tratamientos externos. Se les utiliza para cauteri-
zar heridas, tratar cortes y úlceras en la piel, con-
tra parásitos externos, matar pulgas y como
bactericida. Debido a su color también es usado
como ofrenda en las mesas de curandería. p) makaya, macaya, macay. La muestra que con-
seguimos era un sulfato de bario procedente de
Oruro. Otros autores (Cobo 1956 [1653]: 128; Losa
Avila 1983 [1780]: 269; Valdizan y Maldonado
1922, 2: 22) creen que también podría incluir
sulfuros de arsénico. Muchas de las sales de bario
son tóxicas, por lo que evidentemente la mayoría
de los usos de esta tierra es sólo para tratamiento
externo. Sin embargo, se dice que es empleada para
tratar dolores de cabeza, de estómago, y de mue-
las. Por lo general, se les fabrica en forma de pe-
queños panecillos. Preparaciones sobre la base de
esta tierra se usan para hacer cataplasmas, para tra-
tar flujo menstrual persistente, pequeñas molestias
de la piel, y como sustancia depilatoria. Una mues-
tra que nos fue vendida como: q) llink’i. El término usualmente hace referencia
a tierra pura, pero resultó ser sulfuro de arsénico. Se nos informó que esta tierra era buena para tra-
tar dolencias cardíacas, hemorragias y para curar
enfermedades causadas por el mal aire. Este tipo
de utilización parece muy similar al atribuido a la
makaya , uso que se necesita constatar. ¿Puede
entonces la makaya ser tanto sulfato/sulfuro de
bario como sulfuro de arsénico? u) iman kala, pieda iman, iman rumi, kichi-rumi,
qhichicalla, quisu cala, aputuri cala, achutiri. Este
mineral se presenta en dos variedades, una negra
y otra amarilla, usadas en ceremonias de magia
blanca y negra. Las dos muestras en nuestro in-
ventario eran de hematita y magnetita, una de ellas
procedente del área de Puno. TIERRAS COMESTIBLES DE LA CUENCIA DEL TITICACA: GEOFAGIA EN… TIERRAS COMESTIBLES DE LA CUENCIA DEL TITICACA: GEOFAGIA EN… la preparación de blanqueadores para los enlucidos
y como fertilizante de granos y tubérculos. como coagulante y purgante, para tratar
inflamaciones del ojo, molestias en la piel, fie-
bres y para el dolor de muelas. Asimismo, se la
emplea para tratar las semillas y así prevenir las
enfermedades de las plantas. Se usa como mordien-
te para varios tipos de colorantes (Ravinés 1978:
267). Inclusive en ciertas ocasiones, según un in-
formante –autoridad en la materia–, se le agrega a
la p’asa o ch’aqo a manera de salsa para los tu-
bérculos; no obstante, creo que esto último es muy
probablemente un uso que rara vez ocurre. s) kkhakkya chunta, khuya chunta, kaka chunta,
khakya chunta, kkakya chunta. No poseemos una
muestra. También es identificada como yeso en la
literatura (Girault 1988: 242) y podría ser otro
grupo de nombres alternativos de mullu. 3. Grupo de minerales de azufre Otras fuentes refieren que esta tie-
rra podría también contener sulfato ferroso de
potasio y sales de sulfato de plomo. Es usada en
mesas de curandería, para diagnosticar y curar
ciertas enfermedades, en rituales de limpieza, para
curar pérdidas de almas, y para proteger a los
pacientes de maldiciones, robo, malos espíritus y
magia negra. Se usa como sustancia cáustica, m) llipta, llipht’a, llikta, llichta, llijt’a, lloita,
llinta, llujt’a, lukta, llucta, lejía, toqra, t’oqura,
toqro, y muchos otros términos. Se trata de un
compuesto muy conocido que se usa mientras se
mastica la hoja de coca. Generalmente, en la cos-
ta está compuesto de cal calcinada, mientras que
en la sierra y la puna está compuesto por ceniza
de plantas quemadas. Entre las plantas que son
utilizadas de esta manera están la quinoa, cañihua,
especies de baccharis (Asteracea o Compositae),
las amarantáceas, vainas de cacao, cactus, tola, y
varias hierbas aromáticas. Durante la época incaica
la preparación de esta sustancia fue de tal impor-
tancia que existían los llipta camayocs encarga-
dos de su fabricación y distribución. Hicimos prue- 138 Comentarios finales análisis indicaron que, por el contrario, se trataba
de hematita, posiblemente una lógica confusión
debido a la coloración rojiza en ambas. Es princi-
palmente utilizado en ofrendas y como un trata-
miento para el susto. He procedido a tratar con cierto detalle las mues-
tras modernas ya que éstas deben ser los tipos de
preparaciones minerales que son potencialmente
recuperables en sitios prehistóricos. Como se ha
señalado en mi breve discusión de los trabajos pre-
vios, al menos seis de las 24 tierras habían sido ya
identificadas en contextos prehistóricos, algunas de
ellas con una antigüedad de miles de años. Estos
estudios pueden potencialmente contribuir con nue-
va información sobre etnomedicina del Período
Formativo y de culturas posteriores. Igualmente
pueden ofrecer algo de información adicional a ser
incluida en nuestros estudios nutricionales y en
nuestros intentos por recrear la cosmología y las
formas autóctonas de ver el mundo. x) suca, jali sebario, siwairo, siwairu, sihuayru,
siwairu, siwayru. Siwayru o sebario es un nom-
bre algo genérico que se usa para denominar mi-
nerales pulverizados empleados en ceremonias
medicinales en el altiplano; se presentan en va-
riedades tanto masculinas como femeninas. Una
de las muestras que obtuvimos era hematina, mien-
tras que la otra resultó ser yeso. Otros investiga-
dores (Girault 1984: 526) han indicado que los
minerales pulverizados de sebario/siwayru inclu-
yen al plomo y otros óxidos metálicos. Es usado
para tratar cólicos, flujos menstruales fuertes,
para combatir el susto y el aire y para proteger al
ganado. Reconocimiento Este artículo fue traducido por
Jorge Montenegro. Reconocimiento Este artículo fue traducido por
Jorge Montenegro. 4. Grupo de hierro y cobre En general, son usa-
das como objetos de buena suerte, como ofrendas
para la Pachamama y los campos de cultivo, y en
ceremonias de curación. r) mullu, piedra berenguela, pachas, pachach,
pachacha, pahachi, poke lomanake. Los vende-
dores del mercado usaron el termino mullu para
referirse a yeso; no obstante, otras fuentes ofre-
cen otros nombres como alternativa. El análisis
de DRX de nuestra muestra (procedente de Oruro)
la identificó como un típico hidrato de sulfato de
calcio. Se puede presentar como una preparación
de color blanco (femenino) o una de color negro
(masculino). Se utiliza para hacer illas, para pro-
teger y curar, para tratar males relacionados con
el susto y el aire, para proteger de los rayos, mal-
diciones y espíritus malignos, así como para de-
tener hemorragias fuertes. Igualmente se usa en v) llimpi, lliphi. Como el mismo nombre local lo
sugería, esta muestra resultó ser mica. Es emplea-
da externamente en ceremonias de diagnóstico y
curación, para tratar el susto y curar maldiciones,
y como ofrenda a varios espíritus de la naturaleza. w) paria, pari, pucca llimpi, llimpe, llimphi,
ychma, ichma. Este mineral tiene una variedad roja
y otra blanca, y se suponía que se trataba de un
óxido de mercurio. La muestra que compramos
fue ofrecida por el vendedor como si se tratase
esencialmente de cinabrio. Sin embargo, nuestros 139 DAVID L. BROWMAN REFERENCIAS CITADAS FOCACCI, G., 1993. Excavaciones arqueológicas en el ce-
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https://openalex.org/W2898114739
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https://chemrxiv.org/engage/api-gateway/chemrxiv/assets/orp/resource/item/60c73f0fee301c1c93c787f6/original/an-amphiphilic-dna-platform-for-the-design-of-crystalline-frameworks-with-programmable-structure-and-functionality.pdf
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Amphiphilic-DNA Platform for the Design of Crystalline Frameworks with Programmable Structure and Functionality
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Journal of the American Chemical Society
| 2,018
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cc-by
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Ryan A. Brady,† Nicholas J. Brooks,‡ Vito Foderà,¶ Pietro Cicuta,∗,† and Lorenzo
Di Michele∗,† †Biological and Soft Systems, Cavendish Laboratory, University of Cambridge, Cambridge
CB3 0HE, UK
‡Department of Chemistry, Imperial College London, London SW7 2AZ, UK
¶Department of Pharmacy, University of Copenhagen, Universitetsparken 2 2100
Copenhagen, Denmark †Biological and Soft Systems, Cavendish Laboratory, University of Cambridge, Cambridge
CB3 0HE, UK
‡Department of Chemistry, Imperial College London, London SW7 2AZ, UK
¶Department of Pharmacy, University of Copenhagen, Universitetsparken 2 2100
Copenhagen, Denmark E-mail: pc245@cam.ac.uk; ld389@cam.ac.uk E-mail: pc245@cam.ac.uk; ld389@cam.ac.uk Abstract allow us to fine-tune the lattice parameter and
thus control the partitioning of macromolecules
within the frameworks, embed responsive mo-
tifs that can induce isothermal disassembly, and
include chemical moieties to capture target pro-
teins specifically and reversibly. The reliable preparation of functional, ordered,
nanostructured frameworks would be a game
changer for many emerging technologies, from
energy storage to nanomedicine. Underpinned
by the excellent molecular recognition of nu-
cleic acids, along with their facile synthesis and
breadth of available functionalizations, DNA
Nanotechnology is widely acknowledged as a
prime route for the rational design of nanostruc-
tured materials. Yet, the preparation of crys-
talline DNA frameworks with programmable
structure and functionality remains a challenge. Here we demonstrate the potential of sim-
ple amphiphilic DNA motifs, dubbed C-stars,
as a versatile platform for the design of pro-
grammable DNA crystals. In contrast to all-
DNA materials, in which structure depends on
the precise molecular details of individual build-
ing blocks, the self-assembly of C-stars is con-
trolled uniquely by their topology and symme-
try. Exploiting this robust self-assembly prin-
ciple we design a range of topologically iden-
tical, but structurally and chemically distinct
C-stars that following a one-pot reaction self-
assemble into highly porous, functional, crys-
talline frameworks. Simple design variations Introduction a, C-stars
are composed of 4 core-forming oligonucleotides
(blue) and 4 cholesterol-functionalized strands
(orange). b, Slow cooling of C-star sam-
ples leads to the formation of single crystals. Scale bar 30 µm. c, Topology-preserving mod-
ifications include; (i) controlling arm length,
(ii) inclusion of functional groups, here nitrilo-
triacetic acid (NTA), (iii) inclusion of DNA
strand-displacement motifs. Here we demonstrate how a platform based
on newly introduced amphiphilic DNA nanos-
tructures, dubbed C-stars,32 can overcome the
aforementioned limitations, offering a one-pot
route for the formation of highly porous, bulk
crystalline mesophases able to robustly support
changes in structure and functionality. Rather
than depending on the fine geometrical details
of the building blocks, the crystal structure
of C-star frameworks is prescribed solely by
the topology and symmetry of the amphiphilic
DNA motifs.32 We exploit this unique feature
to produce a range of topology-preserving C-
star designs forming a variety of frameworks
with distinct structure and functionalities that
nevertheless share the same crystal geometry. We can precisely and continuously tune lattice
parameter and framework mesh size, which al-
lows us to control the partitioning of a range of Introduction gles have been shown to form diffracting single
crystals with a remarkable ∼4Å resolution, and
overall dimensions exceeding 100 µm.20 How-
ever, the compact geometry and rigidity of
these building blocks, and the required bond
directionality, places substantial limits on the
accessible rage of free volume, lattice param-
eters, and the possibility of embedding bulky
responsive motifs.20,28 Approaches based on
DNA “origami’ and single-stranded (ss) DNA
“bricks”, can produce 3D architectures of arbi-
trary shape, which are however very compact,
limiting diffusion of solutes and leaving little
space to incorporate active elements or molecu-
lar cargo.17–19,29,30 An exception is represented
by open origami frameworks18 and by the re-
cently introduced origami-based tenesegrity tri-
angles that form a scaled-up version of the
analogous nanoscale lattices,20,28 enabling the
incorporation of nanoparticles.31 In all cases,
the complexity of origami requires cumbersome
sample preparation protocols leading to low
yields and high costs. Furthermore, as for wire-
frame DNA lattices,29 these approaches have
not yet been shown to produce periodic arrays
over macroscopic lengthscales. Here we demonstrate how a platform based
on newly introduced amphiphilic DNA nanos-
tructures, dubbed C-stars,32 can overcome the
aforementioned limitations, offering a one-pot
route for the formation of highly porous, bulk
crystalline mesophases able to robustly support
changes in structure and functionality. Rather
than depending on the fine geometrical details
of the building blocks, the crystal structure
of C-star frameworks is prescribed solely by
the topology and symmetry of the amphiphilic
DNA motifs.32 We exploit this unique feature
to produce a range of topology-preserving C-
star designs forming a variety of frameworks
with distinct structure and functionalities that
nevertheless share the same crystal geometry. We can precisely and continuously tune lattice
parameter and framework mesh size, which al-
lows us to control the partitioning of a range of : NTA
c
a
chol
b
l
14bp
7-37bp
i
iii
ii
Figure 1:
Topology preserving modifi-
cations in amphiphilic C-stars. a, C-stars
are composed of 4 core-forming oligonucleotides
(blue) and 4 cholesterol-functionalized strands
(orange). b, Slow cooling of C-star sam-
ples leads to the formation of single crystals. Scale bar 30 µm. c, Topology-preserving mod-
ifications include; (i) controlling arm length,
(ii) inclusion of functional groups, here nitrilo-
triacetic acid (NTA), (iii) inclusion of DNA
strand-displacement motifs. a
chol
b : NTA
c
l
14bp
7-37bp
i
iii
ii a c ii Figure 1:
Topology preserving modifi-
cations in amphiphilic C-stars. Introduction The production of functional crystalline frame-
works is arguably the ultimate goal of DNA
nanotechnology, and surely one of its most ap-
plicable outcomes.1,2 Methodologies have been
developed to create a variety of DNA-based ar-
rays with high spatial resolution in 1D3–6 and
2D,6–16 and a number of routes exists to ex-
tend geometrical control to the third dimen-
sion.6,15–20
None of the available approaches,
however, has been able provide a general route
for the preparation of 3D DNA frameworks
that combine high porosity, embedded func-
tionality, robustness to design changes, and the
ability to retain local order over large length-
scales. Frameworks with these characteristics
would enable the production of programmable
materials in which functional macromolecules,
quantum dots, fluorophores, or non-structural
DNA motifs are precisely arranged in space, 1 macromolecules. Building blocks tagged with
a ligand form frameworks that can specifically
and reversibly entrap a target protein, while
the use of C-stars modified with a responsive
DNA motif leads to triggered disassembly of the
frameworks. Furthermore, the resilience of the
self-assembly mechanism of C-stars makes crys-
tallization robust to low-ionic strength condi-
tions and to the use of unpurified components. revolutionizing areas of advanced technology in-
cluding energy storage,21,22 photonics,23 sens-
ing,24–26 and molecular sieving.27 g,
a d
o ecu a s ev
g
Building units in the form of tensegrity trian-
gles have been shown to form diffracting single
crystals with a remarkable ∼4Å resolution, and
overall dimensions exceeding 100 µm.20 How-
ever, the compact geometry and rigidity of
these building blocks, and the required bond
directionality, places substantial limits on the
accessible rage of free volume, lattice param-
eters, and the possibility of embedding bulky
responsive motifs.20,28 Approaches based on
DNA “origami’ and single-stranded (ss) DNA
“bricks”, can produce 3D architectures of arbi-
trary shape, which are however very compact,
limiting diffusion of solutes and leaving little
space to incorporate active elements or molecu-
lar cargo.17–19,29,30 An exception is represented
by open origami frameworks18 and by the re-
cently introduced origami-based tenesegrity tri-
angles that form a scaled-up version of the
analogous nanoscale lattices,20,28 enabling the
incorporation of nanoparticles.31 In all cases,
the complexity of origami requires cumbersome
sample preparation protocols leading to low
yields and high costs. Furthermore, as for wire-
frame DNA lattices,29 these approaches have
not yet been shown to produce periodic arrays
over macroscopic lengthscales. Topology-preserving modifications
of C-star motifs C-stars are simple amphiphilic motifs based
on DNA nanostars,33–35 composed of 4 core-
forming oligonucleotides and 4 cholesterol-
functionalized strands (Fig. 1a).32 Slow cooling
of a stoichiometric mixture of these compo-
nents leads to the self-assembly of macroscopic
single crystals in a straightforward one-pot re- 2 action (Fig. 1b).32 In contrast to approaches
reliant on Watson-Crick and/or stacking inter-
actions alone,20,28,29,31 where a successful self-
assembly requires the fine tuning of the building
block geometry with atomic resolution, in C-
star frameworks long-range order emerges from
the frustrated phase separation between the hy-
drophobic cholesterol and the hydrophilic DNA. This mechanism is controlled uniquely by the
topology and symmetry of the flexible nanos-
tar motif,32 which makes C-star self-assembly
potentially robust against substantial design
changes that preserve these features. To challenge this hypothesis we designed a
range of structurally and chemically distinct
C-star sub-units which share the same 4-arm
topology.32 The investigated design variations
are presented schematically in Fig. 1c, and
include: (i) a range of C-stars with different
arm length designed to program the lattice
parameter of the frameworks; (ii) a C-star
modified with a chemical group to specifically
capture and reversibly release target proteins;
(iii) a C-star modified with a responsive DNA
strand-displacement motif which can be trig-
gered to induce isothermal dissolution of the
frameworks. action (Fig. 1b).32 In contrast to approaches
reliant on Watson-Crick and/or stacking inter-
actions alone,20,28,29,31 where a successful self-
assembly requires the fine tuning of the building
block geometry with atomic resolution, in C-
star frameworks long-range order emerges from
the frustrated phase separation between the hy-
drophobic cholesterol and the hydrophilic DNA. This mechanism is controlled uniquely by the
topology and symmetry of the flexible nanos-
tar motif,32 which makes C-star self-assembly
potentially robust against substantial design
changes that preserve these features. electrophoretic migration distance Rf decreases
linearly with l in the range 24-51 bp, deviating
for l = 21 bp. A consistent trend is observed
in the mean hydrodynamic diameter ⟨Dh⟩mea-
sured by DLS, increasing with l. For C-star samples with l = 21-42 bp we ob-
serve the formation of equilibrium single crys-
tals that, irrespective of arm length, feature
a rhombic dodecahedral geometry consistent
with an underlying cubic symmetry (Fig. 2b,
left).36 The relationship between the C-star
arm length and the microscopic structure of the
self-assembled aggregates was investigated by
Small Angle X-ray Scattering (SAXS). Topology-preserving modifications
of C-star motifs Diffrac-
tion profiles obtained from “powder” samples,
featuring dense packings of individual crystals
demonstrate that all C-star samples exhibiting
polyhedral aggregates adopt a
body centred-
cubic (BCC) unit cell (Fig. 2b, centre and
right). Consistent with a crystal geometry in-
dependent on arm length, the measured lattice
parameter a increases linearly with l, matching
very closely the predicted value at (Fig. 2c). We estimate at through a simple geometrical
model, where C-star arms are modelled as rigid
rods of length equal to dbpl (dbp = 3.4 Å/bp)
and the cholesterol-rich cores are approximated
to spheres of radius rmici = 30.3 Å, in very good
agreement with the previously estimated value
for l = 28 C-stars32 To challenge this hypothesis we designed a
range of structurally and chemically distinct
C-star sub-units which share the same 4-arm
topology.32 The investigated design variations
are presented schematically in Fig. 1c, and
include: (i) a range of C-stars with different
arm length designed to program the lattice
parameter of the frameworks; (ii) a C-star
modified with a chemical group to specifically
capture and reversibly release target proteins;
(iii) a C-star modified with a responsive DNA
strand-displacement motif which can be trig-
gered to induce isothermal dissolution of the
frameworks. Tuning lattice parameter The observed range of viable
arm lengths translates into lattice parameters
spanning from 18.4 nm to 30.6 nm, reaching a
maximum size well above what is achievable 3 l = 24bp
a = 201 Å
l = 28bp
a = 232 Å
l = 31bp
a = 242 Å
l = 35bp
a = 267 Å
l = 39bp
a = 286 Å
l = 42bp
a = 306 Å
l = 51bp
Scattering vector, q (Å-1)
0.02
0.06
0.1
log(scattering intensity)
Increasing arm length, l
l = 21bp
a = 184 Å
b
a
dbpl
a
rmici
e
d
l (bp)
16
20
12
0.58
0.66
30
40
50
20
<Dh> (nm)
Rf
8
0.5
a
30
40
50
20
200
250
300
350
400
a (Å)
c
l (bp)
Figure 2:
Controlling lattice parameter in C-star crystals. a, Structural characterization
of individual nanostars lacking cholesterol functionalization. Increasing l leads to lower migration
distance Rf and larger mean hydrodynamic diameter ⟨Dh⟩. b, (left) Bright field images show
rhombic-dodecahedral single crystals for l = 21-42 bp, and spherical aggregates for l = 51 bp. Scale
bars are 10 µm. SAXS powder diffraction patterns reveal that C-stars with arm length l = 21-42 bp
form BCC crystalline phases. (Centre) 2D diffraction patterns. (Right) Radially-averaged profiles. Red lines mark best fit to Bragg peaks of a BCC lattice. C-stars with l = 51 bp (bottom) form an
amorphous phase. c, Measured lattice parameter increases with l, and closely follows the expected
value from geometrical arguments (dashed line). Blue circles indicate conventional C-stars, the
green diamond the responsive design (Fig. 6). d, Plausible arrangement of C-stars in a BCC unit
cell.32 e, Abstracted view of unit cell. Here, solid blue lines represent DNA duplexes and red spheres
represent micelles. For ease of visualization, only 2 nanostars are shown. l (bp)
16
20
12
0.58
0.66
30
40
50
20
<Dh> (nm)
Rf
8
0.5
a b a Increasing arm length, l 30
40
50
20
200
250
300
350
400
a (Å)
c
l (bp) c dbpl
a
rmici
e a
d d e Scattering vector, q (Å-1)
0.06
0.1 Figure 2:
Controlling lattice parameter in C-star crystals. a, Structural characterization
of individual nanostars lacking cholesterol functionalization. Increasing l leads to lower migration
distance Rf and larger mean hydrodynamic diameter ⟨Dh⟩. Tuning lattice parameter at = 4
√
5(dbpl + rmici). (1) While retaining the same 4-arm topology shown
in Fig. 1a, we vary nanostar arm length l be-
tween 21 and 51 base-pairs (bp). l is controlled
by changing the length of the core-forming
strands while keeping that of the choles-
terolized strand fixed, as shown in Fig. 1c(i). Correct folding of individual nanostar motifs
was confirmed by Agarose Gel Electrophoresis
(AGE) and Dynamic Light Scattering (DLS),
using soluble building blocks in which the
cholesterol-modified strands were replaced by
non-functionalized ones of identical sequence. AGE produces single sharp bands for arm
lengths of 24-51 bp, while nanostructures with
l = 21 give rise to a more smeared band, indi-
cating that such small junctions are not indi-
vidually stable in running buffer (see Fig. S1
in SI). Fig. 2a demonstrates how the relative (1) The prefactor in Eq. 1 is derived from the
hypothesized arrangement of C-stars in the
unit cell, where each BCC site is occupied
by a hydrophobic core featuring 12 choles-
terol molecules, linked by C-Stars as shown
in Fig. 2d32 and abstracted in Fig. 2e. A more
detailed discussion of the derivation of Eq. 1 can
be found in the SI (see Fig. S2). Despite being
individually unstable, C-stars with l = 21 bp
form a stable crystalline phase, demonstrat-
ing how collective interactions further stabilize
the DNA motifs. The observed range of viable
arm lengths translates into lattice parameters
spanning from 18.4 nm to 30.6 nm, reaching a
maximum size well above what is achievable The prefactor in Eq. 1 is derived from the
hypothesized arrangement of C-stars in the
unit cell, where each BCC site is occupied
by a hydrophobic core featuring 12 choles-
terol molecules, linked by C-Stars as shown
in Fig. 2d32 and abstracted in Fig. 2e. A more
detailed discussion of the derivation of Eq. 1 can
be found in the SI (see Fig. S2). Despite being
individually unstable, C-stars with l = 21 bp
form a stable crystalline phase, demonstrat-
ing how collective interactions further stabilize
the DNA motifs. Tuning lattice parameter b, (left) Bright field images show
rhombic-dodecahedral single crystals for l = 21-42 bp, and spherical aggregates for l = 51 bp. Scale
bars are 10 µm. SAXS powder diffraction patterns reveal that C-stars with arm length l = 21-42 bp
form BCC crystalline phases. (Centre) 2D diffraction patterns. (Right) Radially-averaged profiles. Red lines mark best fit to Bragg peaks of a BCC lattice. C-stars with l = 51 bp (bottom) form an
amorphous phase. c, Measured lattice parameter increases with l, and closely follows the expected
value from geometrical arguments (dashed line). Blue circles indicate conventional C-stars, the
green diamond the responsive design (Fig. 6). d, Plausible arrangement of C-stars in a BCC unit
cell.32 e, Abstracted view of unit cell. Here, solid blue lines represent DNA duplexes and red spheres
represent micelles. For ease of visualization, only 2 nanostars are shown. with simple all DNA motifs.20,28
Relative peak heights in Fig. 2b gradually
change as arm length is increased, implying
a change in the electron density distribution
within the BCC unit cell. This is to be expected
as an increase in l results in a greater fraction
of the total material being located within the
nanostar arms rather than elsewhere. specificity of hydrophobic interactions that,
along with the free swivelling motion of the
cholesterol moieties, relax any constraints on
the rotational orientation of individual C-stars. Despite limiting diffraction resolution, this in-
herent flexibility and rotational degeneracy is
the primary cause underlying the insensitivity
of C-star self-assembly to fine features, which
ultimately enables the design versatility dis-
cussed in this paper. Relative peak heights in Fig. 2b gradually
change as arm length is increased, implying
a change in the electron density distribution
within the BCC unit cell. This is to be expected
as an increase in l results in a greater fraction
of the total material being located within the
nanostar arms rather than elsewhere. The diffraction resolution of C-star frameworks
reaches 4 nm, and is limited by the intrinsic
flexibility of the nanostar motifs and the non- Samples with l = 51 bp display no crystallinity, 4 forming instead an amorphous phase (Fig. 2b). Tuning molecular partitioning The conservation of crystal geometry for C-
stars with widely different arm length of-
fers a powerful route for the preparation
of nanoporous materials with programmable
porosity,
which
we
characterize
by
deter-
mining the degree of penetration of various
(macro)molecular probes within the crystals. We chose a variety of fluorescent probes to
cover a broad range of molecular weight, hy-
drodynamic size, hydrophobicity, and chemical
nature, including sodium fluorescein (FAM),
fluorescein-modified
dextrans
(3kDa
DXT-
FAM, 10kDa DXT-FAM), rhodamine B, re-
combinant green fluorescent protein (rGFP),
and fluorescently labelled streptavidin (SAv-
A647). Crystals were soaked in solutions con-
taining the (macro)molecules, and their pene-
tration was determined by extracting the ratio
ξ = Iinternal/Iexternal between the fluorescence
intensity measured inside and outside the crys-
tals from confocal micrographs. The conservation of crystal geometry for C-
stars with widely different arm length of-
fers a powerful route for the preparation
of nanoporous materials with programmable
porosity,
which
we
characterize
by
deter-
mining the degree of penetration of various
(macro)molecular probes within the crystals. We chose a variety of fluorescent probes to
cover a broad range of molecular weight, hy-
drodynamic size, hydrophobicity, and chemical
nature, including sodium fluorescein (FAM),
fluorescein-modified
dextrans
(3kDa
DXT-
FAM, 10kDa DXT-FAM), rhodamine B, re-
combinant green fluorescent protein (rGFP),
and fluorescently labelled streptavidin (SAv-
A647). Crystals were soaked in solutions con-
taining the (macro)molecules, and their pene-
tration was determined by extracting the ratio
ξ = Iinternal/Iexternal between the fluorescence
intensity measured inside and outside the crys-
tals from confocal micrographs. Tuning lattice parameter Blue lines mark best fit to
Bragg peaks of a secondary BCC phase with
lattice parameter a2. Scale bars 10 µm. Tuning lattice parameter We ascribe this behavior to the increased flex-
ibility of the longer DNA arms, which may be
too pliant to sustain a rigid network.34 phase with lattice parameter identical to the
one found in higher ionic-strength conditions,
when reducing sodium concentration we ob-
serve the emergence of a secondary BCC phase
with slightly expanded lattice parameter. We
hypothesize that the secondary phase may ap-
pear due to conformational changes of the
nanostar junction following reduced electro-
static screening.35,37–41 log(scattering intensity)
0.06
0.1
TE, 100 mM NaCl
a = 232 Å
a2 = 242 Å
TE, 200 mM NaCl
a = 232 Å
a2 = 241 Å
PBS
a = 232 Å
a2 = 244 Å
Scattering vector, q (Å-1)
Figure 3:
Self-assembly at low ionic
strength. (left) Bright field images show
rhombic-dodecahedral single crystals formed
by l = 28 bp C-stars in low ionic strength
buffers. (centre) 2D diffraction patterns. (right) Radially-averaged profiles. Red lines
mark the best fit to the Bragg peaks of a BCC
lattice with identical lattice parameter as for
the frameworks formed by l = 28 bp C-stars in
300 mM NaCl (2b). Blue lines mark best fit to
Bragg peaks of a secondary BCC phase with
lattice parameter a2. Scale bars 10 µm. log(scattering intensity)
0.06
0.1
TE, 100 mM NaCl
a = 232 Å
a2 = 242 Å
TE, 200 mM NaCl
a = 232 Å
a2 = 241 Å
PBS
a = 232 Å
a2 = 244 Å
Scattering vector, q (Å-1) log(scattering intensity) log(scattering intensit The robustness of C-star self-assembly also re-
laxes the strict need for using highly puri-
fied DNA oligonucleotides, which is standard
in most DNA nanotechnology preparations. All but the cholesterol functionalized oligonu-
cleotides in our experiments are purified (by
the manufacturer) via conventional desalting,
significantly reducing costs compared to purifi-
cation steps based on High-Performance Liquid
Chromatography or Polyacrylamide Gel Elec-
trophoresis. log(scattering i Scattering vector, q (Å-1) Figure 3:
Self-assembly at low ionic
strength. (left) Bright field images show
rhombic-dodecahedral single crystals formed
by l = 28 bp C-stars in low ionic strength
buffers. (centre) 2D diffraction patterns. (right) Radially-averaged profiles. Red lines
mark the best fit to the Bragg peaks of a BCC
lattice with identical lattice parameter as for
the frameworks formed by l = 28 bp C-stars in
300 mM NaCl (2b). Self-assembly at low ionic strength. FAM
FAM+SAv-A647
3kDa DXT-FAM
10kDa DXT-FAM
SAv-A647
rGFP
Arm length (bp)
35
30
40
25
ξ = Internal/IExternal
0.2
0.4
0.6
0.8
b
28
35
42
24
ξFAM/ξ FAM+SAv-A647
1
1.1
Arm length (bp)
35
30
40
25
d
28
35
42
24
c
a FAM
FAM+SAv-A647
3kDa DXT-FAM
10kDa DXT-FAM
SAv-A647
rGFP
Arm length (bp)
35
30
40
25
ξ = Internal/IExternal
0.2
0.4
0.6
0.8
a ξFAM/ξ FAM+SAv-A647
1
1.1
Arm length (bp)
35
30
40
25
c a d Figure 4:
Controllable porosity and macromolecular partitioning in C-star networks. The following fluorescent probes were tested: sodium fluorescein (FAM), fluorescein-labelled 3kDa
dextran (3kDa DXT-FAM), fluorescein-labelled 10kDa dextran (10kDa DXT-FAM), recombinant
GFP (rGFP), Alexa647-labelled streptavidin (SAv-A647). a, Probe penetration was assessed by
confocal microscopy, by measuring the ratio ξ between the mean fluorescence levels inside and
outside individual crystals soaked in solutions containing the probes. The grey band marks the
level of background signal. b, Confocal micrographs of representative samples. c, Ratio between
the ξ-values measured for FAM in pristine crystals and crystals previously incubated with SAv-
A647. d, Confocal micrographs of crystals soaked in rhodamine B. All scale bars are 10 µm. pore size, we added FAM to each of the samples
previously exposed to SAv. As shown in Fig. 4a
(bi-color symbols), and further highlighted in
Fig. 4c, C-stars with l = 35 and 42 bp show a
decrease in the ξ measured for FAM in crystals
with SAv in comparison to crystals not soaked
in streptavidin - a clear proof that the bulky
protein is excluding a fraction of the available
free volume to fluorescein. For samples with
l = 24 and 28 bp, no change in ξ is observed,
confirming that streptavidin does not penetrate
these frameworks. Note that SAv displays an
affinity for the surface of the crystals and coats
them even in conditions in which the mesh size
is too small to allow penetration (Fig. 4b). The
affinity is likely due to hydrophobic patches on
the proteins. As expected, larger molecular weight leads to
lower penetration for a fixed l. Self-assembly at low ionic strength. Due to the low packing density of C-star frame-
works, self-assembly does not require the high
cation concentration or divalent ions needed
for compact DNA crystals and origami.20,28,31
When not stated otherwise, all experiments
were performed with a sodium concentration
of 300 mM and no divalent ions. In Fig. 3
we show that crystallization is robust even
at lower monovalent salt concentration, with
well defined single crystals observed in 200 mM,
100 mM NaCl, and in physiological phosphate
buffered saline (PBS). In all cases,
SAXS
demonstrates unchanged crystal symmetry and
scattering resolution compared with samples
prepared in 300 mM NaCl. Besides the BCC Due to the low packing density of C-star frame-
works, self-assembly does not require the high
cation concentration or divalent ions needed
for compact DNA crystals and origami.20,28,31 Macromolecule partitioning is clearly depen-
dant on l, as shown by Fig. 4a,b, with all of the
hydrophilic probes trialled, namely FAM, DXT
FAM and rGFP, following the trend of longer
arm length leading to increased penetration. 5 FAM
FAM+SAv-A647
3kDa DXT-FAM
10kDa DXT-FAM
SAv-A647
rGFP
Arm length (bp)
35
30
40
25
ξ = Internal/IExternal
0.2
0.4
0.6
0.8
b
28
35
42
24
ξFAM/ξ FAM+SAv-A647
1
1.1
Arm length (bp)
35
30
40
25
d
28
35
42
24
c
a
Figure 4:
Controllable porosity and macromolecular partitioning in C-star networks. The following fluorescent probes were tested: sodium fluorescein (FAM), fluorescein-labelled 3kDa
dextran (3kDa DXT-FAM), fluorescein-labelled 10kDa dextran (10kDa DXT-FAM), recombinant
GFP (rGFP), Alexa647-labelled streptavidin (SAv-A647). a, Probe penetration was assessed by
confocal microscopy, by measuring the ratio ξ between the mean fluorescence levels inside and
outside individual crystals soaked in solutions containing the probes. The grey band marks the
level of background signal. b, Confocal micrographs of representative samples. c, Ratio between
the ξ-values measured for FAM in pristine crystals and crystals previously incubated with SAv-
A647. d, Confocal micrographs of crystals soaked in rhodamine B. All scale bars are 10 µm. Specific and reversible entrapment
of a target protein p
p
of a target protein
Although non-specific entrapment of functional
proteins has been successfully demonstrated in
all-DNA 3D crystals,43 site specific positioning
has been achieved only in 2D DNA architec-
tures.44–46 Owing to their controllable porosity
and resilience to changes in building-block de-
sign, C-star frameworks offer an attractive plat-
form for site-selective entrapment of functional
macromolecules, including proteins, in 3D. Fol-
lowing the strategy applied for 2D nanostruc-
tures,44–46 to obtain protein-binding capability
in 3D frameworks we designed a C-star variant
with l = 28, in which one arm was modified
to host a nitrilotriacetic acid (NTA) molecule
(see Fig. 1c(ii)). When charged with Ni2+ ions,
NTA can specifically bind recombinant proteins
featuring poly-histidine residues (His-tags). As shown in Fig. 5a, NTA-functionalized C-
stars form macroscopic single crystals visually
similar to their non-functional counterparts. Confocal microscopy demonstrates that N-
terminal poly-histidine tagged rGFP (rGFPH)
strongly partitions within crystals previously
washed with a NiCl2 solution. Control exper-
iments show that samples lacking either NTA
functionalization, NiCl2 or protein exhibit no
fluorescence signal under identical imaging con-
ditions. Additionally, no fluorescence signal was
detected when performing the experiment us-
ing a protein lacking the His-tag (rGFP), fully
demonstrating the specificity of the partition-
ing. Fig. 5b shows that protein entrapment
can be controllably reversed by incubating the
crystals loaded with rGFPH with the chelating
agent ethylenediaminetetraacetic acid (EDTA),
which strips the nickel from the NTA. The pro-
tein can again be captured upon removal of
EDTA and addition of new NiCl2. Diffraction
patterns obtained from non-treated NTA C-star
frameworks (Fig. 5c) and from those treated
with Ni and loaded with rGFPH (Fig. 5d) show
the same BCC symmetry and identical lattice
parameter as the inert C-star design with the
same arm length, demonstrating that neither Although non-specific entrapment of functional
proteins has been successfully demonstrated in
all-DNA 3D crystals,43 site specific positioning
has been achieved only in 2D DNA architec-
tures.44–46 Owing to their controllable porosity
and resilience to changes in building-block de-
sign, C-star frameworks offer an attractive plat-
form for site-selective entrapment of functional
macromolecules, including proteins, in 3D. Fol-
lowing the strategy applied for 2D nanostruc-
tures,44–46 to obtain protein-binding capability
in 3D frameworks we designed a C-star variant
with l = 28, in which one arm was modified
to host a nitrilotriacetic acid (NTA) molecule
(see Fig. 1c(ii)). Self-assembly at low ionic strength. In-
sets and scale bars as for a. c, SAXS diffraction
patterns of NTA functionalized C-star frame-
works. Modified networks adopt the same BCC
lattice as inert C-stars. d, After treating with
rGFPH the structure of NTA C-star aggregates
remains the same. For c and d, red lines in-
dicate the best fit to Bragg peaks of a BCC
lattice. 0
20
40
a
IFluo
10
30
- NTA
- Ni2+
- rGFP
- NTA
- Ni2+
+ rGFPH
- NTA
+ Ni2+
+ rGFPH
+ NTA
- Ni2+
- rGFP
+ NTA
- Ni2+
+ rGFPH
+ NTA
+ Ni2+
+ rGFPH
+ NTA
+ Ni2+
+ rGFP a Self-assembly at low ionic strength. The pene-
tration coefficient of fluorescein can be used
to estimate the accessible free volume of the
framework as discussed in Ref.32 For l = 42 bp
the fraction of free volume reaches 85%, a value
well above what can be reached with alter-
native nanoscale DNA building blocks28 and
that compares favourably even against ultra-
high porosity metal-organic frameworks.42 g
p
y
g
Large SAv molecules are completely excluded
from frameworks with l = 24 and 28 bp, for
which ξ values are not significantly higher than
the measured background, indicating no load-
ing into crystals. A sharp penetration transi-
tion is then observed upon increasing l to 35
and 42 bp, which produce similar values of ξ. This indicates that the pores in the l = 24 and
28 bp crystals are too small to accommodate
the rather bulky protein, whereas the larger
pores of the l = 35 and 42 bp crystals can. As an additional check to show that SAv was
completely excluded from crystals with smaller Rhodamine B, a small hydrophobic molecule,
was observed to strongly partition within the
crystals regardless of arm length, likely due to
an affinity for the cholesterol-rich cores, as is
clearly visible in Fig. 4d. 6 c
d
log(scattering intensity)
Scattering vector, q (Å-1)
0.04
0.08
0.12
0.04
0.08
0.12
0
20
40
a
IFluo
10
30
- NTA
- Ni2+
- rGFP
- NTA
- Ni2+
+ rGFPH
- NTA
+ Ni2+
+ rGFPH
+ NTA
- Ni2+
- rGFP
+ NTA
- Ni2+
+ rGFPH
+ NTA
+ Ni2+
+ rGFPH
0
10
20
30
40
b
IFluo
+ EDTA
- Ni2+
- rGFPH
- EDTA
+ Ni2+
+ rGFPH
+ EDTA
- Ni2+
- rGFPH
- EDTA
+ Ni2+
+ rGFPH
+ NTA
+ Ni2+
+ rGFP
Figure 5:
Specific and reversible binding
of a target protein. a, Binding of N-terminal
6× histidine tagged rGFP (rGFPH) and rGFP
lacking a histidine tag (rGFP) to inert and ni-
trilotriacetic acid (NTA) functionalized crystals
was assessed by measuring the mean fluores-
cence intensity within crystals, IFluo, from con-
focal micrographs. Insets show combined bright
field (top half) and fluorescent (bottom half)
micrographs of representative crystals. Scale
bars 10 µm. b, Reversibility of rGFPH bind-
ing to NTA functionalized crystals upon addi-
tion and removal of a competing chelating agent
demonstrated through confocal microscopy. Specific and reversible entrapment
of a target protein When charged with Ni2+ ions,
NTA can specifically bind recombinant proteins
featuring poly-histidine residues (His-tags). c
d
log(scattering intensity)
Scattering vector, q (Å-1)
0.04
0.08
0.12
0.04
0.08
0.12
0
10
20
30
40
b
IFluo
+ EDTA
- Ni2+
- rGFPH
- EDTA
+ Ni2+
+ rGFPH
+ EDTA
- Ni2+
- rGFPH
- EDTA
+ Ni2+
+ rGFPH b c
d
log(scattering intensity)
Scattering vector, q (Å-1)
0.04
0.08
0.12
0.04
0.08
0.12 g p y
(
g )
As shown in Fig. 5a, NTA-functionalized C-
stars form macroscopic single crystals visually
similar to their non-functional counterparts. Confocal microscopy demonstrates that N-
terminal poly-histidine tagged rGFP (rGFPH)
strongly partitions within crystals previously
washed with a NiCl2 solution. Control exper-
iments show that samples lacking either NTA
functionalization, NiCl2 or protein exhibit no
fluorescence signal under identical imaging con-
ditions. Additionally, no fluorescence signal was
detected when performing the experiment us-
ing a protein lacking the His-tag (rGFP), fully
demonstrating the specificity of the partition-
ing. Fig. 5b shows that protein entrapment
can be controllably reversed by incubating the
crystals loaded with rGFPH with the chelating
agent ethylenediaminetetraacetic acid (EDTA),
which strips the nickel from the NTA. The pro-
tein can again be captured upon removal of
EDTA and addition of new NiCl2. Diffraction
patterns obtained from non-treated NTA C-star
frameworks (Fig. 5c) and from those treated
with Ni and loaded with rGFPH (Fig. 5d) show
the same BCC symmetry and identical lattice
parameter as the inert C-star design with the
same arm length, demonstrating that neither
including the NTA moiety nor trapping the
protein affect the microstructure of the frame- Figure 5:
Specific and reversible binding
of a target protein. a, Binding of N-terminal
6× histidine tagged rGFP (rGFPH) and rGFP
lacking a histidine tag (rGFP) to inert and ni-
trilotriacetic acid (NTA) functionalized crystals
was assessed by measuring the mean fluores-
cence intensity within crystals, IFluo, from con-
focal micrographs. Insets show combined bright
field (top half) and fluorescent (bottom half)
micrographs of representative crystals. Scale
bars 10 µm. b, Reversibility of rGFPH bind-
ing to NTA functionalized crystals upon addi-
tion and removal of a competing chelating agent
demonstrated through confocal microscopy. In-
sets and scale bars as for a. c, SAXS diffraction
patterns of NTA functionalized C-star frame-
works. Modified networks adopt the same BCC
lattice as inert C-stars. Isothermal dissociation of C-star
crystals by strand displacement To further demonstrate the robustness of C-
star self-assembly to topology-preserving design
changes, we produced a C-star variant featur-
ing a responsive motif. Relying on toehold-
mediated strand displacement,47 we can in-
duce the isothermal melting of these modi-
fied C-star frameworks upon exposure to a
trigger oligonucleotide.48,49 The potential of
strand displacement reactions as a means of
controlling structural rearrangements in ma-
terials has been demonstrated in arrays of
DNA-functionalized gold nanoparticles,50 col-
loids,48 and liposomes.51 However, previous
attempts to program a triggered response in
all-DNA crystals have been limited to the graft-
ing/displacement of fluorescent DNA oligos,
producing color changes but no structural re-
sponse.52 Trigger-induced
isothermal
melting
of
the
frameworks is demonstrated by direct visu-
alization of the aggregates, which rapidly dis-
solve upon exposure to the trigger (time series
in Fig. 6b). The same process, is tracked by
SAXS, where we observe progressive loss of
crystalline order, demonstrated by the broad-
ening first, and then disappearance of the BCC
Bragg peaks (Fig. 6c). Specific and reversible entrapment
of a target protein d, After treating with
rGFPH the structure of NTA C-star aggregates
remains the same. For c and d, red lines in-
dicate the best fit to Bragg peaks of a BCC
lattice. Figure 5:
Specific and reversible binding
of a target protein. a, Binding of N-terminal
6× histidine tagged rGFP (rGFPH) and rGFP
lacking a histidine tag (rGFP) to inert and ni-
trilotriacetic acid (NTA) functionalized crystals
was assessed by measuring the mean fluores-
cence intensity within crystals, IFluo, from con-
focal micrographs. Insets show combined bright
field (top half) and fluorescent (bottom half)
micrographs of representative crystals. Scale
bars 10 µm. b, Reversibility of rGFPH bind-
ing to NTA functionalized crystals upon addi-
tion and removal of a competing chelating agent
demonstrated through confocal microscopy. In-
sets and scale bars as for a. c, SAXS diffraction
patterns of NTA functionalized C-star frame-
works. Modified networks adopt the same BCC
lattice as inert C-stars. d, After treating with
rGFPH the structure of NTA C-star aggregates
remains the same. For c and d, red lines in-
dicate the best fit to Bragg peaks of a BCC
lattice. 7 works. is a 6-base ssDNA dangle one-quarter of the
way along the arm. Remarkably, even with
these substantial changes, the system retains
the same BCC crystalline symmetry of conven-
tional C-stars, as demonstrated by SAXS (black
trace, Fig. 6c). The measured lattice parame-
ter, reaching a = 34.2 nm, further extends the
range demonstrated with inert C-stars, while
being equally well predicted by Eq. 1 (green di-
amond in Fig. 2c), confirming that the crystal
structure is fully conserved. Isothermal dissociation of C-star
crystals by strand displacement Conclusions Figure 6a shows a schematic of the imple-
mented strand displacement mechanism, lead-
ing to dissolution of the C-star network. This
C-star variant is designed such that the core
strands (blue in Fig. 6a) are not bound di-
rectly to the cholesterol-functionalized strands
(orange in Fig. 6a). Instead, a bridge strand
(green in Fig. 6a) connects the nanostar core to
the cholesterolized strands, while presenting a
dangling 6 nucleotide toe-hold. Upon the addi-
tion of the trigger strand (red in Fig. 6a), which
is fully complementary to the bridge strand, the
core and cholesterolized strands are displaced
leaving cholesterol-DNA micelles, free nanos-
tars, and a double stranded waste product com-
posed of the fully hybridized trigger and bridge
strands (bottom-left panel, Fig. 6a). The cor-
rect functionality of the triggered disassembly
mechanism was demonstrated in freely diffus-
ing nanostars using DLS and a fluorescence
quenching assay (see SI text and Fig. S3). The incorporation of the strand displacement
motif leads to two key changes in the struc-
ture of C-stars, compared to the conventional
design. Namely, two nicks are present in the
arm-forming duplex rather than one, and there In summary, we introduced a novel approach
for the preparation of 3D crystalline frame-
works with pre-designed structural features
and embedded responsiveness, programmable
through straightforward design variations. The
flexibility of our approach derives from the self-
assembly mechanism of amphiphilic C-stars,
in which network geometry depends on the
general topology and symmetry of DNA mo-
tifs, rather than on high-resolution molecular
details. This feature enables unprecedented
design freedom, that we exploit to produce a
set of geometrically identical frameworks with
finely controlled lattice parameters spanning a
range of nearly 16 nm and reaching a maximum
of 34.2 nm. By exploiting the resulting high
porosity, the controllable mesh size, and the
inherent amphiphilic properties of our mate-
rial, we are able to fine-tune the partitioning of
macromolecules within the frameworks based
on size and hydrophobicity. Furthermore, the
resilience of the self-assembly mechanism, and
the significant free volume available within C-
star networks, allowed us to include a respon- The incorporation of the strand displacement
motif leads to two key changes in the struc-
ture of C-stars, compared to the conventional
design. Conclusions Namely, two nicks are present in the
arm-forming duplex rather than one, and there 8 47s
71s
91s
c
a
log(scattering intensity)
Scattering vector, q (Å-1)
0.02
0.04
0.06
Post trigger addition (min)
60
0
15
45
b
Trigger
Bridge
Toe-hold
Figure 6:
Embedded responsiveness enables isothermal melting of C-star crystals. a, Schematic of the mechanism underlying isothermal melting of C-star crystals. Addition of a
trigger strand (red) causes the chol-DNA micelles to dissociate from the nanostar core through
toe-hold mediated strand displacement. b, Series of bright-field images showing rapid melting of
C-star aggregates upon exposure to the trigger strand. Scale bar 10 µm. c, Despite the spherical
macroscopic appearance, SAXS patterns reveal that aggregates formed by responsive C-Stars are
indeed crystalline (top). The radially-averaged diffraction profile (black solid line) is compatible
with a BCC symmetry. Red lines indicate the best fit to the Bragg peaks of a BCC lattice. Adding
the trigger strand to the SAXS sample induces progressive disruption of crystalline order (coloured
solid lines). The slower melting rate compared to that measured in microscopy experiments (b) is
a consequence of the slow passive diffusion of the trigger strand through the large sample used for
SAXS (see Methods section). log(scattering intensity)
Post trigger addition (min)
60
0
15
45 c
log(scattering intensity)
Scattering vector, q (Å-1)
0.02
0.04
0.06 47s
71s
91s
b b a log(scattering intensity) log(scattering in Scattering vector, q (Å-1)
0.02
0.04
0.06 Scattering vector, q (Å-1)
0.02
0.04
0.06 Figure 6:
Embedded responsiveness enables isothermal melting of C-star crystals. a, Schematic of the mechanism underlying isothermal melting of C-star crystals. Addition of a
trigger strand (red) causes the chol-DNA micelles to dissociate from the nanostar core through
toe-hold mediated strand displacement. b, Series of bright-field images showing rapid melting of
C-star aggregates upon exposure to the trigger strand. Scale bar 10 µm. c, Despite the spherical
macroscopic appearance, SAXS patterns reveal that aggregates formed by responsive C-Stars are
indeed crystalline (top). The radially-averaged diffraction profile (black solid line) is compatible
with a BCC symmetry. Red lines indicate the best fit to the Bragg peaks of a BCC lattice. Adding
the trigger strand to the SAXS sample induces progressive disruption of crystalline order (coloured
solid lines). Methods Agarose gels were prepared at 1.5 wt% agarose
in Tris-Borate-EDTA buffer (Sigma Aldrich),
and precast with DNA stain (SYBR Safe, Ther-
moFisher). Annealed nanostars were mixed
with loading dye (Thermo Scientific) and a vol-
ume equivalent to 7.5 µg of DNA was loaded
into each well. A potential of 75 V (3 V cm−1)
was applied for 120 minutes. Gels were imaged
using a GelDoc-It imaging system equipped
with a UV lamp for illumination and CCD
camera for image acquisition. Conclusions The slower melting rate compared to that measured in microscopy experiments (b) is
a consequence of the slow passive diffusion of the trigger strand through the large sample used for
SAXS (see Methods section). ed responsiveness enables isothermal melting of C-star crystals. complexes designed to amplify signals,56,57 per-
form computation,58,59 and respond to molec-
ular and environmental cues,60–65 opening a
new route for producing highly concentrated,
well-ordered, sensing/signal-processing archi-
tectures with potential applications in point-of-
care diagnostics, nanomedicine, or bottom-up
synthetic biology. Finally, C-star self-assembly
occurs in a one-pot reaction, and does not re-
quire the use of highly purified oligonucleotides,
substantially reducing costs and simplifying
preparation protocols compared to other avail-
able DNA-tile architectures. sive DNA motif leading to isothermal dissolu-
tion of the frameworks, as well as a chemical
modification enabling specific entrapment and
triggered release of functional proteins. The
structural responsiveness and programmability
of the frameworks, combined with their specific
and non-specific affinity for various cargoes,
hints at the possible application of the material
to smart nanomedical vectors. Compared to
standard formulations based on lipids,53,54 car-
riers prepared from C-stars could be more easily
functionalized with ligands or DNA aptamers
to achieve selective targeting of diseased cells,53
and programmed to dissolve and release their
cargo only in the presence of specific molecular
cues, e.g. disease-related microRNAs.55 Criti-
cal for this and other biomedical applications is
also the resilience of C-star frameworks to low
and physiological ionic strength. More complex
C-Star variants could also carry nucleic acid Acknowledgement LDM, PC and NJB
acknowledge
support
from
the
EPSRC
Programme
Grant
CAPITALS
number
EP/J017566/1. LDM acknowledges support
from the Leverhulme Trust and the Isaac New-
ton Trust through an Early Career Fellow- 9 provided by the supplier. ship (ECF-2015-494) and from the Royal So-
ciety through a University Research Fellow-
ship (UF160152). RAB acknowledges sup-
port from the EPSRC CDT in Nanoscience
and Nanotechnology (NanoDTC), grant num-
ber EP/L015978/1. We acknowledge Diamond
Light Source for provision of synchrotron beam-
time (SM17271 and SM19371) and we would
like to thank A. Smith and T. Snow for assis-
tance in operating beamline I22. We thank T. Knowles and B. Mognetti for insightful discus-
sions on this project. Free nanostar characterization Folding of nanostars was assessed using agarose
gel electrophoresis (AGE) and dynamic light
scattering (DLS). For these experiments the
cholesterol-modified strand was replaced with a
non-functionalized oligonucleotide of identical
sequence to prevent aggregation. Mixtures
of
required
oligonucleotides
were
prepared in Eppendorf tubes to give a final
nanostar concentration of 10 µM. Prepared
mixtures were cooled from 95◦C to 20◦C at
−0.05◦C min−1 using a TechneTM TC-512 ther-
mocycler to enable nanostructure hybridiza-
tion. Annealed samples were stored at 4◦C and
used for electrophoresis and light scattering
studies within a week. Supporting Information Available:
The
following files are available free of charge. Supporting Information Available:
The
following files are available free of charge. Supplementary methods, figures and DNA se-
quences. This material is available free of charge via the Supplementary methods, figures and DNA se-
quences. This material is available free of charge via the
Internet at http://pubs.acs.org/. C-Star design and oligonulceotide
preparation C-Star structures were designed using NU-
PACK.66 Sequences are shown in Tables S1
and S2 of the SI. The nitrilotriacetic acid
(NTA) functionalized strand was purchased
from Eurogentec, and purified by the supplier
using high-performance liquid chromatogra-
phy (HPLC). All other oligonucleotides were
purchased from Integrated DNA Technologies
(IDT). Non-functionalized strands were pu-
rified by the supplier using standard desalt-
ing,
while cholesterol-functionalized strands
were purified by HPLC. Cy3 and Black Hole
Quencher R⃝-2 functionalized strands used for
characterizing responsive C-stars (see SI) were
purified by HPLC. As received dehydrated
DNA was reconstituted in TE buffer (10 mM
Tris, 1 mM EDTA, pH 8.0, Sigma Aldrich). All
buffers were syringe-filtered through 0.22 µm
pore size polyethersulfone filters (Millex) prior
to use. The concentration of reconstituted
DNA strands was determined by measuring
absorbance at 260 nm using a ThermoScien-
tific Nanodrop 2000 UV-Vis spectrophotome-
ter. Extinction coefficients for all strands were DLS
measurements
were
performed
on
a
Malvern Zetasizer NanoZSP, equipped with a
633nm He-Ne laser with a maximum power of
10mW. The scattering angle was fixed at 173◦. An ultra low volume quartz cuvette (ZEN2112,
Malvern) was filled with 50 µL of sample
syringe-filtered
through
0.22 µm
polyvinyli-
dene fluoride filters (Millex), and sealed with a
polypropylene cap to prevent evaporation. Size
distributions shown in Fig. 1 are averaged over
3 runs, each of which consisted of 13-16 indi-
vidual measurements. A Peltier heating block
was used for temperature control. Preparation of C-star crystals Samples with C-star concentration of 5 µM were
prepared by mixing all required strands in 10 of slice thickness 0.5 µm of 20-40 fields of view,
each containing between 2-20 crystals. Pene-
tration was quantified by the ratio of mean flu-
orescence intensity inside to outside the crys-
tals, ξ, which was determined through manual
masking of objects at their equitorial plane us-
ing the BioFormats plugin for ImageJ.67 The
background level for ξ (grey band in Fig. 4a)
was determined using solute-impermeable silica
beads as reference (diameter 20 µm). For experiments on trigger-induced isothermal
melting (Fig. 6), samples were initially prepared
as for all other C-star variants. A volume of
trigger strand equivalent to a 1:1 molar ratio of
trigger:bridge strand was added carefully in or-
der not to disturb sedimented crystals. Directly
after addition, a time series was recorded at 0.8
frames per second in transmission bright-field
mode. equimolar quantities in TE buffer with 300 mM
NaCl. Samples were loaded into borosili-
cate glass capillaries with internal section of
4 × 0.2 mm2 (CM Scientific). Capillaries were
cleaned by first sonicating in 2% Hellmanex
III water solution (HellmaAnalytics) at 90◦C
for 15 minutes. Surfactant was removed by
two rounds of thorough rinsing and sonication
in ultra-pure water (Milli-Q). Prior to filling
capillaries, oligonucleotide mixtures prepared
in Eppendorf tubes were heated to 95◦C us-
ing a heating block to ensure complete denat-
uration of any aggregates formed upon initial
mixing. After loading into capillaries, a small
amount of sample was removed and either side
was capped offwith mineral oil before sealing
permanently onto a microscope slide with epoxy
glue (Araldite). Sealed capillaries were then
loaded into a fully programmable, Peltier con-
trolled, water bath and heated to 95◦C for 30
min, before cooling to 20◦C at −0.01◦C min−1. of slice thickness 0.5 µm of 20-40 fields of view,
each containing between 2-20 crystals. Pene-
tration was quantified by the ratio of mean flu-
orescence intensity inside to outside the crys-
tals, ξ, which was determined through manual
masking of objects at their equitorial plane us-
ing the BioFormats plugin for ImageJ.67 The
background level for ξ (grey band in Fig. 4a)
was determined using solute-impermeable silica
beads as reference (diameter 20 µm). For experiments on trigger-induced isothermal
melting (Fig. 6), samples were initially prepared
as for all other C-star variants. Protein entrapment assay Entrapment of N-terminal 6× His tagged rGFP
(rGFPH, ThermoFisher), and rGFP lacking a
His-tag (rGFP, Sigma Aldrich), within NTA
functionalized C-star networks was character-
ized using a confocal microscopy assay with the
same confocal setup as for solute penetration
assays. An Ar-ion laser (488 nm) was used for
excitation. Crystals prepared and extracted as
described previously were first washed in or-
der to remove EDTA present in the incubation
buffer. This was achieved by 5 rounds of cen-
trifugation, supernatant removal, and addition
and mixing with washing buffer, WB (10 mM
tris, 300 mM NaCl, pH 8.0). For imaging, a
small volume (approx. 5 µL) of washed crystals
was added to a glass microwell slide. Ni2+ ions
were introduced by addition of 10 µL NiCl2 con-
taining WB (10 mM NiCl2, WB). After allowing
to incubate for 1 hour, excess Ni2+ was removed
by 5 rounds of washing. Each washing step in-
volved the removal of 10 µL of solution from the
well, addition of 10 µL of fresh WB, and thor-
ough mixing by pipette aspiration. A 5 minute
rest between washing steps was included to al-
low any dispersed crystals to sediment. After
the final wash step, 5 µL of either rGFPH incu-
bation buffer (7 µM rGFPH, 1 mg ml−1 bovine Preparation of C-star crystals A volume of
trigger strand equivalent to a 1:1 molar ratio of
trigger:bridge strand was added carefully in or-
der not to disturb sedimented crystals. Directly
after addition, a time series was recorded at 0.8
frames per second in transmission bright-field
mode. Small angle X-ray scattering SAXS measurements were performed at the I22
beamline of the Diamond Light Source using a
radiation wavelength of λ = 1 Å, and beam
dimensions of approximately 300 µm wide ×
100 µm high. The accessible q range was be-
tween 5×10−3 and 0.56 Å−1. Here the scatter-
ing q vector is defined as q = (4π/λ) sin θ ≡
2π/d, where d is the d-spacing, 2θ is the scat-
tering angle. The q-scale was calibrated using
silver behenate, which has a well defined layer
spacing of 58.38 Å. Imaging and solute-penetration as-
says 6), after an initial measurement,
a volume of trigger strand approximately corre-
sponding to a 1:1 molar ratio of trigger:bridge
strand was carefully added at the top of the cap-
illary and allowed to passively diffuse through-
out the sample. Measurements were taken as
for previous samples, with identical scan loca-
tions for all time points. Between measure-
ments, care was taken not to move the capil-
lary in order to allow for direct comparison of
the same pellet region over time. For experiments of protein binding in NTA
functionalized networks, the same washing and
rGFPH addition steps as described for the con-
focal binding assay were used. Here, fresh
buffer addition and washing was performed
with gel-loading pipette tips (Corning R⃝) to
allow for thorough mixing and more efficient
buffer extraction from narrow x-ray capillaries 20 locations per sample. Background subtrac-
tion was performed in two steps for the SAXS
patterns shown in Fig. 2, Fig. 5 and Fig. 6. Measured scattering from the buffer was first
subtracted, followed by subtraction of an ar-
bitrary logarithmic background to account for
variable scattering between glass capillaries. For experiments on trigger-induced isothermal
melting (Fig. 6), after an initial measurement,
a volume of trigger strand approximately corre-
sponding to a 1:1 molar ratio of trigger:bridge
strand was carefully added at the top of the cap-
illary and allowed to passively diffuse through-
out the sample. Measurements were taken as
for previous samples, with identical scan loca-
tions for all time points. Between measure-
ments, care was taken not to move the capil-
lary in order to allow for direct comparison of
the same pellet region over time. For experiments of protein binding in NTA
functionalized networks, the same washing and
rGFPH addition steps as described for the con-
focal binding assay were used. Here, fresh
buffer addition and washing was performed
with gel-loading pipette tips (Corning R⃝) to
allow for thorough mixing and more efficient
buffer extraction from narrow x-ray capillaries. Imaging and solute-penetration as-
says Confocal images were obtained using a Le-
ica TCS SP5 microscope equipped with a HC
PL APO CORR CS 40×/0.85 dry objective
(Leica). For experiments on macromolecu-
lar partitioning, a small volume (2-5 µl) of C-
stars extracted from capillaries prepared as de-
scribed above was loaded into a glass microw-
ell slide (Hamamatsu) containing 20 µl of flu-
orescent macromolecule prepared in TE buffer
with 300 mM NaCl. Samples were sealed with
DNase free tape (Grace Bio-Labs FlexWell
SealStrips) to prevent evaporation, and left
overnight to equilibrate. For excitation of
sodium-fluorescein (FAM, Sigma Aldrich), fluo-
rescein dextran conjugates (3kDa DXT-FAM &
10kDa DXT-FAM, ThermoFisher), and recom-
binant green fluorescent protein (rGFP, Sigma
Aldrich) an Ar-ion laser (488 nm) was used,
for excitation of rhodamine B (RhodB, Sig-
maAldrich) and Ar-ion laser (514 nm) was used,
and a HeNe laser (633 nm) was used to im-
age Alexa FluorTM 647 conjugated streptavidin
(SAv-A647, ThermoFisher) containing samples. For each sample, we recorded confocal z-stacks 11 serum albumin (BSA), WB), or rGFP incu-
bation buffer (7 µM rGFP, 1 mg ml−1 bovine
serum albumin (BSA), WB) was added. Fol-
lowing a 1 hour incubation, excess protein was
removed by 5 rounds of washing with WB. For
the demonstration of the reversibility of protein
binding (Fig. 5b), bound rGFPH was removed
by 5 rounds of cleaning with EDTA containing
washing buffer (1 mM EDTA, WB). Following
this, crystals could be recharged with rGFPH
by repeating the same washing, nickelation,
and rGFPH addition steps detailed above. Be-
tween washing steps and during incubation pe-
riods, sample chambers were sealed with DNase
free tape to prevent evaporation. Fluorescent
and bright field confocal micrographs taken at
the equatorial plane of crystals were obtained
throughout the process. The degree of pro-
tein binding was estimated by taking the mean
fluorescent intensity within the crystals, IFluo,
through manual masking of objects using the
BioFormats plugin for ImageJ.67 20 locations per sample. Background subtrac-
tion was performed in two steps for the SAXS
patterns shown in Fig. 2, Fig. 5 and Fig. 6. Measured scattering from the buffer was first
subtracted, followed by subtraction of an ar-
bitrary logarithmic background to account for
variable scattering between glass capillaries. For experiments on trigger-induced isothermal
melting (Fig. References (1) Seeman, N. C. J. Theor. Biol. 1982, 99,
237–247. (2) Seeman, N. C. J. Biomol. Struct. Dyn. 1985, 3, 11–34. (3) Li,
H.;
Park,
S. H.;
Reif,
J. H.;
LaBean, T. H.; Yan, H. J. Am. Chem. Soc
2004, 126, 418–419. C-star crystals were prepared in capillaries as
described above. The content of 6 capillar-
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777–782. 15 Graphical TOC Entry
l
14bp
7-37bp
Cholesterol
DNA
Amphiphilic
DNA motif... ...forms 3D
single crystals
30 μm
Robust to design changes
Defined arm length
Controlled lattice parameter
Controlled porosity
Chemical modification
Specific & reversible binding
of target protein
Embedded functionality
Isothermal melting through
strand displacment Graphical TOC Entry Graphical TOC Entry l
14bp
7-37bp
Cholesterol
DNA
Amphiphilic
DNA motif... ...forms 3D
single crystals
30 μm
Robust to design changes
Defined arm length
Controlled lattice parameter
Controlled porosity
Chemical modification
Specific & reversible binding
of target protein
Embedded functionality
Isothermal melting through
strand displacment l
Robust to design changes Amphiphilic
DNA motif... ...forms 3D
single crystals 16
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https://essd.copernicus.org/articles/14/5061/2022/essd-14-5061-2022.pdf
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English
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In situ observations of the Swiss periglacial environment using GNSS instruments
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Earth system science data
| 2,022
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cc-by
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Earth Syst. Sci. Data, 14, 5061–5091, 2022
https://doi.org/10.5194/essd-14-5061-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License. Earth Syst. Sci. Data, 14, 5061–5091, 2022
https://doi.org/10.5194/essd-14-5061-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License. Earth Syst. Sci. Data, 14, 5061–5091, 2022
https://doi.org/10.5194/essd-14-5061-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License. Published by Copernicus Publications. A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment and steep rock walls) at altitudes ranging from 2304 to 4003 ma.s.l. and spread across the Swiss Alps. The
primary data products consist of raw GNSS observables in RINEX format, inclinometers, and weather station
data. Additionally, cleaned and aggregated time series of the primary data products are provided, including daily
GNSS positions derived through two independent processing tool chains. and steep rock walls) at altitudes ranging from 2304 to 4003 ma.s.l. and spread across the Swiss Alps. The
primary data products consist of raw GNSS observables in RINEX format, inclinometers, and weather station
data. Additionally, cleaned and aggregated time series of the primary data products are provided, including daily
GNSS positions derived through two independent processing tool chains. The observations documented here extend beyond the dataset presented in the paper and are cur-
rently continued with the intention of long-term monitoring. An annual update of the dataset, available at
https://doi.org/10.1594/PANGAEA.948334 (Beutel et al., 2022), is planned. With its future continuation, the
dataset holds potential for advancing fundamental process understanding and for the development of applied
methods in support of e.g. natural hazard management. In situ observations of the Swiss periglacial
environment using GNSS instruments Weber et al.: GNSS observations of the Swiss periglacial environment A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment 1
GNSS monitoring in high mountain environments sensor stations, their technical specifications, an overview of
the local geodetic network, and of the data communication
system used to collect the data in near real time. The ob-
servation positions are distributed throughout the Swiss Alps
and range in elevation from 2304 to 4003 ma.s.l.. The data
cover sites with differing geomorphological characteristics
including rock glaciers (ice-rich creeping landforms indicat-
ing the occurrence of permafrost), permafrost-affected land-
slides, and steep rock walls. The field sites are presented in
Sect. 3 and in more detail in Appendix A. The primary data
of this paper are the raw GNSS observables of all GNSS sta-
tions, accompanied by two-axis inclinometer measurements
as well as weather station data for some of the investigated
sites. The published dataset contains the complete raw data
at full sampling rates of all instruments (primary dataset; see
Sect. 4) as well as a selection of derived data products (sec-
ondary dataset; see Sect. 5). The derived data products are
down-sampled and cleaned time series of weather station and
inclinometer data as well as post-processed GNSS daily posi-
tions obtained by double-difference processing of the GNSS
data. A short discussion about validity and uncertainty of pri-
mary and derived data products is given in Sect. 6. In Ap-
pendix B, we briefly describe the different research projects
that contributed to the consortium, to the development of the
sensors, and to the evolution of the field-site monitoring net-
work. The history of the consortium is tightly linked to the
success of the method, and it can not be illustrated without
mentioning its practical applications in the fields of natu-
ral hazard management, e.g. in the Swiss Permafrost Mon-
itoring Service (PERMOS). A toolset, originally created for
the data describing the Matterhorn Hörnligrat field-site data
(Weber et al., 2019a), allows us to (re-)create and indepen-
dently update (living data process) the data documented in
this paper. The code, first presented in Weber et al. (2019b),
is updated and available at https://git.uibk.ac.at/informatik/
neslab/public/permasense/permasense_datamgr (last access:
21 October 2022, Weber et al., 2022). 1
GNSS monitoring in high mountain environments We expect and en-
courage the use of this dataset to further develop process-
ing methods, provide atmospheric (Hurter et al., 2012) and
ground-based (Henkel et al., 2018) observations as well as
for educational purposes, but we also foresee future research sensor stations, their technical specifications, an overview of
the local geodetic network, and of the data communication
system used to collect the data in near real time. The ob-
servation positions are distributed throughout the Swiss Alps
and range in elevation from 2304 to 4003 ma.s.l.. The data
cover sites with differing geomorphological characteristics
including rock glaciers (ice-rich creeping landforms indicat-
ing the occurrence of permafrost), permafrost-affected land-
slides, and steep rock walls. The field sites are presented in
Sect. 3 and in more detail in Appendix A. The primary data
of this paper are the raw GNSS observables of all GNSS sta-
tions, accompanied by two-axis inclinometer measurements
as well as weather station data for some of the investigated
sites. The published dataset contains the complete raw data
at full sampling rates of all instruments (primary dataset; see
Sect. 4) as well as a selection of derived data products (sec-
ondary dataset; see Sect. 5). The derived data products are
down-sampled and cleaned time series of weather station and
inclinometer data as well as post-processed GNSS daily posi-
tions obtained by double-difference processing of the GNSS
data. A short discussion about validity and uncertainty of pri-
mary and derived data products is given in Sect. 6. In Ap-
pendix B, we briefly describe the different research projects
that contributed to the consortium, to the development of the
sensors, and to the evolution of the field-site monitoring net-
work. The history of the consortium is tightly linked to the
success of the method, and it can not be illustrated without
mentioning its practical applications in the fields of natu-
ral hazard management, e.g. in the Swiss Permafrost Mon-
itoring Service (PERMOS). A toolset, originally created for
the data describing the Matterhorn Hörnligrat field-site data
(Weber et al., 2019a), allows us to (re-)create and indepen-
dently update (living data process) the data documented in
this paper. The code, first presented in Weber et al. (2019b),
is updated and available at https://git.uibk.ac.at/informatik/
neslab/public/permasense/permasense_datamgr (last access:
21 October 2022, Weber et al., 2022). In situ observations of the Swiss periglacial
environment using GNSS instruments Alessandro Cicoira1,2,3,⋆, Samuel Weber1,4,5,6,7,⋆, Andreas Biri4, Ben Buchli4, Reynald Delaloye2,
Reto Da Forno4, Isabelle Gärtner-Roer1, Stephan Gruber8, Tonio Gsell4, Andreas Hasler9, Roman Lim4,
Philippe Limpach10,18, Raphael Mayoraz11, Matthias Meyer4, Jeannette Noetzli6,7, Marcia Phillips6,7,
Eric Pointner12, Hugo Raetzo13, Cristian Scapozza14, Tazio Strozzi15, Lothar Thiele4, Andreas Vieli1,
Daniel Vonder Mühll16, Vanessa Wirz1,19, and Jan Beutel17
1Department of Geography, University of Zurich, Zurich, Switzerland
2Department of Geosciences, University of Fribourg, Fribourg, Switzerland
3School of Architecture, Civil and Environmental Engineering, Swiss Federal Institute of Technology,
Lausanne, Switzerland
4Computer Engineering and Networks Laboratory, ETH Zurich, Zurich, Switzerland
5Chair of Landslide Research, Technical University of Munich, Munich, Germany
6WSL Institute for Snow and Avalanche Research SLF, Davos, Switzerland
7Climate Change, Extremes and Natural Hazards in Alpine Regions Research Center CERC,
Davos Dorf, Switzerland
8Department of Geography and Environmental Studies, Carleton University, Ottawa, Canada
9SensAlpin GmbH, Davos, Switzerland
10Terradata AG, Zurich, Switzerland
11Ct. Valais, Sion, Switzerland
12Rovina und Partner AG, Visp, Switzerland
13Federal Office for the Environment FOEN, Ittigen, Switzerland
14Institute of Earth Sciences, University of Applied Sciences and Arts of Southern Switzerland (SUPSI),
Mendrisio, Switzerland
15GAMMA Remote Sensing and Consulting AG, Gümlingen, Switzerland
16Personalized Health and Related Technologies, ETH Zurich, Zurich, Switzerland
17Department of Computer Science, University of Innsbruck, Innsbruck, Austria
18Institute of Geodesy and Photogrammetry, ETH Zurich, Zurich, Switzerland
19Pro Natura Schaffhausen, Schaffhausen, Switzerland
⋆These authors contributed equally to this work. Correspondence: Alessandro Cicoira (alessandro.cicoira@geo.uzh.ch) and Samuel Weber
(samuel.weber@slf.ch)
Received: 21 May 2021 – Discussion started: 11 June 2021
Revised: 13 July 2022 – Accepted: 19 August 2022 – Published: 18 November 2022 Abstract. Monitoring of the periglacial environment is relevant for many disciplines including glaciology, nat-
ural hazard management, geomorphology, and geodesy. Since October 2022, Rock Glacier Velocity (RGV) is
a new Essential Climate Variable (ECV) product within the Global Climate Observing System (GCOS). How-
ever, geodetic surveys at high elevation remain very challenging due to environmental and logistical reasons. During the past decades, the introduction of low-cost global navigation satellite system (GNSS) technologies
has allowed us to increase the accuracy and frequency of the observations. Today, permanent GNSS instruments
enable continuous surface displacement observations at millimetre accuracy with a sub-daily resolution. In this paper, we describe decennial time series of GNSS observables as well as accompanying meteorological
data. The observations comprise 54 positions located on different periglacial landforms (rock glaciers, landslides, Published by Copernicus Publications. 5062 A. Cicoira, S. 2.1
GNSS sensor instruments Each location is equipped with a station consisting of an inte-
grated GNSS sensor, a 12 V solar power system mounted on
and housed inside a fibreglass reinforced tubular mast, and
anchored to the underlying rock (see left panel in Fig. 1). The sensor systems consist of an active GNSS antenna, a
GNSS receiver, a two-axis inclinometer, a data logger, and in
many cases, a low-power wireless transmission system (see
right panel in Fig. 1). Typically, the sensor is mounted on
top of a rock outcrop or a boulder large enough for a sta-
ble positioning (see Sect. 3.3 for more details). Power for all
instruments is provided by a standard 12 V photovoltaic sys-
tem: a solar panel, a charge controller, and a 12 V absorbed
glass mat (AGM) sealed lead-acid battery housed inside a
Pelicase. In order to guarantee maximum exposure to solar
radiation, facilitate operation with extended snow cover in
winter, and protect the instrument, the instrument is mounted
inside the top of the fibreglass mast. All wires are routed in-
side the tubular mast. 2.2
Two-axis inclination sensors Two-axis inclinometers (Murata SCA830) are integrated in
the sensor systems that are aligned with a marking on the
mast mount. This allows a direct determination of the rota-
tion along two axes and subsequently allows us to correct
the GNSS measurements for the tilt of the mast, i.e. cor-
rect for rotational movements, common in the active layer
of permafrost landforms (Wirz et al., 2013; Cicoira et al.,
2021). Experience has shown that this correction can yield
favourable results and provides the coordinates of the mount-
ing point (Wirz et al., 2014a), but in most cases, the exact
point of rotation still remains unclear because the geometry
of the rotating mass (where the station is mounted) is un-
known. 1
GNSS monitoring in high mountain environments We expect and en-
courage the use of this dataset to further develop process-
ing methods, provide atmospheric (Hurter et al., 2012) and
ground-based (Henkel et al., 2018) observations as well as
for educational purposes, but we also foresee future research Observations based on permanent in situ global navigation
satellite system (GNSS) instruments have been investigated
intensively over the past decade in pursuit of a better pro-
cess understanding of the periglacial environment and its
related mass movements (Wirz et al., 2013; Ravanel and
Deline, 2014; Cicoira et al., 2019b). The advantage of this
method for assessing surface displacements over traditional
field surveying and remote-sensing techniques is the level
of detail that can be obtained at different temporal scales. Today it is possible to monitor at millimetre accuracy with
a temporal resolution of minutes, using double-difference
processing techniques (Teunissen and Montenbruck, 2017)
and commodity receiver hardware similar to those found in
consumer products, e.g. mobile phones or automotive sys-
tems (Paziewski et al., 2021). Depending on the level of de-
tail required, chiefly characterised by the accuracy of coor-
dinate tuples, their temporal resolution is achieved by op-
erating GNSS receiver pairs continuously and subsequently
post-processing the observation data derived. While the cost
footprint of the required hardware is several orders of mag-
nitude lower than that required for traditional geodetic sur-
veying equipment (Wirz et al., 2013), the power and com-
munication bandwidth required for operating the sensors re-
motely remain high. However, it has been shown that by se-
lectively duty cycling receivers and transmitting the GNSS
observation data on a low-power wireless sensor network
(WSN) (Buchli et al., 2012), a trade-off between energy/data
volumes and the fidelity required can be obtained. In this
way, near-real-time permanent monitoring in remote loca-
tions, over large timescales, and in adverse meteorological
conditions become possible. In this paper, we document a dataset of continuous GNSS
observations of 54 positions obtained in the periglacial en-
vironment of the Swiss Alps over the past 14 years in the
framework of the X-Sense Project and the PermaSense con-
sortium. PermaSense has been a large interdisciplinary re-
search consortium targeted to custom-design low-cost wire-
less sensors for the detection and analysis of temporal and
spatial variability of high-alpine slope movements (Beutel
et al., 2011). In Sect. 2, we provide a description of the GNSS https://doi.org/10.5194/essd-14-5061-2022 Earth Syst. Sci. Data, 14, 5061–5091, 2022 5063 A. 1
GNSS monitoring in high mountain environments Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment applications in the fields of geomorphology, engineering ge-
ology, and natural hazard management. SCA830), an ambient temperature/humidity sensor (Sen-
sirion SHT31), and power supervisory circuits are integrated. In order to reduce the necessary power footprint, e.g. at
times of reduced solar radiation for energy harvesting, a
data-acquisition schedule can be set on each device individu-
ally. This sampling schedule has hourly granularity, and time
windows when the system is running are typically centred
at 12:00:00 UTC to facilitate overlapping time intervals for
double-difference GNSS processing. 2
Instrumentation technology and data management The measurement network consists of distributed GNSS sta-
tions that are permanently installed on locations of interest,
i.e. on the surface of a landform under investigation. The
GNSS sensor and the fix installations were designed in the
framework of the PermaSense Project; both are depicted in
Fig. 1. In addition, a MEMS two-axis inclinometer has been
fully integrated into the sensor system. At selected locations,
automatic weather stations provide auxiliary ambient data
that are valuable for the analysis of the GNSS observations. In the following paragraphs, we provide a brief description of
the different sensors (GNSS, inclinometers, weather stations)
as well as the data communication and management infras-
tructure. All sensor types, including their indicative period
of operation, unit system, and key characteristics are synthe-
sised in Table 1. In 2010, a proof-of-concept study lead to the development
of the first generation of these instruments, which were ca-
pable of logging data to internal SD-card storage only (Wirz
et al., 2013). This first prototype was subsequently refined
into two wireless systems: one focused on experimentation
(Beutel et al., 2011), the second being a fully integrated wire-
less GNSS sensor (Buchli et al., 2012). This two-step ap-
proach allowed for a fast startup of the project, which was
initially independent of infrastructure and network coverage. Over time, most of the sensor locations (initially equipped
with data loggers only) have been equipped with wireless
data transmission, facilitating sensor operation and near-real-
time data retrieval (see Tables A1–A6). The data availability
is visualised in Fig. A1. 2.1
GNSS sensor instruments https://doi.org/10.5194/essd-14-5061-2022 A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment 5064 Figure 1. Structure and components of the GNSS sensor developed in the PermaSense Project. (Left) Structure of the GNSS station. (Right)
Detail of the embedded GNSS antenna, data logger, and wireless transmitter. Figure 1. Structure and components of the GNSS sensor developed in the PermaSense Project. (Left) Structure of the GNSS station. (Right)
Detail of the embedded GNSS antenna, data logger, and wireless transmitter. Table 1. Overview list of the sensors used, ordered by sensor type. n.a. denotes not available. Table 1. Overview list of the sensors used, ordered by sensor type. n.a. denotes not available. Sensor type
Sensor
Unit
Interval
Accuracy
L1/L2-GNSS;
Leica GRX1200+, AR10/25 antenna
m
30 s
n.a. L1-GPS;
u-blox LEA-6T, Trimble Bullet III
m
5, 30 s
n.a. Inclination
Murata SCA830-D07 Inclinometer
◦
120 s
±30 mg
Air temperature
Vaisala WXT520
◦C
120 s
±0.3 ◦C
Barometric pressure
Vaisala WXT520
hPa
120 s
±1 hPa
Relative humidity
Vaisala WXT520
% RH
120 s
±3–5 % RH
Wind speed
Vaisala WXT520
kmh−1
120 s
±3 % at 10 ms−1
Wind direction
Vaisala WXT520
◦
120 s
±3 ◦at 10 ms−1
Precipitation
Vaisala WXT520
mm
120 s
Resolution 0.01 mm
Radiation
Kipp & Zonen CNR4
Wm−2
120 s
Non-linearity < 1 % plied in the data-conversion procedures as advised by the
manufacturer. LAN (WLAN) backbone and a fine distribution using a low-
power WSN was sought. The topology of the wireless data-
communication backbone in the Matter Valley is illustrated
in Fig. A6. Using this approach, it is possible to reach back
into areas in the back of side valleys that are interesting from
the monitoring perspective, but not covered with regards to
connectivity. All locations serviced by the WLAN backbone
have Internet Protocol (IP) connectivity facilitating the use of
standard sensing equipment. For ease of maintenance, a local
WLAN hotspot is also available at these sites for all kinds of
activities that require an internet connection. In selected lo-
cations, standard 3G/4G modems were further implemented
as a backup to the network communication system. plied in the data-conversion procedures as advised by the
manufacturer. 2.3
Auxiliary weather instruments A GNSS sensor has been installed on stable terrain at se-
lect positions in order to provide a stable reference for the
double-difference GNSS post-processing. These additional
positions ensure a shorter baseline than what would be ob-
tained by using the national reference network. Moreover,
these reference stations act as the sink of the local WSN
and host the instrumentation for the data collection from all
GNSS measurement points. More information is provided in
Sect. 3.2. A Vaisala WXT520 compact all-in-one weather station was
installed at select locations to obtain a more detailed record
of local weather data. The measured variables include am-
bient air temperature, air pressure, relative humidity, wind
(speed and direction), and liquid precipitation. At two lo-
cations, a four-component net radiometer (Kipp & Zonen
CNR4) was installed without capabilities for ventilation and
heating. The WXT520 is capable of heating the rain and
wind sensor; but for practical reasons, this feature is only en-
abled when enough power is available, which typically corre-
sponds to good weather periods and turned off especially in
prolonged bad-weather periods. Both instruments have been
vendor-calibrated and the respective calibration data are ap- The GNSS sensor instruments are based on commodity
L1-GNSS receivers with the extended capability to output
the raw satellite observables (u-blox LEA-6T) and an ac-
tive antenna (Trimble Bullet III) (Wirz et al., 2013; Buchli
et al., 2012). Furthermore, a two-axis inclinometer (Murata https://doi.org/10.5194/essd-14-5061-2022 Earth Syst. Sci. Data, 14, 5061–5091, 2022 3.1.2
Steep rock walls Three field sites are focussing on steep bedrock. The Matter-
horn Hörnligrat (MH), the Randa Grossgufer (RA), and the
Sattelspitz (SA) north-west ridge are all located in the Matter
Valley. All sites are particularly relevant from the perspective
of natural hazard management. The Hörnligrat, despite its re-
moteness, has an important social and economic component
due to all the tourist activities that take place on the Matter-
horn. The Grossgufer is the remaining lip of the large and 3.1.1
Rock glaciers Eleven rock glaciers across the Swiss Alps have been instru-
mented with permanent GNSS sensors. A cluster of five rock
glaciers is concentrated in the right orographic side of the
Matter Valley: Dirru (DI), Distelhorn (DIS), Gugla-Bielzug
(BH) (positions 10 and 13), Ritigraben (RIT), Steintälli (ST). In the neighbouring Saas Valley, above the village of Saas-
Baalen, the rock glaciers Gruben (GRU) and Jaegi (JAE)
host two more GNSS stations. These valleys are rich in rock
glaciers, many of which move relatively fast, with average
displacement rates of up to several metres per year (Delaloye
et al., 2013; Strozzi et al., 2020). In order to consistently manage and document the field site
and all the sensors with homogeneous metadata, a set of rules
has been defined: – An individual protocol sheet is used for each interven-
tion (field work day) where all noteworthy items are
recorded (installation, maintenance, removal). Some rock glaciers are being monitored under the auspices
of the PERMOS (Noetzli et al., 2019, kinematics data are
available online http://www.permos.ch, last access: 21 Oc-
tober 2022). They include Ritigraben (RIT1) and Gruben
(GRU1) in the Valais, the Stabbio di Largario (LAR1 and
LAR2) in Val Blenio, and a second large cluster in the upper
Engadine, consisting of the rock glaciers Murtèl-Corvatsch
(COR1), Muragl (MUA1), and Schafberg (SCH1). Engadine
and the Matter Valley are the two driest valleys in Switzer-
land and are characterised by high mountain peaks. For these
reasons, they host the majority of rock glaciers in the country
(Haeberli and Vonder Mühll, 1996). Many of the sites, espe-
cially the PERMOS locations, are also monitored by terres-
trial geodetic surveys. The relative data can be obtained from
the responsible institutions and from the PERMOS office. – Sensor interventions on site take place at different times
for each position. To simplify things, the whole day of
an intervention is typically assumed to be invalid data. – All sensor devices are mapped to a distinct position ID. The mapping contains start and finish time stamps, the
device ID of the sensor, sensor type, and calibration
data. – All data from a specific data source (sensor type) are
kept in an individual data structure. Queries are typi-
cally made per data type and position ID. – Detailed circumstances (orientation angles, status of the
station) are recorded using auxiliary data formats: text
files, Excel files or photographs. 2.4
Near-real-time data communication The locations monitored in the scope of the research and the
data presented in this paper are located in high-alpine areas,
where cellular network coverage is limited or unavailable. Some field sites have been instrumented following a long-
term monitoring strategy, where retrieval of the data once
or twice a year is sufficient for the continuation of the time
series and their analysis. However, many of the GNSS sta-
tions, especially in the Mattertal, are particularly relevant
from a natural hazard perspective, and timely data commu-
nication is essential for their applicability to management
strategies. For this reason, large effort was put into the de-
sign and implementation of a data-communication system in
near real time. A unique solution comprising of a wireless Since WLAN equipment serving the communication
backbone is energy-consuming, the actual sensors are inte-
grated with a custom low-power WSN operating on ISM-
band radio transceivers and a specialised communication
protocol for data gathering (Beutel et al., 2009). Using a hier- https://doi.org/10.5194/essd-14-5061-2022 Earth Syst. Sci. Data, 14, 5061–5091, 2022 5065 A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment are located in the periglacial environment or in its proximity. We classify the instrumented landforms into three types: (i)
rock glaciers, (ii) landslides, and (iii) steep rock walls. In this
section, we present an overview of the landform types and
instrumented field sites. A more detailed description of the
investigated landforms, accompanied by some scientific ref-
erences which can be used as a starting point for additional
information, is given in Appendix A. All the landforms and
their types are illustrated in Fig. 2 alongside the number of
the GNSS sensors installed (details can be investigated in the
Supplement of the paper). An example of a small-scale local
geodetic network and the wireless communication geometry
are provided in Sect. 3.2. archical system of commodity components for the backbone
and a highly optimised and custom network for the fine distri-
bution to spatially separated sensing locations, it is possible
to operate on a more reduced resource footprint, over long
periods of time, and minimising the number of interventions. https://doi.org/10.5194/essd-14-5061-2022 2.5
Data-management infrastructure All data collected are organised and stored so that repro-
ducible research and reuse of the data in different contexts
and in future projects are possible. The data infrastructure
must also allow for flexibility with respect to extensions (e.g. integrating new sensor types), support of different sampling
rates, metadata integration and life-cycle management. The
data back-end is implemented using a data-streaming mid-
dleware, where a dedicated processing structure called a vir-
tual sensor is responsible for processing a specific data type,
e.g. one virtual sensor for temperature measurements and an-
other virtual sensor for GNSS positions. Complete process-
ing chains can be implemented by concatenating virtual sen-
sors, either within the same instance of the Global Sensor
Network (GSN; Aberer et al., 2006) or also across multiple
instances of the GSN. More details about data processing and
storing are given in Weber et al. (2019a). 3.1.3
Landslides Five permafrost-affected landslides have been instrumented
in the Matter Valley with the goal of monitoring unstable
and potentially dangerous slopes: (i) the south-west flank
of the Breithorn (BH), (ii) one of the culminating peaks of
the Mischabel ridge, (iii) the west flank of the Gugla sum-
mit, locally called Längenschnee (LS), (iv) the Grabengufer
(GG) landslide above the village of Randa, and (v) the Wisse
Schijen (WYS) on the eastern flank of the Weisshorn, di-
rectly facing it on the other side of the valley. All these sites
are well-known by the local population and the cantonal au-
thorities for a long-lasting history of displacement and in
some cases for hazard phenomena. The Längenschnee and
the Grabengufer landslides are particularly interesting from
a historical and geomorphological perspective, respectively. More details can be found in Appendices A and B. Based on the aforementioned factors, a set of local refer-
ence positions has been defined and equipped with continu-
ously operating GNSS receivers as well as high-bandwidth
data transmission (see Table 2) forming a local geodetic ref-
erence network. In cases where only few or single observa-
tion points have been deployed, stations from the permanent
GNSS network in Switzerland (AGNES) serve as a refer-
ence. Periodic checks against the national GNSS network have
shown that all but two (Längenschnee/RL01 and Hörn-
ligrat/HOGR) reference locations are stable and do not ex-
hibit local movements (see Fig. A2). The station RL01 was
abandoned after the discovery that the ridge where it is lo-
cated is actually moving at a rate of a few centimetres per
year, contrary to the assumptions made at an initial site sur-
vey. The reference station HOGR represents a special case
since it is located on a moving buttress on the Matterhorn
Hörnligrat Ridge. In this case however, due to the extreme
nature of the environment in which the station is installed, no
stable terrain at the same elevation is available. Therefore, the 3
Field sites The dataset described can be divided into five main geo-
graphical areas. Moving from west to east, they are (i) the
Matterhorn Hörnli Ridge, (ii) the main trunk of the Matter
Valley, (iii) the upper Saas Valley in the Canton of Valais,
(iv) Stabbio di Largario in Ticino, and (v) the upper Engadin
Valley in Canton Graubünden. All of the field sites monitored https://doi.org/10.5194/essd-14-5061-2022 Earth Syst. Sci. Data, 14, 5061–5091, 2022 A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment 5066 Figure 2. Overview map of the field sites. The field sites are divided into five major geographical and geomorphological areas, for which
a panel provides a more detailed sight of the sensor network. Further details can be investigated in the Supplement of the paper. Satellite
imagery from the Swiss Federal Office of Topography, swisstopo. Figure 2. Overview map of the field sites. The field sites are divided into five major geographical and geomorphological areas, for which
a panel provides a more detailed sight of the sensor network. Further details can be investigated in the Supplement of the paper. Satellite
imagery from the Swiss Federal Office of Topography, swisstopo. famous Randa rockslide which took place in 1991. The Sat-
telspitz north-west ridge is a currently accelerating buttress,
potentially endangering some constructions and activities in
the Täsch-Alp. (Wirz et al., 2013; Bu et al., 2021). For the chosen approach
using single-frequency GNSS receivers, a short baseline on
the order of hundreds of metres to a few kilometres maxi-
mum, is favourable. Furthermore, the non-moving reference
position and the rover receiver should be situated in the same
altitude regime, exhibit similar shading by topographic ob-
stacles (sky view), and need to be operated in overlapping
time windows in order to generate the best results. https://doi.org/10.5194/essd-14-5061-2022 3.2
Local geodetic network The most accurate position data can be computed using dif-
ferential GNSS processing techniques (see Sect. 5) when cor-
rection data from a GNSS receiver on a non-moving position
are available in close proximity to the rover (short baseline) https://doi.org/10.5194/essd-14-5061-2022 Earth Syst. Sci. Data, 14, 5061–5091, 2022 A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment 5067 Table 2. Local geodetic network: reference stations: RD01 – Reference Dirru 01, RL01 – Reference Längenschnee 01, RG01 – Reference
Grabengufer 01, RAND – Reference Randa, HOGR – Hörnligrat Reference. Reference
Area
Topographic Feature
Sensor
Period
RD01
Next to Dirru rock glacier
Large bedrock feature
u-blox LEA-6T, Trimble Bullet III
March 2011–ongoing
RL01
Between Längenschnee and Breithorn
Fractured ridge
u-blox LEA-6T, Trimble Bullet III
August 2011–May 2013
RG01
Above Grabengufer rock glacier
Bedrock on ridge
u-blox LEA-6T, Trimble Bullet III
September 2011–ongoing
RAND
Top of Grossgufer
Bedrock above rockfall
Leica GRX1200+, AR25 antenna
May 2011–ongoing
HOGR
Hörnligrat ridge
Rock buttress on ridge
Leica GRX1200+, AR10 antenna
December 2010–ongoing Table 2. Local geodetic network: reference stations: RD01 – Reference Dirru 01, RL01 – Reference Länge
Grabengufer 01, RAND – Reference Randa, HOGR – Hörnligrat Reference. ii. From a geomorphological perspective, the chosen point
must be representative of the investigated process. As
explained in Wirz et al. (2014b) and later in Cicoira
et al. (2021), the velocity measured at the surface of
a periglacial landform is typically the result of three
super-imposed signals. On bedrock, the representatives
of the selected point is directly connected with the struc-
tural geology of the site, making the selection less prone
to personal interpretation. In order to minimise the noise
due to stochastic movement within the active layer and
at the terrain surface, it is favourable to choose large
boulders well embedded in the active layer (with two
metaphors: a stable boat in water or a tooth with a
deep root; see Fig. 3). The additional two-axis incli-
nation measurements allow us to retrieve critical infor-
mation about the three-dimensional nature of the roto-
translation of the surveyed point (not known a priori)
and with the use of proper post-processing analysis, re-
duce the relative error associated in the measurements
(Wirz et al., 2014a). reference position is maintained, but the observations have to
be corrected for the movement of the reference position be-
fore further analysis, as explained in more detail in Weber
et al. 3.3
Field site selection and prerequisites for in situ
GNSS sensor installation by a rockfall (see
Fig. A7b) or a snow avalanche. In this case, the posi-
tion has to be replaced. A location as close as possible
and with similar characteristics has to be chosen in or-
der to minimise the influence of spatial variability and
guarantee (as much as possible in this unwanted condi-
tion) data homogeneity and the continuation of the time
series. Within the PermaSense project, the installation of an in
situ GNSS sensor on an observation point had to com-
ply with minimum technical and geomorphological require-
ments, which can be met fairly easy, depending on the field
site. i. From a technical perspective, good visibility to the hori-
zon in direction of the Equator (southern sky when
working in the Northern Hemisphere) is required both
for good and persistent satellite visibility as well as
for maximum solar radiation for power generation (see
Fig. 3). Where different positions are equivalent with
regard to the other criteria, the technical feasibility of
the measurements can be used as a discriminant for a
decision. In case of abundant snow cover or large peri-
ods without sunlight, a tall mast and conservative power
set-ups are critical. 3.2
Local geodetic network (2019a). 3.3
Field site selection and prerequisites for in situ
GNSS sensor installation 3.3
Field site selection and prerequisites for in situ
GNSS sensor installation The variety of the field sites presented in this paper is the re-
sult of the historical development of the PermaSense project
(a short summary is given in Appendix B). The multitude
of measuring points and field sites presented embodies the
variety of applications that the project has served over time. Natural hazard management applications are often very well
constrained in the selection of the site and the single loca-
tion of the measurement positions, as these are the relevant
ones from the hazard perspective. On the other hand, long-
term climatic monitoring requires more thorough thinking
and preliminary investigations to select the best-suited field
sites first and then the single measurement points. It is impor-
tant to note that the measurements provide a detailed descrip-
tion of the kinematic behaviour of surface boulder, which
are only a proxy of deep-seated geomorphological processes. The results have to be evaluated with care and expert knowl-
edge; see e.g. Cicoira et al. (2021) for the components of
rock glacier velocities. In this paragraph, we provide a brief
overview of three guiding criteria (technical and geomorpho-
logical) that all the GNSS positions have to respect. iii. The longevity of the measuring point must be antici-
pated prior to installing the GNSS station. In extreme
cases with blocks sliding on the surface or strongly ro-
tating above the surface, it may be required to re-level
the GNSS instrument back to vertical after some time
(see Fig. A7a). Finally, it may happen that a station is
severely damaged or destroyed, e.g. by a rockfall (see
Fig. A7b) or a snow avalanche. In this case, the posi-
tion has to be replaced. A location as close as possible
and with similar characteristics has to be chosen in or-
der to minimise the influence of spatial variability and
guarantee (as much as possible in this unwanted condi-
tion) data homogeneity and the continuation of the time
series. iii. The longevity of the measuring point must be antici-
pated prior to installing the GNSS station. In extreme
cases with blocks sliding on the surface or strongly ro-
tating above the surface, it may be required to re-level
the GNSS instrument back to vertical after some time
(see Fig. A7a). Finally, it may happen that a station is
severely damaged or destroyed, e.g. 4.2
Inclinometer data Almost all L1-GPS sensors are equipped with an integrated
two-axis inclinometer based on a MEMS component (Mu-
rata SCA830-D07). An example of the inclinometer data for
station BH13 is given in Fig. 4. These are sampled at 2 min
intervals during periods at which the GNSS sensor is run-
ning. The schedule for the inclinometer data acquisition is
the same as for the GNSS sensor. Data are provided in CSV
files. The data can be used to constrain the rotational move-
ment of the sensor around a centre of rotation, which in prin-
ciple is not known. Wirz et al. (2014b) provided a framework
to use this information to correct the position measurement
on the ground for the component of the rotation between the
anchor and the sensor (given by the mast height). For some
applications (e.g. Leinauer et al., 2022), the inclinometer data
have been proven to be a valuable proxy of more expensive
position/displacement measurements. The sensor labels are given due to historical reasons
and follow a geographical and chronological order. Each
sensor is given a four-character alphanumeric label, with
two or three letters indicating the field site (as illus-
trated in Sect. 3) and the number identifying a given
sensor on a field site. The labelling of the data files
consists of this four-character alphanumeric label prefix-
ing a string for the sensor type, and a string indicat-
ing the time period of the measurements included in the
file: e.g. BH10_gps_inclinometer_2018.csv con-
tains GPS inclinometer data for the year 2018 for the position
Breithorn 10. More information on the structure of the data
repository is provided in Sect. 7 and Table 3. 4
Primary data products The mast height indi-
cates the height of the antenna above the rock instrumented. Additional to this basic information, the field “online data”
allow us to identify all the sensors that are currently con-
nected with the online data-management infrastructure via
the near-real-time WSN (see Sect. 2.4 for more details). Un-
der the field “location”, the coordinates of the station at the
time of deployment are indicated in the EPSG:2056 – Swiss
CH1903+ / LV95 coordinate system. The current coordinates
are available in the dataset. Finally, two fields are used to il-
lustrate the sensors installed at each station. We distinguish
between kinematics for all GNSS stations, including optional
inclinometers, and automatic weather stations. A more de-
tailed overview of the data availability for all sensors is given
in Fig. A1, where all operating periods, data gaps, and dis-
continued sensors are visualised. allows for more flexible analysis, especially for the explo-
ration of real-time kinematic applications. As explained in
Sect. 2.1, the GNSS rovers employed (Wirz et al., 2013;
Buchli et al., 2012) are not continuously sampling data at
the given rate. In order to reduce energy consumption, the
data generation duration can be configured based on a user-
defined daily schedule. The schedule is defined using hourly
granularity with a minimum duration of 1 h per day. 4
Primary data products In this section, we present the primary data products pro-
vided within the scope of this paper. The primary data prod-
ucts are the raw files as provided by the sensors. They com-
prise GNSS observables in the form of compressed RINEX
files, as well as inclinometer and weather station data (CSV
files). Technical specifications about the sensors are given https://doi.org/10.5194/essd-14-5061-2022 Earth Syst. Sci. Data, 14, 5061–5091, 2022 5068 A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment Figure 3. Two GNSS stations mounted atop large boulders on the Breithorn landslide 2982 ma.s.l., Herbriggen (a) and on the Largario Rock
Glacier 2355 ma.s.l., Val di Blenio (b) illustrate how a field deployment including all sensor setup and anchoring appears. Figure 3. Two GNSS stations mounted atop large boulders on the Breithorn landslide 2982 ma.s.l., Herbriggen (a) and on the Largario Rock
Glacier 2355 ma.s.l., Val di Blenio (b) illustrate how a field deployment including all sensor setup and anchoring appears. Glacier 2355 ma.s.l., Val di Blenio (b) illustrate how a field deployment including all sensor setup and anchoring appears. Figure 4. A decade of air temperature and precipitation from weather station DH13, as well as displacement, inclination, and azimuth for
Gugla Bielzug Rock Glacier (position BH13) and displacements for reference station RD01. Figure 4. A decade of air temperature and precipitation from weather station DH13, as well as displacement, inclination, and azimuth for
Gugla Bielzug Rock Glacier (position BH13) and displacements for reference station RD01. Earth Syst. Sci. Data, 14, 5061–5091, 2022 https://doi.org/10.5194/essd-14-5061-2022 5069 A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment in Sect. 2 and in Table 1. More comprehensive information
about the data availability, operation window of all sensors,
their instrumentation, and additional plots are given in the
appendix. Tables A1–A6 provide a detailed list of all GNSS
and automatic weather stations, along with some basic infor-
mation about them. The label of the station is indicated on
the very left. Thereafter, we indicate the period of operation,
from the date of deployment to the end date of the operations,
or an indication if it is currently ongoing. Next, the name
of the reference station (as in Table 2) used for the double-
difference GNSS processing is given. 4.3
Weather station data The Dirruhorn and Matterhorn sites are instrumented with
automatic weather stations. The data comprise ambient air
temperature, air pressure, relative humidity, wind (speed and
direction), and precipitation as well as four-component net
radiation. The time series for the Dirruhorn field site is given
in Fig. 4. The raw weather station data sampled at 2 min in-
tervals are provided in the form of CSV files. 4.1
GNSS raw observation data national coordinate system by using the online REFRAME
conversion service (REST API) by swisstopo. The geode-
tic datum of all daily position data is EPSG:2056 – Swiss
CH1903+ / LV95 coordinate system with the reference frame
Bessel (ellipsoidal). After post-processing, the derived data
are uploaded again to the PermaSense database for conve-
nient online data access. A custom-developed set of wrapper
scripts to be used with RTKLIB is described in Appendix D. The processing using the Bernese GNSS software is a
similar process and follows the same steps presented in
Fig. 5. However, further details on this tool are omitted due
to its license-only availability. Because the two processing
tools use different algorithms and parameter sets, the output
data can show differences. Most noticeably, due to different
parameter-threshold settings, it may happen that a daily com-
puted position is available for a given tool, but not for the
other. Given the long-term nature of the observations, these
often spurious missing values can be safely interpolated in a
further processing step if deemed necessary by the applica-
tion. 5.1
GNSS processing The main data-transformation step performed within this
paper is the transformation from the raw primary GNSS
data to calculate daily static GNSS positions using double-
difference GNSS post-processing. Double-difference GNSS
processing (Teunissen and Montenbruck, 2017) is based on
data obtained in a common observation interval from a sta-
tion pair. The workflow is illustrated in Fig. 5. Positions for
the so-called “rover” station can be calculated with high pre-
cision under the assumption that the location of the “refer-
ence” station is quasi-stationary and that observations from
both stations are subject to similar perturbations. Care should
be taken that the baseline distance between any station pair
is short, the field of view to the satellites (horizon) is similar,
and a station pair is located in the same altitude regime. The
main quality indicators of the input data (GNSS observables)
are the number of visible satellites, the signal-to-noise ratio,
and the observation duration. For the derived data products,
the ratio of fixed ambiguities as well as the standard devia-
tions per coordinate axis are key quality indicators. Double-
difference processing achieves best accuracy when utilising
the precision final GNSS data products from the International
GNSS Service (IGS), although other GNSS data products
can be used as well, e.g. if near-real-time solutions are re-
quired for practical applications in landslide-monitoring pro-
cedures. 4.1
GNSS raw observation data In order to favour direct usage of the data presented in this pa-
per, we provide data products derived from post-processing
of the raw sampled data presented above. This process con-
sists of three main steps: data transformations, cleaning, and
aggregation. The only transformation needed for the pre-
sented dataset is from the raw GNSS observables to daily
positions; more details are discussed in the next subsection. In the second step, artefacts that have been identified man-
ually or are known a priori from the metadata (e.g. due to
field interventions) are corrected in the data-cleaning step. Available cleaning operations are to delete, offset, or replace
single or multiple data points. Finally, for all data, aggregates
are computed. For inclinometer and weather data, the aggre-
gates are given in hourly values. Different aggregation func- Raw GNSS observables are the key primary data product of
this paper. The raw observables are provided in the form of
industry standard daily RINEX 2.11 files for each station pre-
sented. They include carrier-phase measurements, pseudo-
range values as well as Doppler shift and raw signal strength. Furthermore, the two positions, RAND and HOGR, equipped
with a reference grade L1-/L2-GNSS receiver, and used as
reference stations, contain both GPS and GLONASS obser-
vation data. For both receiver types employed, signals are
tracked at an interval of 30 s with the exception of the L1-
GPS reference stations that were changed from 30 to 5 s mid-
way through the project. By using a higher sampling rate,
a very large amount of data is obtained, but the approach https://doi.org/10.5194/essd-14-5061-2022 Earth Syst. Sci. Data, 14, 5061–5091, 2022 A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment 5070 tions are used. In most cases, the arithmetic mean is applied. For the cumulative precipitation, we used sum. Peak rain in-
tensity is obtained with the maximum. From the GNSS data,
the daily positions are calculated with the GNSS processing
routine. The aggregation function in the toolchain can further
provide aggregation over longer time periods, e.g. to weekly,
monthly, or yearly values. In the following discussion, we
provide a brief explanation of the methods used, which rep-
resent operational best practices emerged from the context of
the PermaSense project. A more detailed description of the
processing steps and the related algorithm (also provided in
the paper) is given in Appendices C and D. 4.1
GNSS raw observation data The GNSS processing flow employed uses two dif-
ferent post-processing toolchains, namely the Bernese GNSS
Software (Dach et al., 2015) and the open-source RTK-
LIB toolchain (http://www.rtklib.com, last access: 31 De-
cember 2021). A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment Figure 5. Typical GNSS post-processing workflow using the Bernese GNSS software or RTKLIB. Figure 6. Data cleaning example: Inclinometer west-component time series data for location BH13 on the Gugla-Bielzug rock glacier has
severe outliers and jumps in the raw data that can be removed, compensated for, and aggregated to smooth time series using the PermaSense
Data Manager. Figure 5. Typical GNSS post-processing workflow using the Bernese GNSS software or RTKLIB. Figure 5. Typical GNSS post-processing workflow using the Bernese GNSS software or RTKLIB. Figure 6. Data cleaning example: Inclinometer west-component time series data for location BH13 on the Gugla-Bielzug rock glacier has
severe outliers and jumps in the raw data that can be removed, compensated for, and aggregated to smooth time series using the PermaSense
Data Manager. Figure 6. Data cleaning example: Inclinometer west-component time series data for location BH13 on the Gugla-Bielzug rock glacier has
severe outliers and jumps in the raw data that can be removed, compensated for, and aggregated to smooth time series using the PermaSense
Data Manager. 5.2.2
Inclinometer data All GNSS-derived daily positions are converted to rel-
ative coordinates starting with a zero value at the on-
set of the measurement period and have undergone a
rudimentary data-cleaning step: outliers and jumps per-
taining to device changes on field service days have
been removed. All cleaned daily files showing displace-
ments from the beginning are available in the folder
gnss_derived_data_products. Such cleaned time
series easily enable us to visualise and compare the displace-
ment rates measured at the several locations and to distin-
guish different patterns linked to landforms (see Fig. 7). Similarly, the raw data from inclinometer and weather sta-
tion sensors are available at sampling intervals of 120 s. Based on the example of the Gugla-Bielzug rock glacier
described earlier (see Sect. 5.2 and Fig. 6), all time-series
data from inclinometer and weather stations are cleaned,
offset-compensated, and aggregated to hourly data prod-
ucts. All of these data files are available in the folder
timeseries_derived_data_products. 5.2
Data cleaning and aggregation Weber et al.: GNSS observations of the Swiss periglacial environment https://doi.org/10.5194/essd-14-5061-2022 5.2
Data cleaning and aggregation A generic toolchain to access, compile, clean, aggregate,
and validate both primary as well as derived data from the
online PermaSense database has been developed by Weber
et al. (2019b) (DOI: http://doi.org/10.5281/zenodo.2542715)
and an update is available at https://git.uibk.ac.at/informatik/
neslab/public/permasense/permasense_datamgr (last access:
21 October 2022, Weber et al., 2022). This tool allows us
to query the database based on location and sensor type/data
type, compile raw CSV files, apply metadata, data cleaning
and correction functions, aggregate time-series data to pre-
selectable aggregation intervals, and produce intuitive vali-
dation plots. The data cleaning and correction step allows us
to delete outliers based on time intervals or value thresholds
as well as perform simple mathematical corrections, e.g. to
apply a constant factor or an offset for a given interval. Us-
ing this latter feature allows us to correct artefacts introduced
during site maintenance, e.g. from changing sensor equip-
ment or from re-levelling a GNSS mast that is required when
the tilt angle changes very much. An example for such a cor-
rection is shown in Fig. 6 for the north component of the in-
clinometer data of station BH13 that is located on the Gugla-
Bielzug rock glacier. Additionally, outliers from days with
sensor-device changes are removed using the del operation,
and offsets due to differences between two sensor devices are
corrected using the offset operation. The filtered original
data (with a number of artefacts) are plotted in orange, the
cleaned data are shown in blue, and the aggregated data over
1400 min (daily values) are shown in red in Fig. 6. A quick
tutorial for this tool is given in Appendix C. The post-processing with RTKLIB starts from the daily
observation files, compiled using the online database as one
file per day per position. To constitute a baseline pair between
a rover position and a reference station, in most cases we use
a sensor from the local geodetic network. Differently, we use
reference positions from AGNES for determining the coordi-
nates of the reference stations, and in cases where the base-
line distance is too high for the calculation of accurate posi-
tions. All rover–reference pairs are indicated in Tables A1–
A6. Thereafter, coordinates are calculated. In a final step, the
daily coordinates are re-projected from the WGS84 to Swiss https://doi.org/10.5194/essd-14-5061-2022 Earth Syst. Sci. Data, 14, 5061–5091, 2022 5071 A. Cicoira, S. 5.3
Standardised analysis plots For each position, a number of standardised graphs are
generated (see Figs. A3, A4 and A5 ). These plots
are available for all derived data products in the folder https://doi.org/10.5194/essd-14-5061-2022 Earth Syst. Sci. Data, 14, 5061–5091, 2022 5072 A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment 5072
A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment
Figure 7. Time series of all GNSS positions presented in this paper, classified by landform type and range of displacement rates. The outlier
in the Landslides Mattertal (LS05, Summer 2020) was due to a superficial roto-translatory movement of the boulder on which the sensor was
placed, as confirmed by a 24◦rotation visible in the inclinometer data. Figure 7. Time series of all GNSS positions presented in this paper, classified by landform type and range of displacement rates. The outlier
in the Landslides Mattertal (LS05, Summer 2020) was due to a superficial roto-translatory movement of the boulder on which the sensor was
placed, as confirmed by a 24◦rotation visible in the inclinometer data. Figure 7. Time series of all GNSS positions presented in this paper, classified by landform type and range of displacement rates. The outlier
in the Landslides Mattertal (LS05, Summer 2020) was due to a superficial roto-translatory movement of the boulder on which the sensor was
placed, as confirmed by a 24◦rotation visible in the inclinometer data. timeseries_sanity_plots of the data repository and
also as a supplement to this paper. hindering direct comparison to other sensors, typically used
for validation. The processing of the derived data products is completely
transparent: the complete processing workflow from raw sen-
sor data to the derived data products applying cleaning and
aggregation is described in Sect. 5. Standardised visualisa-
tions for every data channel (an example is given in Fig. 6)
are provided at https://doi.org/10.1594/PANGAEA.948334
(Beutel et al., 2022) and allow to check the data cleaning
and aggregation on a per-channel basis. Note that data offset
were corrected only when field site interventions included
in the meta data provided an objective reason. No arbitrary
stylistic correction is performed. https://doi.org/10.5194/essd-14-5061-2022 6
Validation and uncertainty of data products The dataset presented in this manuscript comprises primary
(raw) and derived data products for a series of sensors. In
Table 1 we provide an overview of the sensor types, their
sampling intervals and their nominal accuracy. For most of
the sensor systems used, the work presented here represents
a novel application domain, with custom developed sensor
systems applied in a challenging operating regime. In many
cases, the extreme environmental conditions and demanding
logistics make so that our measurements are the only ones
performed in the area over such extended periods of time, The processing accuracy of the GNSS observables (input
data), to daily coordinates (primary data product) heavily de- Earth Syst. Sci. Data, 14, 5061–5091, 2022 https://doi.org/10.5194/essd-14-5061-2022 5073 A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment
5073
Table 3. Structure, description, formats, and sizes of the dataset components. File
Data description
Format
# Data points
# Files
Size
gnss_data_raw.zip
Raw daily position data
csv
231’136
885
61.3 MB
gnss_data_raw_observables.zip
GNSS raw observations
RINEX 2.11
199’551’511
126’395
38.1 GB
timeseries_data_raw.zip
Raw primary sensor data
csv
60’622’944
472
10.4 GB
gnss_derived_data_products.zip
Daily position data
csv
229’669∗
774
23 MB
timeseries_derived_data_products.zip
Sensor data after cleaning/aggregation
csv
3’290’599
416
161.3 MB
timeseries_sanity_plots.zip
Standard plots for all data
png
–
694
174.1 MB
dirruhorn_nodepositions.xlsx
General metadata file
xlsx
–
1
98 kB
matterhorn_nodepositions.xlsx
General metadata file
xlsx
–
1
58 kB
permos_nodepositions.xlsx
General metadata file
xlsx
–
1
37 kB
README.md
–
md
–
1
4 kB
Total
–
–
263’925’859
129’636
48.9 GB
∗In part the data have been processed by two different toolchains, RTKLIB and Bernese. Table 3. Structure, description, formats, and sizes of the dataset components. this as noise. This noise can be considered irrelevant, because
as the feature under investigation usually exhibit a yearly dis-
placement 2–3 orders of magnitude higher than the seasonal,
instrumental noise itself (displacement in metres, noise in
millimetres). Nevertheless, short-term outliers in the obser-
vations should be interpreted carefully, as they can be an am-
plified result of noise in the reference station (e.g. spikes in
RAND and HOGR in Fig. A2). A last caveat should be given
on the interpretation of the data, which despite hourly to daily
resolution, should be interpreted with care at such shorter
timescales, critically distinguishing between noise and sig-
nals in the data. pends on the quantity and quality of the input data. 6
Validation and uncertainty of data products This in
turn depends on the satellite availability, the meteorological
and atmospheric conditions, on the duration of the data ac-
quisition intervals that in turn depend on the available power
as well as the ground kinematics observed. In effect, the ac-
curacy of the primary GNSS data products varies over time
and space (between different positions). For this reason, no
average/typical values are given for the whole dataset. In-
stead, quality indicators are available for each daily position
fix calculated. For the GNSS data the standard deviation for
each axis (E, N, vertical) as well as the ratio of fixed am-
biguities is given, the ratio is a percentage that specifies how
well the GNSS solver was able to resolve integer ambiguities
for fixing a solution – a commonly used quality indicator in
GNSS post-processing. For the rtklib solution a static param-
eter set is chosen for each reference position, i.e. all baseline
pairs to the same reference are processed in the same way. The details are in the respective documentation of the tools
used. https://doi.org/10.5194/essd-14-5061-2022 Earth Syst. Sci. Data, 14, 5061–5091, 2022 8
Conclusions and outlook This paper documents the data resulting from a multiple
field-site monitoring effort using in situ GNSS sensors on dif-
ferent landforms in the Swiss Alps. This dataset constitutes
one of the largest and highest fidelity datasets document-
ing mass movement by means of permanent ground mea-
surement points, a method that has been developed and put
into practice by the authors. The data are obtained mainly at
mass movement sites in the periglacial field with a few place-
ments at lower altitudes at or beyond the fringe of permafrost. Most of these sites are subject to further investigations using
a multitude of methods, e.g. terrestrial surveys, seismome-
ters, time-lapse photography, UAV surveys, InSAR. A basic
overview of these field sites, methods employed, and data
available are documented. As such, this dataset provides an
important step for future work and development of novel
methods, further process understanding, and help for miti-
gating natural hazards as well as adaptation strategies. Since
October 2022, Rock Glacier Velocity (RGV) is a new Essen-
tial Climate Variable (ECV) product within the Global Cli-
mate Observing System (GCOS) (WMO, 2022). The Gugla-Bielzug rock glacier (BH 10/13) is situated to-
wards the north above the village of Herbriggen be-
tween the peaks of the Gugla and Breithorn. The frontal
part of the rock glacier opens up into a very steep gully
with frequent and high-volume discharge of loose ma-
terial. The Gugla-Bielzug rock glacier and Bielzug de-
bris flow are serious hazard sources in the area. Signifi-
cant efforts have been undertaken to (i) study the details
and (ii) implement protective measures for the safety
of the valley habitat and infrastructure. Specifically, a
debris catchment, several damming structures, and an
early warning system using geophones have been im-
plemented (Kummert et al., 2018a; Kummert and De-
laloye, 2018; Kummert et al., 2018b; Wirz et al., 2014b;
Guillemot et al., 2021; Oggier et al., 2016). The Stabbio di Largario rock glacier (LAR) is located
in the Adula/Rheinwaldhorn massif and therefore adds
to the monitoring concept in a different weather zone
(Scapozza et al., 2014). 7
Code and data availability western flank of the Distelhorn, above the municipality
of Grächen in the Matter Valley. The two instrumented
GNSS positions are located on two fronts. The upper
one (at 2500 ma.s.l.) shows a bulgy morphology, while
the lower one (at 2420 ma.s.l.) is more distinct. Ac-
cess to the rock glacier is facilitated by the presence of
nearby ski slopes. – https://git.uibk.ac.at/informatik/neslab/public/
permasense/rtklib_processing
(last
access:
26
Oc-
tober
2022)
(DOI:
https://doi.org/10.5281/zenodo. 7251288, Beutel, 2022). The Gruben rock glacier (GRU) and Jaegi rock glacier
(JAE) are located in the adjacent Saas Valley, near Saas
Grund, (Switzerland). They are among the first rock
glaciers investigated in Switzerland (Haeberli et al.,
1979; Haeberli, 1996, 1985; Haeberli and Schmid,
1988). The Jaegi rock glacier consists of two over-
riding fronts at around 2550 ma.s.l. The rock glacier
has shown signs of destabilisation since the 1950s
(Ghirlanda et al., 2016). Currently, the upper lobe –
between 2670 and 2550 ma.s.l. – has to be considered
destabilised, with large displacement rates and geomor-
phological signs of degradation. The GNSS position is
located close to this fast-moving front. The dataset (structure is described in Table 3) and its an-
nual update are available from the following website: – Dataset
https://doi.org/10.1594/PANGAEA.948334
(Beutel et al., 2022) 7
Code and data availability The dataset published with this paper contains data from
1 March 2011 until 31 December 2021. An overview of
the structure, file types, and size of the datasets, for both
the raw primary data and derived data products, is given
in Table 3. Furthermore, the dataset also contains the key
metadata files for the field sites. Annual updates of this
dataset are planned (living data process). Using the toolset
described in Appendix C and using the online repository at
http://data.permasense.ch, last access: 26 October 2022 (see
Weber et al., 2019a for details), the data user can also create
custom updates of the dataset independently. Furthermore, a
set of wrapper scripts for GNSS post-processing using the
open-source RTKLIB toolchain (http://www.rtklib.com, last
access: 26 October 2022) are described in Appendix D. This
toolchain allows us to compute the differential GNSS daily
positions from both the RINEX files contained in this dataset
as well as the online data from the PermaSense database. Furthermore, the accuracy of the daily coordinate fixes de-
pends also on the physical behaviour observed (the kinematic
of the measured landforms). If the observation point moves
significantly during one observation interval (epoch) an aver-
age position is computed. For static (non-moving positions)
this effect can be easily neglected. For fast motion, or stick-
slip events on the contrary, this effect can negatively impact
the accuracy of the measurements that basically results in a
time offset for the observed displacement. If required a de-
tailed analysis using finer grained temporal scales for the
GNSS post-processing can be applied to the input data. On
longer temporal scales, a seasonal period in noise can be ob-
served for most stations and especially notable for the refer-
ence station. In Figs. 4 and B2, we show two examples of the
seasonal variability in the position of a reference station. This
pattern could be explained by the physical behaviour of the
boulder on which the sensor is mounted. However, because
no validation measurements are present, we have to consider The toolset (code) for preparing, processing, validating,
and updating the data contained in this publication is avail-
able from the following providers and links: Earth Syst. Sci. Data, 14, 5061–5091, 2022 https://doi.org/10.5194/essd-14-5061-2022 A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment 5074 – https://git.uibk.ac.at/informatik/neslab/public/
permasense/permasense_datamgr (last access: 26 Oc-
tober
2022)
(DOI:
https://doi.org/10.5281/zenodo. 7251255, Weber et al., 2022). 8
Conclusions and outlook This rock glacier is known as
an important source of debris, reworked by debris flow
descending from the Soi Valley, and having caused sev-
eral damages at the village of Dangio-Torre in the past,
destroying the chocolate plant located at the conflu-
ence of Soi Valley into the Blenio Valley on 28–29 Au-
gust 1908. Appendix A: Detailed description of the field sites A1
Rock glaciers It
hosts the longest time series of permafrost temperatures
in an alpine rock glacier, dating back to 1987 (Vonder
Mühll and Haeberli, 1990; Hoelzle et al., 2002). Dur-
ing the same period, vertical inclinometer profiles were
also measured manually, providing a unique dataset. Recent detailed process-oriented studies are based on
the dataset presented (Cicoira et al., 2019a, 2021). The Sattelspitz buttress (SA) is a minor buttress on the west
ridge above Täsch (Switzerland). Due to slope instabil-
ities and hazard potential for the fresh water supply of
the village of Täsch, a kinematic monitoring has been
set up at this site. A fixed GNSS sensor has been in-
stalled on top of a rock tower that is currently showing
the largest displacement rates on the rock face. The data
have not been analysed in a scientific publication. The Sattelspitz buttress (SA) is a minor buttress on the west
ridge above Täsch (Switzerland). Due to slope instabil-
ities and hazard potential for the fresh water supply of
the village of Täsch, a kinematic monitoring has been
set up at this site. A fixed GNSS sensor has been in-
stalled on top of a rock tower that is currently showing
the largest displacement rates on the rock face. The data
have not been analysed in a scientific publication. The Sattelspitz buttress (SA) is a minor buttress on the west
ridge above Täsch (Switzerland). Due to slope instabil-
ities and hazard potential for the fresh water supply of
the village of Täsch, a kinematic monitoring has been
set up at this site. A fixed GNSS sensor has been in-
stalled on top of a rock tower that is currently showing
the largest displacement rates on the rock face. The data
have not been analysed in a scientific publication. The Ritigraben rock glacier (RI) is a well-studied landform
in the vicinity of the ski slopes of Grächen (Switzer-
land). In addition to the kinematics data, borehole tem-
peratures and inclinometers data are available (Kenner
et al., 2017, 2018; Cicoira et al., 2019a). The Schafberg rock glacier (SCH) is located above the mu-
nicipality of Pontresina (Switzerland). The rock glacier
delivers debris to steep slopes prone to snow avalanches
and debris flows that endanger the infrastructure and
the village in the valley bottom. Therefore, it has been
the object of investigations for this and other projects
related to natural hazards. A1
Rock glaciers The Dirru Rock Glacier (DI) is a well-studied landform
for this peculiar kinematic behaviour (Delaloye et al.,
2010). Continuous kinematic measurements have been
available since 2011 for three positions in the upper
part and the first steep flank of the rock glacier. In year
2018, two more positions were instrumented on the fast-
moving tongue, with the goal of creating a spatially re-
solved network for the analysis of the spatial variability
of rock glacier velocities at a daily scale (Cicoira et al.,
2019b, 2021). The Muragl rock glacier (MUR) is located in the homonym
valley in the municipality of Samedan (Switzerland). The rock glacier has already been investigated 20 years
ago in some of the first detailed photogrammetric stud-
ies from aerial and satellite imagery in the periglacial
environment (Kääb et al., 1997, 1998). On site, one
fixed GNSS sensor is located a few hundred metres up
from the PERMOS borehole (Cicoira et al., 2019a). The Distelhorn rock glacier (DIS) is the northernmost rock
glacier of the Matter Valley cluster. It is located on the The Distelhorn rock glacier (DIS) is the northernmost rock
glacier of the Matter Valley cluster. It is located on the The Distelhorn rock glacier (DIS) is the northernmost rock
glacier of the Matter Valley cluster. It is located on the Earth Syst. Sci. Data, 14, 5061–5091, 2022 https://doi.org/10.5194/essd-14-5061-2022 A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment 5075 The Randa Grossgufer (RA) is a 30 × 106 m3 rockslide site
on the orographic left side of the Matter Valley, just
opposite from the Dirru rock glacier. It has been thor-
oughly investigated by numerous researchers (Willen-
berg et al., 2008b, a; V. Gischig et al., 2011; Fäh et al.,
2012-12; S. Gischig et al., 2011; Moore et al., 2011;
Burjánek et al., 2010; Eberhardt et al., 2004). Moni-
toring activity has increased in the past years with one
GNSS reference and 3× GNSS sensor rovers situated at
the lip of the detachment. The Murtèl-Corvatsch rock glacier (COR) is one of the first
rock glaciers to be studied intensively worldwide. Its
displacement rates are 1–2 orders of magnitude smaller
than most other rock glaciers presented in this dataset. A3
Landslides It is not directly connected to the valley bottom
and is characterised by gentler slope gradients in com-
parison to the other rock glaciers in the valley. How-
ever, it carries two exemplary steep frontal zones above
which the two GNSS sensors are positioned. The creep
rates and the seasonal variability of this rock glacier are
less pronounced and are more related to the general pat-
terns observed in the Alps, rather than its steeper neigh-
bours in the Matter Valley (Noetzli et al., 2019). The Steintälli rock glacier (ST) is located a few hundred
metres higher in the same catchment as the Dirru rock
glacier. It is not directly connected to the valley bottom
and is characterised by gentler slope gradients in com-
parison to the other rock glaciers in the valley. How-
ever, it carries two exemplary steep frontal zones above
which the two GNSS sensors are positioned. The creep
rates and the seasonal variability of this rock glacier are
less pronounced and are more related to the general pat-
terns observed in the Alps, rather than its steeper neigh-
bours in the Matter Valley (Noetzli et al., 2019). A1
Rock glaciers The kinematic measure-
ments are complemented by borehole temperatures and
past inclinometer profile measurements (Arenson et al.,
2002), available through PERMOS. Detailed studies
about rock glacier dynamics have investigated this well-
monitored site (Cicoira et al., 2019a; Kenner et al.,
2020). 1Geologisches Gutachten, Dr. R. Urs Winterhalter, Zurich,
1959, personal communication, Rosie Allmendinger, 2018, Her-
briggen, various news reports from 1959. A3
Landslides The Breithorn landslide (BH) is a landslide situated
on the south-west slope of the Breithorn summit
(3176 m a.s.l.). It is located in close proximity, a
few hundred metres north, of the Gugla-Bielzug rock
glacier, which holds the same label. Positions 3, 7, 9,
12, and 68 are/were located on the landslide. Positions
10 and 13 are located on the rock glacier (see below). The Längenschnee (LS) and Gugla (GU) landslides can be
found one ridge line further south in the valley. This area
features a large, relict landslide that surged at least once
in 1959, when the village of Herbriggen was evacuated
for a number of days in mid-winter1. The lower parts of
the slopes leading down from the Gugla are known as
Längenschnee, a sediment and debris-rich area charac-
terised by sharp steepening drop, leading into the valley
and towering above the village of Herbriggen. Here, the
downslope movement of the whole area poses a signif-
icant and real risk for the habitat in the valley. Impor-
tant countermeasures apart from observation and mon-
itoring have been undertaken recently, e.g. a protective
dam is currently being constructed and a large boulder
(Grosse Stei) in the area of Längenschnee has been fixed
by anchoring and concrete under-filling. This boulder
has been monitored since 2018 using a GNSS sensor
(position LS11). The Längenschnee (LS) and Gugla (GU) landslides can be
found one ridge line further south in the valley. This area
features a large, relict landslide that surged at least once
in 1959, when the village of Herbriggen was evacuated
for a number of days in mid-winter1. The lower parts of
the slopes leading down from the Gugla are known as
Längenschnee, a sediment and debris-rich area charac-
terised by sharp steepening drop, leading into the valley
and towering above the village of Herbriggen. Here, the
downslope movement of the whole area poses a signif-
icant and real risk for the habitat in the valley. Impor-
tant countermeasures apart from observation and mon-
itoring have been undertaken recently, e.g. a protective
dam is currently being constructed and a large boulder
(Grosse Stei) in the area of Längenschnee has been fixed
by anchoring and concrete under-filling. This boulder
has been monitored since 2018 using a GNSS sensor
(position LS11). The Steintälli rock glacier (ST) is located a few hundred
metres higher in the same catchment as the Dirru rock
glacier. A2
Steep rock walls The Matterhorn Hörnli ridge (MH) is the east ridge of the
Matterhorn. The measurements are mainly clustered in
and around a prominent high-alpine rockfall (at an el-
evation of about 3500 ma.s.l.) that took place in year
2003 (Hasler et al., 2008, 2011, 2012). The highest po-
sition at this site and in the entire dataset is located
at the Solvey Hut at 4003 ma.s.l. Apart from the ther-
mal and kinematic measurements documented in Weber
et al. (2019a), recent years have also seen experimenta-
tion with seismic sensors (Weber et al., 2018b, c). The Matterhorn Hörnli ridge (MH) is the east ridge of the
Matterhorn. The measurements are mainly clustered in
and around a prominent high-alpine rockfall (at an el-
evation of about 3500 ma.s.l.) that took place in year
2003 (Hasler et al., 2008, 2011, 2012). The highest po-
sition at this site and in the entire dataset is located
at the Solvey Hut at 4003 ma.s.l. Apart from the ther-
mal and kinematic measurements documented in Weber
et al. (2019a), recent years have also seen experimenta-
tion with seismic sensors (Weber et al., 2018b, c). The Grabengufer landslide (GG) is a complex landform
comprising of a landslide (sagging) originating at ap-
prox. 2800 ma.s.l. as well as a very fast-moving rock The Grabengufer landslide (GG) is a complex landform
comprising of a landslide (sagging) originating at ap-
prox. 2800 ma.s.l. as well as a very fast-moving rock Earth Syst. Sci. Data, 14, 5061–5091, 2022 https://doi.org/10.5194/essd-14-5061-2022 A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment 5076 glacier releasing its debris into a hazard debris flow
ending just north of the village of Randa (Delaloye
et al., 2013). It has seen mitigation measures for many
decades with the earliest on record dating back to 1945,
when a protective wall was constructed to fence off a
lateral part of the moving rock glacier in the area of the
“Grüne Garten” above the village of Randa2. The Wisse Schijen landslide (WYS) is situated on the
orographic left side of the Matter Valley at around
3100 m a.s.l., to the west of Randa. A large landslide
is affecting the top of the permafrost slope equipped
with avalanche protection structures (eight rows of snow
nets). 2Protocol of the Swiss Federal Council, 15 February 1945. Earth Syst. Sci. Data, 14, 5061–5091, 2022 A2
Steep rock walls These nets retain snow in the Wisse Schijen
avalanche release area and protect numerous rows of
steel snow bridges below. A GNSS sensor is situated
in the centre of the landslide to monitor slope displace-
ments parallel to borehole inclinometer measurements. https://doi.org/10.5194/essd-14-5061-2022 Earth Syst. Sci. Data, 14, 5061–5091, 2022 5077 A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment Data availability for all primary data products. The time periods when data are available are indicated in green. imary data products. The time periods when data are available are indicated in green. Data availability for all primary data products. The time periods when data are available are indicated in green. Earth Syst. Sci. Data, 14, 5061–5091, 2022 https://doi.org/10.5194/essd-14-5061-2022 A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment 5078 78
A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment
gure A2. Time series (weekly mean) the three components of all reference stations used. A detailed description of each station is given in
ble 2. For a discussion of the spike in HOGR that also appears in the nearby RAND, see Sect. 6. Figure A2. Time series (weekly mean) the three components of all reference stations used. A detailed description of each station is given in
Table 2. For a discussion of the spike in HOGR that also appears in the nearby RAND, see Sect. 6. Figure A2. Time series (weekly mean) the three components of all reference stations used. A detailed description of each station is given in
Table 2. For a discussion of the spike in HOGR that also appears in the nearby RAND, see Sect. 6. Earth Syst. Sci. Data, 14, 5061–5091, 2022 https://doi.org/10.5194/essd-14-5061-2022 A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment 5079 Figure A3. Station BH13 on the Breithorn/Bielzug rock glacier above Herbriggen; VS exhibits a steady acceleration downslope. Figure A3. Station BH13 on the Breithorn/Bielzug rock glacier above Herbriggen; VS exhibits a steady acce BH13 on the Breithorn/Bielzug rock glacier above Herbriggen; VS exhibits a steady acceleration downslope. Figure A4. Station BH13 on the Breithorn/Bielzug rock glacier above Herbriggen; VS exhibits a steady acceleration downslope. Figure A4. Station BH13 on the Breithorn/Bielzug rock glacier above Herbriggen; VS exhibits a steady acceleration downslope. Earth Syst. Sci. Data, 14, 5061–5091, 2022 https://doi.org/10.5194/essd-14-5061-2022 a Location coordinates are given for the first day of deployment. b Sensor was destroyed in an avalanche ending the time series. c Sensor location
detached in a rockfall ending the time series. a Location coordinates are given for the first day of deployment. b Sensor was destroyed in an avalanche ending the time series. c Sensor loc
detached in a rockfall ending the time series A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment 5080 Figure A5. Station BH13 on the Breithorn/Bielzug rock glacier above Herbriggen; VS exhibits a steady acceleration downslope. Figure A5. Station BH13 on the Breithorn/Bielzug rock glacier above Herbriggen; VS exhibits a steady acceleration downslope. Figure A6. Wireless LAN (WLAN) backbone and fine distribution of wireless connectivity to all sensor locations in the Matter Valley. The
basis for such connection is a WLAN access point located at the cable car station of the Klein Matterhorn 3883 ma.s.l. about 6.5 km away,
where the network is attached to a local Internet service provider using glass fibre. In a previous publication, Weber et al. (2019a) provided
a more comprehensive and detailed description of the technology of the WSN. Figure A6. Wireless LAN (WLAN) backbone and fine distribution of wireless connectivity to all sensor locations in the Matter Valley. The
basis for such connection is a WLAN access point located at the cable car station of the Klein Matterhorn 3883 ma.s.l. about 6.5 km away,
where the network is attached to a local Internet service provider using glass fibre. In a previous publication, Weber et al. (2019a) provided
a more comprehensive and detailed description of the technology of the WSN. Figure A7. In very active movement zones finding a single block to fix the measurement instrument can be challenging, both w.r.t. longevity
and the representative motion of the investigated landform. The two locations shown in this figure are very active zones in steep parts of
two rock glaciers above Herbriggen (Switzerland): Dirru rock glacier (a) and Breithorn/Bielzug rock glacier (b). Photos from PermaSense
archive. Figure A7. In very active movement zones finding a single block to fix the measurement instrument can be challenging, both w.r.t. longevity
and the representative motion of the investigated landform. The two locations shown in this figure are very active zones in steep parts of
two rock glaciers above Herbriggen (Switzerland): Dirru rock glacier (a) and Breithorn/Bielzug rock glacier (b). Photos from PermaSense
archive. Earth Syst. Sci. Data, 14, 5061–5091, 2022 https://doi.org/10.5194/essd-14-5061-2022 5081 a Location coordinates are given for the first day of deployment. b Data from the permanent GNSS network in Switzerland (AGNES) are used here. A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment ira, S. Weber et al.: GNSS observations of the Swiss periglacial environment
1. Per position overview of the sensors in the Matter Valley field site (see Fig. 2): Part 1. General
Locationa
Kinematics
Weather
Station
Period of operation (yyyy-mm-dd)
Reference
Mast height [m]
Online data
East
North
Altitude
L1/L2-GNSS
L1-GPS
Inclination
Radiation
Weather data
BH03
2015-10-07–ongoing
RD01
1.0
X
2629378
1109934
2754
X
X
BH07
2011-05-18–ongoing
RD01
1.0
X
2629787
1110178
2982
X
X
BH09
2011-05-18–ongoing
RD01
1.5
X
2630158
1110218
3159
X
X
BH10
2011-08-17–2018-01-08b
RD01
1.5
X
2629255
1109755
2662
X
X
BH12
2012-02-24–ongoing
RD01
1.0
X
2629596
1110114
2872
X
X
BH13
2012-02-24–ongoing
RD01
1.0
X
2629332
1109779
2701
X
X
DI02
2011-05-02–ongoing
RD01
1.5
X
2629569
1107710
2770
X
X
DI03
2017-06-09–ongoing
RD01
1.5
X
2629354
1107798
2676
X
X
DI04
2017-06-09–ongoing
RD01
1.0
X
2629241
1107861
2599
X
X
DI07
2010-12-16–ongoing
RD01
1.5
X
2629355
1107810
2673
X
X
DI55
2011-03-09–ongoing
RD01
1.0
X
2629457
1107876
2694
X
DI57
2011-03-01–2014-09-11
RD01
1.5
2629354
1107816
2673
X
DIS1
2012-07-19–ongoing
RD01
1.0
2632748
1115588
2426
X
X
DIS2
2012-07-19–ongoing
RD01
1.0
2632911
1115403
2501
X
X
GG01
2011-09-29–ongoing
RG01
1.0
X
2628937
1104474
2906
X
X
GG02
2011-09-29–2020-05-17c
RG01
1.0
X
2628872
1104513
2894
X
X
GG52
2011-10-03–2016-12-30
RG01
1.0
2628872
1104514
2894
X
GG66
2012-10-26–2016-12-30
RG01
1.3
X
2628817
1104430
2905
X
GG67
2012-11-20–2016-12-30
RG01
1.3
X
2628782
1104448
2889
X
GU02
2011-05-18–2013-05-24
RD01
1.0
2629715
1109034
2969
X
X
GU03
2011-05-18–2013-05-24
RD01
1.5
2629761
1108988
2996
X
X
GU04
2011-08-17–2013-05-24
RD01
1.5
2629946
1108966
3130
X
X
LS01
2011-05-18–2013-08-19
RD01
1.5
2629465
1109281
2804
X
X
LS04
2011-05-18–2013-08-19
RD01
1.5
2629455
1109179
2802
X
X
LS05
2012-02-24–ongoing
RD01
1.0
X
2629059
1109378
2611
X
X
LS06
2018-04-17–ongoing
RD01
1.0
X
2628942
1109255
2524
X
X
LS11
2014-11-21–2020-10-03c
RD01
1.0
X
2629018
1109451
2588
X
X
LS12
2014-11-21–ongoing
RD01
1.0
X
2629053
1109268
2604
X
X
a Location coordinates are given for the first day of deployment. b Sensor was destroyed in an avalanche ending the time series. c Sensor location
detached in a rockfall ending the time series. Table A1. Per position overview of the sensors in the Matter Valley field site (see Fig. 2): Part 1. Earth Syst. Sci. Data, 14, 5061–5091, 2022 https://doi.org/10.5194/essd-14-5061-2022 5082 A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment Table A2. A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment Per position overview of the sensors in the Matter Valley field site (see Fig. 2): Part 2. General
Locationa
Kinematics
Weather
Station
Period of operation (yyyy-mm-dd)
Reference
Mast height [m]
Online data
East
North
Altitude
L1/L2-GNSS
L1-GPS
Inclination
Radiation
Weather data
RAND
2011-05-28–ongoing
ZERMb
X
2625632
1107181
2415
X
RA01
2015-10-08–ongoing
RAND
1.0
X
2625797
1107096
2326
X
X
RA02
2015-10-08–ongoing
RAND
1.0
X
2625772
1107086
2336
X
X
RA03
2016-05-27–ongoing
RAND
1.0
X
2625736
1107044
2325
X
X
RD01
2011-03-01–ongoing
RAND
0.5
X
2629577
1108071
2706
X
RG01
2011-09-29–ongoing
RAND
0.5
X
2628984
1104371
2974
X
RIT1
2012-07-19–ongoing
RD01
1.0
2631650
1113771
2605
X
X
RL01
2011-08-17–2013-05-24
RD01
1.0
2629491
1109569
2873
X
X
SA01
2018-08-06–ongoing
RAND
1.0
X
2628397
1099584
3079
X
X
SATT
2018-08-29–ongoing
RAND
X
2628357
1099535
3127
X
X
ST02
2011-05-18–ongoing
RD01
1.0
2630157
1108556
2997
X
X
ST05
2011-05-18–ongoing
RD01
1.5
2630237
1108650
3029
X
X
WYS1
2014-11-20–ongoing
RAND
1.0
X
2624011
1105068
3056
X
X
DH13
2011-03-08–ongoing
X
2629563
1108035
2690
X
DH42
2011-08-17–ongoing
X
2628985
1104370
2827
X
DH68
2013-08-20–ongoing
X
2629598
1110119
2870
X
DH69
2018-07-10–2020-06-03
X
2629385
1107919
2644
X
DH73
2018-07-10–2020-06-03
X
2629385
1107919
2644
X
a Location coordinates are given for the first day of deployment. b Data from the permanent GNSS network in Switzerland (AGNES) are used here. Earth Syst. Sci. Data, 14, 5061–5091, 2022 https://doi.org/10.5194/essd-14-5061-2022 5083 A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment A3. Per position overview of the sensors in the Matterhorn field site. General
Locationa
Kinematics
Weather
Station
Period of operation (yyyy-mm-dd)
Reference
Mast height [m]
Online data
East
North
Altitude
L1/L2-GNSS
L1-GPS
Inclination
Radiation
Weather data
HOGR
2011-02-03–ongoing
ZERMb
X
2618012
1092200
3463
X
MH33
2014-08-16–ongoing
HOGR
X
2617961
1092175
3487
X
X
MH34
2014-08-14–ongoing
HOGR
X
2618001
1092197
3463
X
X
MH35
2015-06-02–ongoing
HOGR
X
2617961
1092175
3487
X
X
MH40
2015-06-03–ongoing
HOGR
X
2617957
1092175
3489
X
MH43
2018-08-15–2020-07-08
HOGR
X
2617957
1092175
3489
X
MH15
2015-06-02–ongoing
X
2618019
1092200
3402
X
MH25
2010-12-17–ongoing
X
2618019
1092200
3402
X
MH51
2019-06-26–ongoing
X
2617392
1091918
4003
X
a Location coordinates are given for the first day of deployment. b Data from the permanent GNSS network in Switzerland (AGNES) are used here. Table A3. Per position overview of the sensors in the Matterhorn field site. Table A4. Per position overview of the sensors in the Saas Tal field site. e A4. Per position overview of the sensors in the Saas Tal field site. General
Locationa
Kinematics
Weather
Station
Period of operation (yyyy-mm-dd)
Reference
Mast height [m]
Online data
East
North
Altitude
L1/L2-GNSS
L1-GPS
Inclination
Radiation
Weather data
GRU1
2012-07-25–ongoing
RD01
0.5
2640436
1113468
2823
X
X
JAE1
2012-07-26–ongoing
RD01
0.5
2639856
1111235
2585
X
X
a Location coordinates are given for the first day of deployment. Earth Syst. Sci. Data, 14, 5061–5091, 2022 https://doi.org/10.5194/essd-14-5061-2022 5084 Appendix B: Project context and history The most
notable event was in 2018 when the debris discharged by the
Ritigraben Rock Glacier obstructed the river and caused se-
vere flooding all the way into the central sewage treatment
plant of the valley (Kenner et al., 2017, 2018). X-Sense, the initial project, conducted from 2010 to 2013,
focused on a study area on the orographic right side of the
Matter Valley above the municipalities of Randa and Her-
briggen (Switzerland). This area is dominantly situated in
permafrost, exhibits several features (Wirz et al., 2013) (see
Fig. 2), and has a rich history w.r.t. mass movement-related
natural hazards. Specifically, the earliest known records for
hazard mitigation efforts date back to 1945 (subsidies by the
Swiss federal government for rock-wall protection measures
near the Grabengufer) and February 1959 (evacuation of the
village of Herbriggen due to an excessive landslide sponta-
neously developing on the Längenschnee/Gugla area). y
p g
g
g
)
Apart from obtaining sensor data and working on geosci-
entific process studies, this project also focussed on devel-
oping and proving the utility of low-powered wireless GNSS
sensors in the scope of the application described. As men-
tioned earlier in Sect. 2, a new set of sensors was developed
based on commodity L1-GPS receivers and ubiquitous wire-
less data access based on previous work on the Matterhorn
(Talzi et al., 2007; Hasler et al., 2008, 2012; Weber et al.,
2017) and Jungfraujoch (Hasler et al., 2011; Girard et al.,
2012). The main challenge, besides designing a robust and
long-lived sensing system suitable for year-round operation
in a high-alpine setting, lies in the fact that the GNSS sen-
sors employed are characterised by (i) large data volumes and
(ii) a significant power consumption compared to many other
in situ sensors used in this domain. This is due to the fact
that the GNSS receiver needs to be operated continuously
over large periods of time (typically hours) and without us-
ing any low-power operating modes and also using an active
antenna in order to obtain sufficient observation data from
the satellite constellation w.r.t. both quality and quantity. For
the detection of very small displacements, such as in compact
bedrock or the ability to react to changing displacement dy-
namics quickly, e.g. in natural hazard scenarios, a 24/7 oper-
ation of the sensors is required. A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment 5085 decision-making by the Swiss cantonal and federal author-
ities. A selection of the most noteworthy events and mea-
sures are described in the following: In spring 2013, exces-
sive discharge from the Gugla-Bielzug rock glacier caused
severe debris flow in the Bielzug torrent, causing a partial
evacuation of the village of Herbriggen. Subsequently, a new
catchment with dam as well as geophone-based monitoring
was projected and erected. In order to protect hikers crossing
the Grabengufer, a hanging bridge spanning the upper part of
the discharge gully was constructed in 2010. Due to the rapid
evolution of the Grabengufer rock glacier and the landslide
above it, the bridge was hit by discharged debris multiple
times, subsequently closed and dismantled. In 2017, a new
bridge with a span of 494 m was erected further downslope
in the gully. In 2018, a large boulder on the order of 2000 m3
was blasted in a 2-month effort to protect the village of Randa
below (see Figs. B1 and B2). This freestanding boulder was
located at the front of the landslide feeding into the Graben-
gufer rock glacier and was gradually revealed due to continu-
ous erosion happening because of the excessive slope move-
ments in the area. Figure B2 shows the long-term evolution
of position GG02. The seasonal accelerations throughout the
time series and the anomalous behaviour (exponential accel-
eration) during 2020 are notable; this lead to the detachment
of the boulder from the slope and a consequent rockfall. The
process is visible in both the displacement and inclinome-
ter data. Another relevant case interests the area of Längen-
schnee, where a large rock boulder (2524 ma.s.l.) endanger-
ing the municipality of Herbriggen was stabilised with an-
chors and concrete under-filling in 2014. Here, the monitor-
ing of slope movement using 3× GPS on unstable masses
and 1× GNSS sensor on the stabilised rock serve as inte-
gral parts of the protection measures for the village of Her-
briggen. Due to the recent evolution of the landslide, the vil-
lage has received a new hazard zonation in 2018, and four
large protective dams have recently been erected on the upper
limit of the village. In the Ritigraben area, the rock glacier
has repeatedly led to severe debris flow with impact on the
road, railway track, and Matter Vispa river below. A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment The most
notable event was in 2018 when the debris discharged by the
Ritigraben Rock Glacier obstructed the river and caused se-
vere flooding all the way into the central sewage treatment
plant of the valley (Kenner et al., 2017, 2018). The method devised in this initial project (Buchli et al.,
2012; Wirz et al
2013) has proven to be very successful Appendix B: Project context and history A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment Table A5. Per position overview of the sensors in the Val Blenio field site. Table A5. Per position overview of the sensors in the Val Blenio field site. General
Locationa
Kinematics
Weather
Station
Period of operation (yyyy-mm-dd)
Reference
Mast height [m]
Online data
East
North
Altitude
L1/L2-GNSS
L1-GPS
Inclination
Radiation
Weather data
LAR1
2014-09-26–ongoing
SANBb
1.0
2718881
1148509
2355
X
X
LAR2
2014-09-28–ongoing
SANBb
1.0
2718731
1148483
2304
X
X
a Location coordinates are given for the first day of deployment. b Data from the permanent GNSS network in Switzerland (AGNES) are used here. Table A6. Per position overview of the sensors in the Engadine field site. A6. Per position overview of the sensors in the Engadine field site. General
Locationa
Kinematics
Weather
Station
Period of operation (yyyy-mm-dd)
Reference
Mast height [m]
Online data
East
North
Altitude
L1/L2-GNSS
L1-GPS
Inclination
Radiation
Weather data
COR1
2015-12-17–ongoing
SAMEb
0.8
2783147
1144727
2669
X
X
MUA1
2012-08-04–ongoing
SAMEb
1.0
2791144
1153620
2609
X
X
SCH1
2012-08-04–ongoing
SAMEb
1.0
2791062
1152725
2809
X
X
a Location coordinates are given for the first day of deployment. b Data from the permanent GNSS network in Switzerland (AGNES) are used here. Earth Syst. Sci. Data, 14, 5061–5091, 2022 https://doi.org/10.5194/essd-14-5061-2022 A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment https://doi.org/10.5194/essd-14-5061-2022 Appendix B: Project context and history decision making by the Swiss cantonal and federal author
ities. A selection of the most noteworthy events and mea-
sures are described in the following: In spring 2013, exces-
sive discharge from the Gugla-Bielzug rock glacier caused
severe debris flow in the Bielzug torrent, causing a partial
evacuation of the village of Herbriggen. Subsequently, a new
catchment with dam as well as geophone-based monitoring
was projected and erected. In order to protect hikers crossing
the Grabengufer, a hanging bridge spanning the upper part of
the discharge gully was constructed in 2010. Due to the rapid
evolution of the Grabengufer rock glacier and the landslide
above it, the bridge was hit by discharged debris multiple
times, subsequently closed and dismantled. In 2017, a new
bridge with a span of 494 m was erected further downslope
in the gully. In 2018, a large boulder on the order of 2000 m3
was blasted in a 2-month effort to protect the village of Randa
below (see Figs. B1 and B2). This freestanding boulder was
located at the front of the landslide feeding into the Graben-
gufer rock glacier and was gradually revealed due to continu-
ous erosion happening because of the excessive slope move-
ments in the area. Figure B2 shows the long-term evolution
of position GG02. The seasonal accelerations throughout the
time series and the anomalous behaviour (exponential accel-
eration) during 2020 are notable; this lead to the detachment
of the boulder from the slope and a consequent rockfall. The
process is visible in both the displacement and inclinome-
ter data. Another relevant case interests the area of Längen-
schnee, where a large rock boulder (2524 ma.s.l.) endanger-
ing the municipality of Herbriggen was stabilised with an-
chors and concrete under-filling in 2014. Here, the monitor-
ing of slope movement using 3× GPS on unstable masses
and 1× GNSS sensor on the stabilised rock serve as inte-
gral parts of the protection measures for the village of Her-
briggen. Due to the recent evolution of the landslide, the vil-
lage has received a new hazard zonation in 2018, and four
large protective dams have recently been erected on the upper
limit of the village. In the Ritigraben area, the rock glacier
has repeatedly led to severe debris flow with impact on the
road, railway track, and Matter Vispa river below. A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment 5086 Figure B1. The Grabengufer rock glacier in winter. Panel (a) shows an overview of the catchment with the Grabenhorn on top, the Graben-
gufer landslide, and the Grabengufer rock glacier above the Dorfbächji channel, with exposed eroded debris. Panel (b) shows the zoomed-in
area highlighted with the yellow box, the Grabengufer landslide in summer. The different measurement positions, the reference station, and
the freestanding block (approx. 2000 m3) blasted in summer of 2018 are labelled. Photos from PermaSense archive. Figure B1. The Grabengufer rock glacier in winter. Panel (a) shows an overview of the catchment with the Grabenhorn on top, the Graben-
gufer landslide, and the Grabengufer rock glacier above the Dorfbächji channel, with exposed eroded debris. Panel (b) shows the zoomed-in
area highlighted with the yellow box, the Grabengufer landslide in summer. The different measurement positions, the reference station, and
the freestanding block (approx. 2000 m3) blasted in summer of 2018 are labelled. Photos from PermaSense archive. Figure B2. A decade of displacement, inclination, and azimuth for the Grabengufer rock glacier (position GG02). In 2020, the boulder
where the GNSS station was installed showed an anomalous behaviour and strong acceleration until falling into the gully. The data show this
process until the last day. Figure B2. A decade of displacement, inclination, and azimuth for the Grabengufer rock glacier (position GG02). In 2020, the boulder
where the GNSS station was installed showed an anomalous behaviour and strong acceleration until falling into the gully. The data show this
process until the last day. Appendix C: PermaSense data manager Appendix B: Project context and history The resulting energy and data
footprint of the GNSS sensor alone (without data logging and
data transmission) is on the order of watts and megabytes per
station and per day. Therefore, it significantly exceeds typical
requirements of geoscientific data-acquisition systems, e.g. a
typical data logger with sensors attached. The method devised in this initial project (Buchli et al.,
2012; Wirz et al., 2013) has proven to be very successful
and was thus expanded to other locations and applications of
monitoring (Kenner et al., 2018; Cicoira et al., 2021) as well
as natural hazard mitigation (Kenner et al., 2020) in collab-
oration with partners of PERMOS, the Swiss cantonal and
federal authorities (Randa Grossgufer, Wisse Schijen, PER-
MOS GNSS sites) (Noetzli et al., 2019). The deployment activities of GNSS sensors started in the
summer of 2010 on the central orographic right side of the
Matter Valley above the village of Herbriggen. From then on,
the newly developed GNSS sensors were tested and put to
use to survey kinematics across different landforms and haz-
ard areas (Wirz et al., 2014b). Further extensions took place
at the Steintälli rock glacier, the Gugla/Bielzug rock glacier,
the Längenschnee, Breithorn, Gugla landslide areas as well
as the Grabengufer above Randa. During the study period, further hazard and mitigation
events took place where the data documented by and sup-
plementing this paper served as integral components for Earth Syst. Sci. Data, 14, 5061–5091, 2022 A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment A. Cicoira, S. Weber et al.: GNSS observations of the Swiss periglacial environment the online PermaSense database at http://data.permasense.ch
(last access: 21 October 2022) into a local file system. Specifically, the PermaSense data manager allows us to Appendix D: GNSS processing using the
open-source RTKLIB The output format of the position data CSV files produced
by RTKLIB is described in Table D1. A set of scripts automates the computation of static double-
difference GNSS solutions using the open-source toolchain
RTKLIB (http://www.rtklib.com, last access: 21 Octo-
ber 2022). The scripts are configurable for each baseline pair
w.r.t. input data, configuration parameter, and the toolchain to
be used. The configuration files and especially paths are set
up specifically for processing and producing the PermaSense
GNSS data contained in this dataset, but they can be adapted
to other processing needs accordingly. This allows flexibility
for individual processing needs for each position, should that
be required. The scripts are designed to run on x86 Linux,
but porting this to other platforms is straightforward. D1
Prerequisites In order to run these scripts, the following prerequisites must
be installed: – query data from the PermaSense GSN server and save
them locally as CSV files – RTKLIB
processing
scripts
https://git.uibk.ac.at/
informatik/neslab/public/permasense/rtklib_processing
(last access: 21 October 2022, Beutel, 2022) – load the locally store CSV files – filter according to reference values if available
– RTKL
(last a – RTKLIB can be obtained from http://www.rtklib.com/
(last access: 21 October 2022) or alternatively https://
github.com/rtklibexplorer/RTKLIB (last access: 21 Oc-
tober 2022) – filter according to reference values if available – clean data manually if needed – generate aggregates using an arithmetic mean (excep-
tions for weather data) – RINEX file compression tools https://terras.gsi.go.jp/ja/
crx2rnx.html (last access: 21 October 2022) – RINEX file compression tools https://terras.gsi.go.jp/ja/
crx2rnx.html (last access: 21 October 2022) – generate per-year CSV files for each position and data
type Some of the double-difference baselines are configured us-
ing reference positions from the Permanent GNSS network in
Switzerland (AGNES) and therefore these observation data
must be obtained directly from swisstopo as they are not con-
tained in this dataset. – generate standard plots for all positions as an intuitive
sanity check – query images from the PermaSense database server,
convert to JPEG and save them locally. D2
Processing sequence and configuration setup A README.md with this software package explains its us-
age. In short, a suitable Python environment is required. Us-
ing anaconda, you can install the requirements by executing
the following command: A single processing job always computes a single daily posi-
tion for a given baseline pair. There are two kinds of configu-
ration files that are required for each processing job: (i) a pa-
rameter file that specifies a baseline pair, data down-/upload
location, starting dates, default directories, and (ii) tools to
use for processing as well as a RTKLIB tool-configuration
file. The script package first collects the necessary data from
either the online server at http://data.permasense.ch (last ac-
cess: 21 October 2022) from the IGS service or from a lo-
cal file repository from disk and copies these files together
with the necessary configuration files into a local tempo-
rary directory. If required, RINEX files are produced using
the conv2bin tool from the RTKLIB toolchain. Thereafter,
the post-processing tool rnx2rtkp is called, producing an
output file with the coordinate data (see Table D1). Lastly,
the coordinates are transformed from WGS84 to the Swiss
national coordinate system by using the online REFRAME
conversion service (REST API) by swisstopo. conda env create -f condaEnvironment.yaml
conda activate permasense_datamgr conda env create -f condaEnvironment.yaml onda activate permasense_datamgr Individual positions can be enabled/disabled in the main
Python file manage_GSNdata.py, the metadata for filter-
ing and cleaning is contained in the folder ./metadata. Finally the tool is run by python manage_GSNdata.py By default, data are generated in the directory ./data. https://doi.org/10.5194/essd-14-5061-2022 Appendix C: PermaSense data manager (last access: 21 October 2022, Weber et al., 2022). It con-
tains both a Python toolbox for downloading and processing
primary as well as secondary data. The toolbox contains
routines for the compilation, cleaning, aggregation, and vali-
dation of both primary as well as derived data products from Codes for the management and processing of data associ-
ated with this paper are available at https://git.uibk.ac.at/
informatik/neslab/public/permasense/permasense_datamgr https://doi.org/10.5194/essd-14-5061-2022 Earth Syst. Sci. Data, 14, 5061–5091, 2022 5087 D3
Processing wrapper script syntax The main processing wrapper script is responsible for down-
loading all required data, creating a local temporary com-
puted space, executing the post-processing tool rnx2rtkp,
uploading the resulting data to the PermaSense database, and
archiving input and output data as well as cleaning up the
temporary file space. Earth Syst. Sci. Data, 14, 5061–5091, 2022 5088 5088 Table D1. GNSS computed daily position data CSV file format. Value
Unit
Description
time
[–]
Timestamp of the position data
position
[–]
Inventory position number from the database
label
[–]
Station label
processing_time
ms
Processing time in Unix time in milliseconds
device_type
[–]
Sensor type
version
[–]
Processing framework version
reference_label
[–]
Reference station label
e
m
Easting
n
m
Northing
h
m
Altitude
sd_e
m
Standard deviation easting
sd_n
m
Standard deviation northing
sd_h
m
Standard deviation altitude
ratio_of_fixed_ambiguities
[–]
Quality metric from post-processing Acknowledgements. We are extremely grateful for the extraor-
dinary local support that we received during our research activi-
ties in the Matter and Saas valleys, specifically from the munici-
palities of Zermatt (Romy Biner-Hauser), St. Niklaus (Gaby Fux),
Herbriggen, Randa, Taesch (Klaus Tscherrig), and Saas Grund;
the whole team of Air Zermatt (Gerold Biner); Kurt Lauber,
Stephanie Mayor, Martin Lehner, Edith Lehner, and the Hörnlihütte
team; Europahütte (Marcel Brantschen); Kinnhütte (Victor Imbo-
den); Alpin Center Zermatt; Zermatter Bergbahnen (Kurt Guntli);
Sprengtechnik-GFS (Willy Gitz and Angelo Gruber); Hotel Bahn-
hof, Zermatt (Fabi Lauber); and the local mountain guides (Her-
mann Biner, Robert Andenmatten, Willy Taugwalder, Urs Lerjen,
Benedikt Perren, Bruno Jelk, Hannes Walser, Simon Anthamat-
ten, Yann Dupertuis, and Anjan Truffer). Without this strong pos-
itive welcome, this work would not have been possible. We do not
know what we would have done without our “home base” at Ho-
tel Bergfreund in Herbriggen (CH). A big thank you to all gener-
ations of the Rosi and Rudi Allmendinger families for their gen-
erous support. Furthermore, we are thankful for technical support
and consultancy from the Art of Technology (Rolf Schmid), Zurich,
CH, as well as Swisstopo (Elmar Brockmann), Wabern, CH, and
to the many friends and helpers who were involved in supporting
the field work: Lucas Girard, Stephanie Gubler, Christoph Walser,
Robert Kenner, Johann Müller, Jeff Moore, and Valentin Gischig. Finally, we acknowledge the two anonymous referees as well as
Ken Mankoff and Inga Beck for handling the peer-review process
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Kenneth Mankoff and reviewed by two anonymous referees. Review statement. This paper was edited by Inga Beck and
Kenneth Mankoff and reviewed by two anonymous referees. through heat conduction on rock glacier dynamics: a nu-
merical modelling approach, The Cryosphere, 13, 927–942,
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Processing wrapper script syntax compute_solution.sh -p
[parameter_file] -d -b -r -c -f -u YYYY MM DD
#
-d:
igs data download
#
-b:
no data download and no conversion
for the basestation
#
-r:
no data download and no conversion
for the roverstation
#
-c:
no conversion
#
-f:
use IGS final data product
#
-u:
upload to GSN database Supplement. The supplement related to this article is available
online at: https://doi.org/10.5194/essd-14-5061-2022-supplement. Supplement. The supplement related to this article is available
online at: https://doi.org/10.5194/essd-14-5061-2022-supplement. Author contributions. JB, AC, and SW developed the concept
and prepared the manuscript. JB, SG, AH, SW, BB, AB, MM,
RL, TG, and RDF developed the sensor technology, the data-
management architecture as well as the tools for managing the data. VW, SG, HR, and JB conceived the initial GNSS sensor deploy-
ments with the help of LT, TS, AV, and DVM that jointly had instru-
mental roles in launching and executing the initial X-Sense project. PL implemented the first GNSS post-processing prototype. JB, AV,
SW, AC, AH, HR, LT, TS, RD, IGR, RM, JN, MP, EP, CS, and
DVM contributed to the scaling and application of the technology
to further field sites and applications, especially in the domain of
long-term monitoring, natural hazard mitigation and early warning. All the authors contributed to the article and approved the submitted
manuscript. Financial support. This research has been supported by fund-
ing from the Swiss National Science Foundation NCCR-MICS,
the ETH Zurich Competence Center Environment and Sustainabil-
ity (CCES), the Swiss Federal Office of the Environment (FOEN),
nano-tera.ch (grant no. 530659), and the Swiss Permafrost Moni-
toring Network (PERMOS). Support in the form of equipment has
been given by Hilti Schweiz AG, Arc’teryx, Petzl, and Beal. The
technical workshops at ETHZ and UniZH as well as Art of Tech-
nology, Zurich, contributed to the successful development and im-
plementation of various pieces of equipment. 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
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ternational Publishing, Hardcover ISBN 978-3-030-73172-4,
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Temporal Characteristics of Different Cryosphere-Related Slope
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0, https://doi.org/10.1007/978-3-642-31337-0_49, 2013. Vonder Mühll, D. and Haeberli, W.: Thermal Characteristics
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ral variability of diverse mountain permafrost slope movements
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119–127, https://doi.org/10.1016/j.epsl.2018.08.042, 2018b. Weber, S., Faillettaz, J., Meyer, M., Beutel, J., and Vieli, A.: Acous-
tic and micro-seismic characterization in steep bedrock per-
mafrost on Matterhorn (CH), J. Geophys. Res.-Earth, 123, 1363–
1385, https://doi.org/10.1029/2018JF004615, 2018c. Weber, S., Beutel, J., Da Forno, R., Geiger, A., Gruber, S., Gsell,
T., Hasler, A., Keller, M., Lim, R., Limpach, P., Meyer, M.,
Talzi, I., Thiele, L., Tschudin, C., Vieli, A., Vonder Mühll,
D., and Yücel, M.: A decade of detailed observations (2008–
2018) in steep bedrock permafrost at the Matterhorn Hörn-
ligrat (Zermatt, CH), Earth Syst. Sci. Data, 11, 1203–1237,
https://doi.org/10.5194/essd-11-1203-2019, 2019a (data avail-
able at: https://doi.org/10.1594/PANGAEA.897640). Earth Syst. Sci. Data, 14, 5061–5091, 2022 https://doi.org/10.5194/essd-14-5061-2022
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COMPARATIVE STUDY ON THE TREATMENT OF DISC HERNIATIONS
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Original Article/Artículo Original/Artigo Original Original Article/Artículo Original/Artigo Original ESTUDIO COMPARATIVO DEL TRATAMIENTO DE LAS HERNIAS DISCALES
ESTUDO COMPARATIVO DE TRATAMENTO DE HÉRNIAS DE DISCO María Luz Suárez-Huerta1, Elena Iglesia-Diez1, Alfredo Álvarez Castro1, Jesús Betegón Nicolás1, Sonia Sánchez Campos1,
Antonio Luis Mostaza Saavedra1, Manuel Fernández-González1 1. Complejo Asistencial Universitario de León, Leon, Spain. RESUMEN Objetivo: Comparar los resultados del tratamiento de pacientes con lumbalgia y radiculalgia secundaria a hernia discal asociada a de-
generación del disco, mediante la instrumentación con tornillos pediculares y barra dinámica, liberando la raíz sin discectomía frente a otras
técnicas no instrumentadas (microdiscectomía con o sin foraminotomía). Métodos: Se ha realizado un estudio descriptivo retrospectivo de
las intervenciones realizadas en pacientes con hernias discales por los servicios de Traumatología y Neurocirugía, recogiendo las siguientes
variables: edad, sexo, tipo de técnica, tiempo de intervención, tiempo de evolución, grado de satisfacción y complicaciones. Se constituyeron
dos grupos: instrumentación con barras dinámicas y técnicas no instrumentadas, comparando los resultados de cada grupo. Se utilizó el
software SPSS v20.0. Resultados: Presentamos 142 intervenciones realizadas entre 2009 y 2012, 86 mediante instrumentación dinámica y 56
por técnicas de descompresión sin instrumentación. No se observaron diferencias estadísticamente significativas entre los grupos respecto a
edad, sexo, ni tiempo de evolución hasta la intervención. Se observaron diferencias estadísticamente significativas (p = 0,001) en el tiempo de
intervención, siendo menor en la técnica instrumentada. Respecto a las complicaciones de las técnicas no se hallaron diferencias significativas
ni en las reintervenciones ni en las infecciones. Conclusiones: No encontramos diferencias significativas entre la utilización de instrumentación
con barras dinámicas frente a otras técnicas quirúrgicas no instrumentadas en el tratamiento de las hernias discales de más de 6 meses de
evolución, ni respecto a las complicaciones y ni al grado de satisfacción de los pacientes. Descriptores: Desplazamiento del disco intervertebral/terapia; Discectomía; Tornillos pediculares. ABSTRACT Objective: To compare the results of treatment of patients with low back pain and radiculalgia resulting from disc herniation associated
with disc degeneration through instrumentation with pedicle screws and dynamic rod, with root release and without diskectomy compared
with other non-instrumented techniques (microdiskectomy with or without foraminotomy). Methods: This is a retrospective descriptive study
of interventions for patients with herniated discs in the Traumatology and Neurosurgery that used the following variables: age, sex, type of
technique, surgical time, time of evolution, degree of satisfaction, and complications. Two groups were formed: instrumentation with dynamic
rods and non-instrumented techniques, comparing the results of each group. The software used was the SPSS v20.0. Results: We presented
142 interventions carried out between 2009 and 2012, 86 with dynamic instrumentation and 56 by other decompression techniques without
instrumentation. No statistically significant differences were observed between age and sex groups and time elapsed until intervention. We
found statistically significant differences (p=0.001) in surgical time, which was lower in the instrumented technique. No significant differences
were found in complications between the techniques in both re-operations and in infections. Conclusions: In this study, we found no significant
differences between the use of instrumentation with dynamic rods with respect to other non-instrumented surgical techniques in the treatment
of herniated discs over 6 months of evolution or the complications and the degree of the patients’ satisfaction. Keyword: Intervertebral disc displacement/therapy; Diskectomy; Pedicle screws. This study was conducted at the Complejo Asistencial Universitario de Leon, Leon, Spain.
Correspondence: Avenida de la costa N°30 5°B, Gijón Astúrias, España. CP.3205. msuarez83@hotmail.com METHOD There was no significant difference either in the levels of patient
satisfaction between the groups (p=0.825), averaging higher than
3 in both groups, or in terms of responses to the question about
whether they would undergo the surgery again (chi square p=0.103). We organized the patients into two groups by technique: one group
with dynamic rod instrumentation and release of the compressed root
without discectomy and the other with simple discectomy. We compared
the results obtained in each group. For the statistical analysis, we used
SPSS v20.0 software. The level of significance was established at 95%. y
g
g
y g
(
q
p
)
The only point where differences were encountered was in the
use of corticosteroids prior to surgery, higher in the group of patients
without instrumentation (p=0.001). The population sample with the lowest satisfaction with the surgery
(those who left a poor or average rating, who would not recommend
the technique, and who would not undergo the surgery again) was a
group of 23 patients (65% of whom were women) with an average age
of 44 years ±8, slightly overweight (BMI=25.6), with L4-L5 involvement
(52%), and being treated with psychoactive drugs (56%). INTRODUCTION induction and two hours prior to the surgery. The patients who un-
derwent surgery in the Neurosurgery Service received antibiotic
prophylaxis 90 minutes before the surgery began. The level to be
operated on was determined intraoperatively using a fluoroscope. Chronic back pain is one of the greatest problems related to
decreased quality of life of the patient. Nonetheless, the surgical
approach to disc hernias of more than six months of evolution, as-
sociated with degenerative discopathies that do not respond to
conservative treatment, continues to be a challenge.1 Release and dynamic stabilization technique Pedicular instrumentation system with dynamic rods: The con-
ventional technique without a microscope was used. An incision was
made in the skin and then a dissection by planes with an electric
scalpel. A foraminotomy or a flavectomy was performed to decom-
press the nerve root. The procedure continued with the placement
of transpedicle screws assisted by a fluoroscope and the dynamic
rod was installed. Discectomies or bone grafts (arthrodesis) were
not performed in any of the cases. g
We often encounter studies in scientific journals that present
poor disc hernia surgery outcomes within the context of degenerative
pathology, and even with no degenerative pathology, in cases where
they have evolved over time.2 Thus, the concept of postdiscectomy syndrome has emerged to
define a clinical profile of the recurrence of lumbar and radicular pain
related to periradicular fibrosis, instability of the operated segment,
degeneration of the segment, etc.3 Distinct surgical techniques have been developed to treat this
problem, among which is included dynamic stabilization of the oper-
ated segment.4 The goal of this technique is to stabilize the segment,
without fusion in order to reduce mobility and also to reduce and/or
prevent postsurgical degeneration.5,6 Other indications, not addressed
in this study, are used to prevent the adjacent segment syndrome,
only applicable in cases of fusion with or without instrumentation.7 RESULTS One hundred and forty-two patients, who underwent surgery be-
tween 2009 and 2012, with an average follow-up time of 44 months
(ranging from 16-65 months), were included in the study. Instrumentation
with dynamic rods was used in 86 patients and other techniques without
instrumentation were used in the other 56 patients (18 patients under-
went microdiscectomies with foraminotomy and 38, microdiscectomies
without foraminotomy). The distribution by sex was 70 males (49%) and
72 females (51%). The average age was 43.67 years (ranging from 21
to 65 years of age) and the average BMI was 25.25 (from 15.4 to 36.9). The average surgical time was 109 minutes (ranging from 45 to 275
minutes). The average clinical follow-up time prior to surgery was 17.9
months (ranging from 6 to 192 months). The most common locations
were L4-L5 right (39 patients, 25.7%), L5-S1 left (39 patients, 25.7%),
L4-L5 left (35 patients, 23%), and L5-S1 right (25 patients, 16.4%). Simple discectomy technique Microdiscectomy: An incision is made in the skin, then dissection
by planes using an electric scalpel or a cold scalpel and scissors
is performed. Once the space is located, it is confirmed using the
fluoroscope. From this point on, the procedure continues under the
microscope. Once the space where the disc hernia is found, the root
is located and the protruding disc and the foraminal disc fragments
are removed, and then we move on to the discectomy. The patient
receives a vial of extended release corticosteroid and a compound to
prevent fibrosis. A foraminotomy is performed in cases where the space
is compromised and a laminectomy when there is a disk fragment
sequestered inside the channel or in cases of large volume disc hernias. y pp
Our objective is to compare the results of treatment in patients
with low back pain and radiculalgia secondary to a herniated disc
associated with disc degeneration, using instrumentation with pedicle
screws and dynamic rods, releasing the root without discectomy, with
those of the other technique still considered the gold standard for
disc surgery, microdiscectomy with or without foraminotomy. Given
that we compared two different techniques, we analyzed whether the
impingement of the intervertebral disc, a recognized cause of the onset
of fibrosis,8 and whether laminectomy and/or foraminotomy, possible
causes for segmental instability,9 would have better clinical outcomes
in reducing possible postlaminectomy segmental instability than to
not carry out discectomy and than the use of dynamic stabilization. RESUMO Objetivo: Comparar os resultados do tratamento de pacientes com dor lombar e radiculalgia decorrente de hérnia de disco associada à
degeneração do disco, por meio de instrumentação com parafusos pediculares e barra dinâmica com liberação da raiz sem discotomia em com-
paração com outras técnicas não instrumentadas (microdiscotomia com ou sem foraminotomia). Métodos: Foi realizado um estudo retrospectivo
e descritivo de intervenções realizadas em pacientes com hérnia de disco nos serviços de Traumatologia e Neurocirurgia, empregando-se as
seguintes variáveis: idade, sexo, tipo de técnica, tempo de cirurgia, tempo de evolução, grau de satisfação e complicações. Foram formados dois
grupos: instrumentação com barras dinâmicas e técnicas não instrumentadas, comparando os resultados de cada grupo. O software utilizado foi
o SPSS v20.0. Resultados: Apresentamos 142 intervenções realizadas entre 2009 e 2012, 86 por instrumentação dinâmica e 56 por técnicas de
descompressão sem instrumentação. Não foram observadas diferenças estatisticamente significativas entre os grupos de idade, sexo e tempo de
evolução até a intervenção. Constataram-se diferenças estatisticamente significativas quanto ao tempo cirúrgico (p = 0,001), sendo menor na técnica
instrumentada. Com relação às complicações das técnicas, não houve diferença significativa nas re-operações nem nas infecções. Conclusões:
Não foram encontradas diferenças significativas entre o uso de instrumentação com barras dinâmicas com respeito a outras técnicas cirúrgicas não
instrumentadas no tratamento da hérnia de disco com mais de 6 meses de evolução nem a complicações e ao grau de satisfação dos pacientes. Descritores: Deslocamento do disco intervertebral/terapia; Discotomia; Parafusos pediculares. This study was conducted at the Complejo Asistencial Universitario de Leon, Leon, Spain. Correspondence: Avenida de la costa N°30 5°B, Gijón Astúrias, España. CP.3205. msuarez83@hotmail.com http://dx.doi.org/10.1590/S1808-185120161504146381 Received on 02/24/2015, accepted on 06/03/2016. Coluna/Columna. 2016;15(4):295-8 296 METHOD This was a retrospective review of the surgeries performed in
patients with disc herniations by the Traumatolgy and Neurosurgery
Services from 2009 to 2012. The variables collected were: age, sex, BMI, type of technique
used, surgical time, time of disease progression until surgery, patient
satisfaction level (1=poor, 2=average, 3=good, 4=excellent), and the
presence of complications (infections, failure of the osteosynthesis
materials, reinterventions, follow-up in pain treatment centers). We did not observe any statistically significant differences in
the composition of the groups in terms of age, sex, time of disease
progression until the intervention, BMI, location of the hernia, or
duration of postoperative follow-up. Statistically significant differences
were observed (p=0.001) between surgical times, with an average
of 84 minutes ±22.58) for the dynamic technique and 150 minutes
(±38.76) for the discectomies. (Table 1) The study was approved by Institutional Rewiew Board of the
Hospital de León (the number of the research protocol was 1622),
the patients signed the informed consent form for participation in the
study, and all the data was anonymized. The inclusion criteria were: Patients between 18 and 65 years of
age, who suffered from low back pain and radiculalgia secondary
to disc herniation associated with disc degeneration at a single level
(confirmed by magnetic resonance imaging), and who underwent
medical treatment and rehabilitation for at least six months. All the
patients were informed about the surgical procedures and signed the
informed consent form. We excluded patients with non-lumbar disc
hernias or without medical histories, patients with less than six months
of disease progression, who had undergone previous surgeries, and
who had stenosis, listhesis, segmental instability, infections, tumors,
scoliosis, vertebral fractures, or severe systemic illnesses. There were 25 reinterventions (16.4%), 5 infections (3.3%), and
13 referrals to the pain treatment center for follow-up (8.6%). There
were no significant differences between the comparison groups either
for reinterventions (p=0.344), infections (p=0.447), or for follow-up
in the pain treatment center (p=0.706). (Table 2) There was no significant difference either in the levels of patient
satisfaction between the groups (p=0.825), averaging higher than
3 in both groups, or in terms of responses to the question about
whether they would undergo the surgery again (chi square p=0.103). The only point where differences were encountered was in the
use of corticosteroids prior to surgery, higher in the group of patients
without instrumentation (p=0.001). Coluna/Columna. 2016;15(4):295-8 DISCUSSION Furthermore,
this study should have been conducted with a randomized population,
recording the symptoms as a function of time, as was not the case. In their observational studies, Nygaard et al.14, Ng and Sell15 con-
cluded that surgery following from eight to twelve months of sciatica
produced worse results than surgery performed earlier. However, we
must keep in mind that it is difficult to make patients with persistent
sciatica wait for 8-12 months of conservative treatment. Furthermore,
this study should have been conducted with a randomized population,
recording the symptoms as a function of time, as was not the case. However, the general conclusions from the random trials conducted
by Weinstein, Osterman, and Butterman do not suggest unsatisfactory
outcomes from long-term conservative treatment.16-18 In our review of the articles that analyze the outcomes of treatments
for disc herniations, we observed that there are discrepancies among
the scientific works in terms of methodology, surgical outcomes, and
follow-up. Perhaps the main issues are data collection bias and the
great variability among the individual characteristics of the patients
presented by the different studies.29 In our study, the fact that the patients were separated into two
cohorts, each of which was operated, treated, and analyzed by a different
service was a limitation because the results are not entirely comparable. However, the general conclusions from the random trials conducted
by Weinstein, Osterman, and Butterman do not suggest unsatisfactory
outcomes from long-term conservative treatment.16-18 From all these results, we can conclude that early surgery (a clinical
history of sciatica for 6-12 weeks) does not lead to better long-term
results. The only benefits are a faster decline of the radiculopathy
and an earlier recovery. This, however, can be considered a valuable
advantage for the part of the population that is unable to, unwilling to,
or cannot wait for the natural course of the disease or for the possibility
of a delayed surgery if necessary. Coluna/Columna. 2016;15(4):295-8 Surgical intervention and indication These systems are technically more
complex, require longer surgical time, and have more complications.2
Instead, dynamic stabilization devices function together with the
movement segment, without replacing any anatomical structure. Semirigid fixation is the most commonly used term to describe these
devices, a questionable concept and one we do not share since
dynamic systems do not produce fusion. In fact, there is no graft
involved, it is only intended to offer stabilization without the tension
that conventional rigid fixation produces. Back pain and sciatica following discectomy may be due to segmen-
tal instability and to the concept of chronic degenerative instability.22,24
Formerly, fixation systems were static, but today dynamic stabilization
systems are beginning to be used. These devices preserve movement
and can be classified as prosthetic or dynamic. With prosthetic devices,
the disc, the nucleus, and the facet joints are completely substituted
by the prosthesis, replacing the anatomic structure and functions of
the lumbar movement segment. These systems are technically more
complex, require longer surgical time, and have more complications.2 Instead, dynamic stabilization devices function together with the
movement segment, without replacing any anatomical structure. Semirigid fixation is the most commonly used term to describe these
devices, a questionable concept and one we do not share since
dynamic systems do not produce fusion. In fact, there is no graft
involved, it is only intended to offer stabilization without the tension
that conventional rigid fixation produces. The main complications reported in the dynamic approach group
were residual pain and instrumentation failure, while in the other tech-
nique group hernia recurrence and dural injuries were predominant. DISCUSSION The devices restrict movement to a certain extent and allow the
load to be shared between the device and the movement segment. For the long-term survival of the device, the loads and the movement
must be shared with the device, which complements the kinematics
of the segment in motion. If this does not happen, the device can
end up failing from overuse (breakage or loosening). This must be
avoided since the device must endure for an indefinite period of
time. They bring the advantages of easy conversion to conventional
stabilization or replacement of parts, compatibility with minimally
invasive procedures, and restoration of anatomical lordosis.25 Degenerative disc disease and disc hernias are the most com-
mon problems in patients with low back pain10 and one of the most
common causes of work leave. Nevertheless, the treatment of disc
hernias is very controversial and there are a multitude of studies that
present contradictory conclusions.11 For example, the results published by Weber10 reported that
prolonged conservative treatment has outcomes after four years of
follow-up similar to those achieved through early surgery. After this,
several observational cohort studies were conducted that presented
worse results from conservative treatment as compared to early
surgery. They came to the conclusion that, after two months of sci-
atica, outcomes from conservative treatment are worse than those
from surgical intervention.12,13 All of these results must be viewed
with caution because the studies were not based on randomized
populations and included patients who did not receive the same
analgesic regimens or follow the same recommendations, making
the outcomes not totally comparable. p
Dynamic stabilization is used to eliminate lumbar pain and stabilize
degenerated discs. These systems enable a more physiological
transmission of forces between the anterior and posterior compo-
nents of the lumbar spine, while maintaining mobility and controlling
abnormal movements in the lumbar segment.26,27 These semirigid
stabilization systems restore normal spine functions and protect the
adjacent segments.27,28 In our review, there was only one case of
degeneration of the adjacent disk. In their observational studies, Nygaard et al.14, Ng and Sell15 con-
cluded that surgery following from eight to twelve months of sciatica
produced worse results than surgery performed earlier. However, we
must keep in mind that it is difficult to make patients with persistent
sciatica wait for 8-12 months of conservative treatment. Surgical intervention and indication The patients were operated in the prone position under general
anesthesia. They received prophylactic antibiotics with the anesthetic Coluna/Columna. 2016;15(4):295-8 Coluna/Columna. 2016;15(4):295-8 COMPARATIVE STUDY ON THE TREATMENT OF DISC HERNIATIONS 297 Table 1. Comparison of variables between the instrumented technique and dis-
cectomy. Technique
Statistical
Significance
Instrumentation
Discectomy
Age
44.3
42.7
0.111
Sex
Male
43
27
0.835
Female
43
29
Time since the
surgery (months)
18.9
16.9
0.311
BMI
25.7
25.2
0.362
Time of postoperative
follow-up (months)
42.9
45.7
0.256
Surgical time
(mintues)
84
150
0.002
Table 2. Complications. Technique
P value
Instrumentation
No instrumentation
Number of
reinterventions
12
13
0.344
Number of infections
2
3
0.447
Number of patients
in follow-up in pain
treatment centers
8
5
0.706 The general recommendation is to wait for a period of 6 to 12
weeks after the onset of symptoms, except in cases of cauda equina
or rapid loss of motor function.13,19 However, taking all the studies
into account, perhaps we should rethink this indication because in
our study we excluded patients who had undergone surgery after
less than 6 months of progression. p
g
Currently, there are numerous techniques for treating degenerative
disc disease with debatable results.15 In the last century, surgical treat-
ment for pain in degenerative disc diseases began with discectomies
and decompressions. The first lumbar discectomy was performed by
Mixter and Barr20 in 1934, and became the most used technique. Today,
the microdiscectomy, a less traumatic procedure that permits smaller
incisions of the skin and muscle tissue, is being performed. The simple
discectomy and the microdiscectomy are considered to be the gold
standards for the surgical treatment of lumbar disc hernias.2 However,
these techniques have not yielded good results in the treatment of chronic
back pain following disc suppression, since low back pain and sciatica
persisted in up to 40% of cases, although in only 20% in our sample. g
y
Back pain and sciatica following discectomy may be due to segmen-
tal instability and to the concept of chronic degenerative instability.22,24
Formerly, fixation systems were static, but today dynamic stabilization
systems are beginning to be used. These devices preserve movement
and can be classified as prosthetic or dynamic. With prosthetic devices,
the disc, the nucleus, and the facet joints are completely substituted
by the prosthesis, replacing the anatomic structure and functions of
the lumbar movement segment. REFERENCES follow up. J Neurosurg. 2000;92(2 Suppl):131-4. 1. Nyström B. Spinal fusion in the treatment of chronic low back pain: rationale for
improvement. Open Orthop J. 2012;6:478-81. 1. Nyström B. Spinal fusion in the treatment of chronic low back pain: rationale for
improvement. Open Orthop J. 2012;6:478-81. 15. Ng LC, Sell P. Predictive value of the duration of sciatica for lumbar disce
prospective cohort study. J Bone Joint Surg Br. 2004;86(4):546-9. improvement. Open Orthop J. 2012;6:478-81. 2. Mirza SK, Deyo RA. Systematic review of randomized trials comparing lumbar
fusion surgery to nonoperative care for treatment of chronic back pain. Spine
(Phila Pa 1976). 2007;32(7):816-23. 2. Mirza SK, Deyo RA. Systematic review of randomized trials comparing lumbar
fusion surgery to nonoperative care for treatment of chronic back pain. Spine
(Phila Pa 1976). 2007;32(7):816-23. 16. Jacobs WC, Arts MP, van Tulder MW, Rubinstein SM, van Middelkoop M, Ostelo
RW, Verhagen AP, Koes BW, Peul WC. Surgical techniques for sciatica due to
herniated disc, a systematic review. Eur Spine J. 2012;21(11):2232-51. 3. Anandjiwala J, Seo JY, Ha KY, Oh IS, Shin DC. Adjacent segment degeneration
after instrumented posterolateral lumbar fusion: a prospective cohort study with
a minimum five-year follow-up. Eur Spine J. 2011;20(11):1951-60. 17. Osterman H, Seitsalo S, Karppinen J, Malmivaara A. Effectiveness of
microdiscectomy for lumbar disc herniation: a randomized controlled trial with 2
years of follow-up. Spine (Phila Pa 1976). 2006;31(21):2409-14. 4. Kaner T, Ozer AF. Dynamic stabilization for challenging lumbar degenerative diseases
of the spine: a review of the literature. Adv Orthop. 2013;2013:753470. of the spine: a review of the literature. Adv Orthop. 2013;2013:7 18. Buttermann GR. Treatment of lumbar disc herniation: epidural steroid injection
compared with discectomy. A prospective, randomized study. J Bone Joint Surg
Am. 2004;86-A(4):670-9. 5. Coe JD, Kitchel SH, Meisel HJ, Wingo CH, Lee SE, Jahng TA. NFlex Dynamic
Stabilization System : Two-Year Clinical Outcomes of Multi-Center Study. J Korean
Neurosurg Soc. 2012;51(6):343-9. 19. Deyo RA. Back surgery--who needs it? N Engl J Med. 2007;356(22):2239-43. 19. Deyo RA. Back surgery--who needs it? N Engl J Med. 2007 g
6. Sénégas J, Vital JM, Pointillart V, Mangione P. Clinical evaluation of a lumbar
interspinous dynamic stabilization device (the Wallis system) with a 13-year mean
follow-up. Neurosurg Rev. 2009;32(3):335-41. 20. Mixter WJ, Barr JS. Rupture of the intervertebral disc with involvement of the
spinal canal. N Engl J Med. 1934;211:210–5. 21. Striffeler H, Gröger U, Reulen HJ. CONCLUSIONS There are no significant differences between the use of dynamic
rods and other non-instrumented surgical techniques in the treatment
of disc herniations with more than 6 months of evolution in terms of
complications or of the level of patient satisfaction. p
p
We did find a statistically significant difference between the 298 surgical times required, which was shorter in the patients with
dynamic instrumentation. herniations within the context of degenerative disc disease, longer-term
studies need to be conducted and compared with other alternative
surgical techniques. We also observed a statistically significant difference in the
proportion of corticosteroids used prior to surgery, which was lower
among the patients with dynamic instrumentation. All the authors declare that there are no potential conflicts of interest
regarding this article. Because few long-term studies have been published comparing
the different surgical techniques used for the treatment of disc CONTRIBUTION OF THE AUTHORS: Each author made significant individual contributions to the development of the manuscript. They all reviewed
and approved the final version of the work. MLSH Data collection, bibliographical research, and writing of the manuscript. EID Data collection and analysis. AAC Data analysis and interpretation. JBN Critical review of the manuscript. SSC Bibliographical research. ALMS Data collection. MFG Design and critical
i
f th
t d CONTRIBUTION OF THE AUTHORS: Each author made significant individual contributions to the development of the manuscript. They all reviewed
and approved the final version of the work. MLSH Data collection, bibliographical research, and writing of the manuscript. EID Data collection and analysis.
AAC Data analysis and interpretation. JBN Critical review of the manuscript. SSC Bibliographical research. ALMS Data collection. MFG Design and critical
review of the study. REFERENCES “Standard” microsurgical lumbar discectomy
vs. “conservative” microsurgical discectomy. A preliminary study. Acta Neurochir
(Wien). 1991;112(1-2):62-4. p
g
7. Sengupta DK, Herkowitz HN. Pedicle screw-based posterior dynamic stabilization:
literature review. Adv Orthop. 2012;2012:424268. 8. Ross JS, Robertson JT, Frederickson RC, Petrie JL, Obuchowski N, Modic MT,
deTribolet N. Association between peridural scar and recurrent radicular pain after
lumbar discectomy: magnetic resonance evaluation. ADCON-L European Study
Group. Neurosurgery. 1996;38(4):855-61. 22. Caspar W, Campbell B, Barbier DD, Kretschmmer R, Gotfried Y. The Caspar
microsurgical discectomy and comparison with a conventional standard lumbar
disc procedure. Neurosurgery. 1991;28(1):78-86. 23. Vaughan PA, Malcolm BW, Maistrelli GL. Results of L4-L5 disc excision alone
versus disc excision and fusion. Spine (Phila Pa 1976). 1988;13(6):690-5. p
g
y
9. Mullin BB, Rea GL, Irsik R, Catton M, Miner ME. The effect of postlaminectomy
spinal instability on the outcome of lumbar spinal stenosis patients. J Spinal
Disord. 1996;9(2):107-16. 24. Panjabi MM. Clinical spinal instability and low back pain. J Electromyogr Kinesiol. 2003;13(4):371-9. 10. Weber H. Lumbar disc herniation. A controlled, prospective study with ten years
of observation. Spine (Phila Pa 1976). 1983;8(2):131-40. 25. Schwarzer AC, Aprill CN, Derby R, Fortin J, Kine G, Bogduk N. The relative
contributions of the disc and zygapophyseal joint in chronic low back pain. Spine
(Phila Pa 1976). 1994;19(7):801-6. 11. Peul WC, van den Hout WB, Brand R, Thomeer RT, Koes BW; Leiden-The Hague
Spine Intervention Prognostic Study Group. Prolonged conservative care versus
early surgery in patients with sciatica caused by lumbar disc herniation: two year
results of a randomised controlled trial. BMJ. 2008;336(7657):1355-8. 26. Sengupta DK. Dynamic stabilization devices in the treatment of low back pain. Neurol India. 2005;53(4):466-74. 27. Bothmann M, Kast E, Boldt GJ, Oberle J. Dynesys fixation for lumbar spine
degeneration. Neurosurg Rev. 2008;31(2):189-96. 12. Hurme M, Alaranta H. Factors predicting the result of surgery for lumbar
intervertebral disc herniation. Spine (Phila Pa 1976). 1987;12(9):933-8. 28. Kaner T, Sasani M, Oktenoglu T, Cosar M, Ozer AF. Utilizing dynamic rods with
dynamic screws in the surgical treatment of chronic instability: a prospective
clinical study. Turk Neurosurg. 2009;19(4):319-26. 13. Rothoerl RD, Woertgen C, Brawanski A. When should conservative treatment
for lumbar disc herniation be ceased and surgery considered? Neurosurg Rev. 2002;25(3):162-5. 29. Grieve GP. Movilizacion de la columna vertebral: Manual basico de metodo clinico. Barcelona: Paidotribo; 2001. 14. Nygaard OP, Kloster R, Solberg T. REFERENCES Duration of leg pain as a predictor of outcome
after surgery for lumbar disc herniation: a prospective cohort study with 1-year 14. Nygaard OP, Kloster R, Solberg T. Duration of leg pain as a predictor of outcome
after surgery for lumbar disc herniation: a prospective cohort study with 1-year Coluna/Columna. 2016;15(4):295-8
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Enzootic Angiostrongyliasis in Shenzhen, China
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Emerging infectious diseases
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LETTERS Address for correspondence: Laura Tomassone,
Dipartmento di Produzioni Animali, Ecologia
ed Epidemiologia, Università di Torino, Italy,
via L da Vinci 44, 10095 Grugliasco, Torino,
Italy; email: laura.tomassone@unito.it cantonensis occurs in wild rats and
snails in Shenzhen. Persons in Shenzhen eat raw or
undercooked freshwater and terrestri-
al snails and slugs. This practice pro-
vides opportunities for infection with
A. cantonensis, particularly given that
P. canaliculata has been aquacultured
intensively for human consumption. The prevalence of A. cantonensis in
wild rats and snails in Shenzhen poses
substantial risk for future outbreaks
of human eosinophilic meningitis. Moreover, public health offi cials,
epidemiologists, researchers, clini-
cal technicians, medical practitioners,
parasitologists, and veterinarians, as
well as the general public, should be
aware of such risks, and integrated
strategies should be taken to reduce or
eliminate such risks. To examine A. cantonensis infec-
tion in intermediate host snails, 302
terrestrial snails (Achatina fulica)
were collected from 10 investigation
sites across Shenzhen, and 314 fresh-
water snails (Pomacea canaliculata)
were sampled from 6 investigation
sites. We examined the snails for A. cantonensis larvae by using pepsin
digestion standardized procedures (3). To survey the prevalence of adult A. cantonensis in defi nitive host rats, we
collected 187 Rattus norvegicus rats
and 121 R. fl avipectus rats collected
from 4 sites where positive snails pos-
itive for A. cantonensis were found. These rats were examined for the pres-
ence of adult A. cantonensis in their
cardiopulmonary systems. Acknowledgment p
y y
A. cantonensis larvae were found
in 96 (15.6%) of 616 examined snails. Of these, P. canaliculata had an aver-
age infection rate of 20.7% (65/314),
signifi cantly higher (p<0.01) than
that of A. fulica (10.3%, 31/302), an
indication that P. canaliculata may
be the principal intermediate host for
A. cantonensis in Shenzhen. A. can-
tonensis adults were recovered from
the cardiopulmonary systems of 37
(12%) of 308 examined rats. Infec-
tion rate for R. norvegicus rats was
16.6% (31/187), signifi cantly higher
(p<0.01) than that for R. fl avipec-
tus (4.9%, 6/121), an indication that
R. norvegicus may be the principal
defi nitive host for A. cantonensis in
Shenzhen, possibly due to the rat’s
preference for eating snails. Infec-
tion rates were higher for female rats
(25.6% for R. norvegicus and 7.8%
for R. fl avipectus) than for male rats
(8.9% for R. norvegicus, 2.9% for R. fl avipectus), possibly because female
rats eat more snails to supply proteins
for reproduction. This report of enzo-
otic A. cantonensis infection in wild
rats and snails in Shenzhen demon-
strates the existence of natural origins
of infection with A. cantonensis for
humans in this city. We thank Alasdair Nisbet for his as-
sistance in improving the manuscript. Project support was provided in part
by a grant from Shenzhen Municipal Bu-
reau of Science and Technology (grant
no. 2007079) to R.-L.Z. and a grant from
the Program for Changjiang Scholars and
Innovative Research Team in University
(grant no. IRT0723) to X.-Q.Z. Shenzhen municipality is situated
in the most southern part of main-
land People’s Republic of China be-
tween the northern latitudes of 22°27′
to 22°52′ and eastern longitudes of
113°46′ to 114°37′; it shares a border
with the Hong Kong Special Admin-
istrative Region, China, in the south. The climate is subtropical, with an av-
erage annual temperature of 23.7 °C. The city is 1,952.84 km2 and has a
population of 10 million. Enzootic
Angiostrongyliasis
in Shenzhen, China To the Editor: Angiostrongylus
cantonensis is a zoonotic parasite that
causes eosinophilic meningitis in hu-
mans after they ingest infective larvae
in freshwater and terrestrial snails and
slugs, paratenic hosts (such as fresh-
water fi sh, shrimps, frogs, and crabs),
or contaminated vegetables. With the
increase of income and living stan-
dards, and the pursuit of exotic and
delicate foods, populations around the
world have seen angiostrongyliasis
become an important foodborne para-
sitic zoonosis (1–9). DOI: 10.3201/eid1412.080695 DOI: 10.3201/eid1412.080695 1. Alicata JE. The discovery of Angiostrongy-
lus cantonensis as a cause of human eo-
sinophilic meningitis. Parasitol Today.
1991;7:151–3. DOI: 10.1016/0169-4758-
(91)90285-V Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 14, No. 12, December 2008 Ren-Li Zhang, Mu-Xin Chen,
Shi-Tong Gao, Yi-Jie Geng,
Da-Na Huang, Jian-Ping Liu,
Yuan-Liang Wu,
and Xing-Quan Zhu Author affi liations: Shenzhen Center for
Disease Control and Prevention, Shen-
zhen, People’s Republic of China (R.-L. Zhang, M.-X. Chen, S.-T. Gao, Y.-J. Geng,
D.-N. Huang, J.-P. Liu, Y.-L. Wu); and South
China Agricultural University, Guangzhou,
People’s Republic of China (M.-X. Chen,
X.-Q. Zhu) Since 2006, thirty-two sporadic
cases of human eosinophilic menin-
gitis caused by consumption of un-
dercooked aquacultured snails have
been documented in Shenzhen (Shen-
zhen Center for Disease Control and
Prevention, unpub. data). To identify
the source of these infections and as-
sess the risk for an outbreak of eo-
sinophilic meningitis, we conducted
a survey to investigate whether A. Knowledge about
Avian Infl uenza,
European Region Eosinophilic
meningitis in a returned traveler from
Santo Domingo: case report and review. J Travel Med. 2007;14:407–10. DOI:
10.1111/j.1708-8305.2007.00152.x 6. Tsai HC, Liu YC, Kunin CM, Lai PH, Lee
SS, Chen YS, et al. Eosinophilic meningi-
tis caused by Angiostrongylus cantonensis
associated with eating raw snails: correla-
tion of brain magnetic resonance imaging
scans with clinical fi ndings. Am J Trop
Med Hyg. 2003;68:281–5. ( )
Respondents were asked 7 ques-
tions about their knowledge of the
risks humans face regarding avian
infl uenza (Table). When we looked
at these results with the aim of set-
ting future public health information
campaign objectives, we considered
incorrect or “don’t know” responses
to indicate public health information
campaign failures. Uncertainty regard-
ing avian infl uenza risks appeared to
involve consumption of eggs and vac-
cinated, cooked poultry and whether
the virus can be transmitted between
humans. However, for all questions
asked, more than half of the respon-
dents answered correctly except when
asked about eating poultry that had
been vaccinated against avian infl uen-
za. This question also had the highest
number of “don’t know” responses. Respondents are most knowledge-
able about the preventive measure of
culling chickens, perhaps because of
the media attention these events at-
tract. The large percentage of correct
answers for some questions points
to successes of previous information
campaigns and media coverage, but
the 40% of respondents answering in-
correctly or “don’t know” to questions
about poultry and egg consumption 7. Waugh CA, Shafi r S, Wise M, Robinson
RD, Eberhard ML, Lindo JF. Human
Angiostrongylus cantonensis, Jamaica. Emerg Infect Dis. 2005;11:1977–8. 8. Lv S, Zhang Y, Steinmann P, Zhou XN. Emerging angiostrongyliasis in Mainland
China. Emerg Infect Dis. 2008;14:161–4. DOI: 10.3201/eid1401.061529 pp
p
p
A 2006 Eurobarometer survey
asked 29,170 residents of the 27 coun-
tries in the European Union, Croatia,
and Turkey about their knowledge of
avian infl uenza risks (2). Eurobarom-
eter surveys are undertaken by the Eu-
ropean Commission to monitor the EU
public’s social and political opinions. The survey was conducted on a mul-
tistage random sampling basis. There-
fore, the sample is representative of
the whole territory surveyed. Each
country’s population was randomly
sampled according to rural, metropoli-
tan, and urban population densities. A
cluster of addresses was selected from
each primary sampling unit by using
country-dependent resources such as
electoral registers. References 1. Alicata JE. The discovery of Angiostrongy-
lus cantonensis as a cause of human eo-
sinophilic meningitis. Parasitol Today. 1991;7:151–3. DOI: 10.1016/0169-4758-
(91)90285-V Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 14, No. 12, December 2008 1955 1955 LETTERS Knowledge about
Avian Infl uenza,
European Region by face-to-face interviews in respon-
dents’ homes. 2. Hochberg NS, Park SY, Blackburn BG,
Sejvar JJ, Gaynor K, Chung H, et al. Distribution of eosinophilic meningi-
tis cases attributable to Angiostrongylus
cantonensis, Hawaii. Emerg Infect Dis. 2007;13:1675–80. Data were collected from March
27 through May 1, 2006. This period
is especially interesting when looking
at Europeans’ knowledge about avian
infl uenza risk because the fi rst Euro-
pean cases of avian infl uenza (H5N1)
were found in October 2005 in Tur-
key; additional cases were found later
that month in Romania, Croatia, and
the United Kingdom. Therefore, the
period would have included media
coverage about avian infl uenza as well
as any targeted public health efforts to
inform residents about avian infl uenza
risks. By the end of this survey’s fi eld-
work period, 17 of the 29 countries
surveyed had reported infl uenza virus
(H5N1) in birds, 3 in mammals, and 1
in humans (3). To the Editor: Since the fi rst iden-
tifi cations of avian infl uenza (H5N1)
in Europe in late 2005 and early 2006,
Eurobarometer survey data obtained
during April–May 2006 have provided
a unique opportunity to examine the
knowledge of respondents across the
European Union, Croatia, and Turkey
about the risks and transmission of
avian infl uenza. The H5N1 strain of
avian infl uenza virus has caused >240
human deaths in central and Southeast
Asia, the Middle East, and Africa (1). Four of these deaths occurred in Tur-
key in 2006. Understanding gaps in
the public’s knowledge about avian
infl uenza risks and transmission pro-
vides guidance on which issues future
public health information campaigns
may wish to focus. From a public
health perspective, a more informed
general public will be less likely to un-
necessarily alter their travel and food
consumption behavior and more likely
to take appropriate preventive actions. 3. Lindo JF, Waugh C, Hall J, Cunningham-
Myrie C, Ashley D, Eberhard ML, et al. Enzootic Angiostrongylus cantonensis in
rats and snails after an outbreak of human
eosinophilic meningitis, Jamaica. Emerg
Infect Dis. 2002;8:324–6. 4. Slom TJ, Cortese MM, Gerber SL, Jonse
RC, Holtz TH, Lopez AS, et al. An out-
break of eosinophilic meningitis caused
by Angiostrongylus cantonensis in travel-
ers returning from the Caribbean. N Engl
J Med. 2002;346:668–75. DOI: 10.1056/
NEJMoa012462 5. Leone S, De Marco M, Ghirga P, Nicas-
tri E, Esposito M, Narciso P. Knowledge about
Avian Infl uenza,
European Region Addresses were
chosen systematically by using stan-
dard random route procedures, begin-
ning with a randomly selected initial
address. The survey was conducted 9. Zhou P, Chen N, Zhang RL, Lin RQ,
Zhu XQ. Food-borne parasitic zoonoses
in China: perspective for control. Trends
Parasitol. 2008;24:190–6. DOI: 10.1016/j. pt.2008.01.001 Address for correspondence: Xing-Quan Zhu,
Laboratory of Parasitology, College of Veterinary
Medicine, South China Agricultural University,
483 Wushan St, Tianhe District, Guangzhou,
Guangdong Province 510642, People’s Republic
of China; email: xingquanzh@scau.edu.cn 1956 Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 14, No. 12, December 2008
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https://wne.fa.ru/jour/article/download/307/297
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Russian
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Strict Rules of Free Competition (about The Sveriges Riksbank Prize in Economic Sciences in Memory of Alfred Nobel 2020)
|
Mir novoj èkonomiki
| 2,021
|
cc-by
| 6,746
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ОРИГИНАЛЬНАЯ СТАТЬЯ CC BY 4.0 DOI: 10.26794/2220-6469-2021-15-1-50-59
УДК 330.88(045)
JEL В20 Strict Rules of Free Competition (about The Sveriges
Riksbank Prize in Economic Sciences in Memory
of Alfred Nobel 2020)
Y P V Y. P. Voronov
Institute of Economics and Industrial Engineering,
Siberian Branch of Russian Academy of Sciences, Novosibirsk, Russia
https://orcid.org/0000-0002-7835-5827 Y. P. Voronov
Institute of Economics and Industrial Engineering,
Siberian Branch of Russian Academy of Sciences, Novosibirsk, Russia
https://orcid.org/0000-0002-7835-5827 Строгие правила свободной конкуренции
(о Нобелевской премии по экономике 2020 г.) Ю. П. Воронов р
Институт экономики и организации промышленного производства,
Сибирское отделение Российской академии наук, Новосибирск, Россия
https://orcid.org/0000-0002-7835-5827 © Воронов Ю. П., 2021 Мир новой экономики • Т. 15, № 1’2021 АННОТАЦИЯ Изучение результатов экономических исследований экономистов, удостоенных нобелевских премий, представляет
собой принципиально важную задачу для определения наиболее перспективных направлений развития российской
экономической науки. В анализе достижений нобелевских лауреатов 2020 г. автор показывает связи между работами
лауреатов и их предшественников, многие из которых были также удостоены Нобелевской премии по экономике. Выделены четыре линии развития достижений предшественников: асимметрия информации, ограниченная рацио-
нальность, дизайн рыночных механизмов и новый институционализм. В статье не рассматриваются проблемы теории
аукционов, касающиеся ее формального обоснования, являющиеся частью математической экономики и теории игр. Основное внимание автор уделяет результатам эмпирического анализа фактически реализуемых аукционов. Этот
анализ разделен на три части, соответствующие трем этапам каждого аукциона: стартовые проблемы (недоверие,
репутация участников и пр.), ход аукциона (поведение участников и результаты, в частности «проклятие победителя». Основные выводы статьи состоят в том, что премия, полученная за «усовершенствование теории аукционов», вписана
в более широкий контекст экономических исследований и что лауреаты решали проблемы поддержания свободной
конкуренции и снижения вероятности монополизации рынка. ур
р
р
Ключевые слова: Нобелевская премия по экономическим наукам; аукционы; асимметрия информации; ограниченная
рациональность; дизайн рыночных механизмов; теория игр; математическая экономика; «хищническое ценообра-
зование»; монополизация рынка; свободная конкуренция; репутация участников аукциона; сговор Для цитирования: Воронов Ю. П. Строгие правила свободной конкуренции (о Нобелевской премии по экономике
2020 г.). Мир новой экономики. 2021;15(1):50-59. DOI: 10.26794/2220-6469-2021-15-1-50-59 ORIGINAL PAPER ЭКОНОМИЧЕСКАЯ ТЕОРИЯ / ECONOMIC THEORY ЭКОНОМИЧЕСКАЯ ТЕОРИЯ / ECONOMIC THEORY Введение «аукцион», правда, не встречался, но, по существу,
и лауреаты премии 1995 г. (Р. Лукас), 1996 г. (У. Викри
и Дж. Миррлис) и 2007 г. (Л. Гурвич, Э. Маскин
и Р. Майерсон) активно работали с темой аукционов. «аукцион», правда, не встречался, но, по существу,
и лауреаты премии 1995 г. (Р. Лукас), 1996 г. (У. Викри
и Дж. Миррлис) и 2007 г. (Л. Гурвич, Э. Маскин
и Р. Майерсон) активно работали с темой аукционов. «аукцион», правда, не встречался, но, по существу,
и лауреаты премии 1995 г. (Р. Лукас), 1996 г. (У. Викри
и Дж. Миррлис) и 2007 г. (Л. Гурвич, Э. Маскин
и Р. Майерсон) активно работали с темой аукционов. Более конкретная на этот раз формулировка
достижений лауреатов 2020 г., привязка их именно
к аукционам, может создать впечатление, что их ис-
следования относятся к частной проблеме, к одной
из относительно экзотических рыночных процедур,
применяющихся в немногих конкретных ситуациях. Однако это не так. Сами лауреаты вписывают свои
работы в существенно более широкий контекст
и выработку новых рыночных механизмов. «аукцион», правда, не встречался, но, по существу,
и лауреаты премии 1995 г. (Р. Лукас), 1996 г. (У. Викри
и Дж. Миррлис) и 2007 г. (Л. Гурвич, Э. Маскин
и Р. Майерсон) активно работали с темой аукционов. Более конкретная на этот раз формулировка
достижений лауреатов 2020 г., привязка их именно
к аукционам, может создать впечатление, что их ис-
следования относятся к частной проблеме, к одной
из относительно экзотических рыночных процедур,
применяющихся в немногих конкретных ситуациях. Однако это не так. Сами лауреаты вписывают свои
работы в существенно более широкий контекст
и выработку новых рыночных механизмов. Политическая экономия XIX в. была наукой, прин-
ципиально отличающейся от современной эконо-
мической теории. Тогда было достаточно показать
или даже упомянуть, что рынок склонен к моно-
полизации. Сейчас же дотошные люди начинают
задавать вопросы относительно того, каким же
образом конкурентный рынок это себе позволя-
ет. Такая мысль приходит в связи со следующим
событием. Более конкретная на этот раз формулировка
достижений лауреатов 2020 г., привязка их именно
к аукционам, может создать впечатление, что их ис-
следования относятся к частной проблеме, к одной
из относительно экзотических рыночных процедур,
применяющихся в немногих конкретных ситуациях. Однако это не так. Сами лауреаты вписывают свои
работы в существенно более широкий контекст
и выработку новых рыночных механизмов. В 2020 г. два профессора Стэнфордского уни-
верситета (США) — Пол Милгром и Роберт Уил-
сон — стали лауреатами Нобелевской премии по
экономическим исследованиям. Введение Формулировка
Нобелевского комитета: «за усовершенствование
теории аукционов и разработку новых форматов
аукционов». Последнее время практически основным кри-
терием выбора новых нобелевских лауреатов-эко-
номистов стало фактическое внедрение в хозяй-
ственную практику результатов экономических
исследований. Но это не исключает и тот факт, что
очередные нобелевские лауреаты по экономике
вписаны в канву постоянно развивающейся эко-
номической науки мира. А, как известно, науки
без теории не бывает. Биографии новых нобелевских лауреатов не
отличаются резкими изменениями или потрясе-
ниями. Пол Милгром получил степень бакалавра
в Мичиганском университете, магистра по ста-
тистике и доктора по специальности «бизнес» —
в Стэнфордском. ABSTRACT Studying the research results by Nobel prize-winning economists is a fundamentally important task for determining
the most promising areas of development of Russian economic science. The author traces the connections between all
these works and their predecessors’ work, many of whom were also awarded the Nobel prize in economics. Three lines
of development of the predecessors’ achievements are identified: information asymmetry, limited rationality, the design
of market mechanism and new institutionalism. The article does not address the problems of auction theory related to
its formal justification, which is part of mathematical economics and game theory. However, it is noted that this is an © Воронов Ю. П., 2021 Мир новой экономики • Т. 15, № 1’2021 51
Ю. П. Воронов Ю. П. Воронов Ю. П. Воронов essential part of the laureates’ achievements. The article’s main conclusions are that the prize received for “improving the
theory of auctions” fits into the broader economic research context. The winners solved the problems of maintaining free
competition and reducing the market’s likelihood of monopolization. The author pays special attention to the results of
the empirical analysis of actually implemented auctions. This analysis is divided into three parts, corresponding to the
three stages of each auction: starting problems (distrust, the reputation of participants, etc.), the course of the auction
(behaviour of participants and results, in particular, the “winner’s curse”. Keywords: Nobel prize on economics; auctions, asymmetry of information; restricted rationality; market mechanism
design; game theory; mathematical economics; “predatory pricing”; market monopolization; free competition; the
reputation of auction participants; collusion For citation: Voronov Y. P. Strict rules of free competition (about the sveriges riksbank prize in economic sciences in memory
of Alfred Nobel 2020). Mir novoi ekonomiki = The World of New Economy. 2021;15(1):50-59. DOI: 10.26794/2220-6469-
2021-15-1-50-59 ЭКОНОМИЧЕСКАЯ ТЕОРИЯ / ECONOMIC THEORY участника рынка ограничена потому, что он не
может быть «идеальным вычислителем». фом, Майклом Спенсом и Джозефом Стиглицем. Предшественник лауреатов — также и лауреат Но-
белевской премии по экономике 2001 г. «за анализ
рынков с асимметричной информацией» Майкл
Спенс 1. Он подробно анализировал результаты
торгов, когда участники располагают различной
информацией, в частности анализировал резуль-
таты аукционной торговли. Но дело не только в ограниченных возможностях
человека предвидеть будущее [3]. В своем поведении
многие участники рынка часто руководствуются
принципом удовлетворенности, а вовсе не мак-
симизации прибыли. Думаю, многим читателям
приходилось встречаться с людьми, которые, до-
бившись определенного уровня достатка, перестают
заботиться о его дальнейшем повышении. Собственно, путь двух лауреатов к премии 2020 г. начался со статьи Роберта Уилсона, написанной
именно в русле концепции асимметричной инфор-
мации [1]. Он прорабатывал конкретную ситуацию,
когда в начале торгов информация между участни-
ками распределена неравномерно, а по ходу дела
эта неравномерность устраняется. Затем Р. Уилсон
попытался уйти в формализацию не только аукци-
онов и других видов рыночных сделок, но и долго
временных партнерств [2], но аукционная торговля
впоследствии заняла у него основное внимание. Способствовало такому возврату, без сомнения, то,
что его идеи стал развивать Пол Милгром. Один очень близкий предшественник Пола Ми-
лгрома и Роберта Уилсона из числа нобелевских
лауреатов — Райнхард Зельтен [4], получивший
премию в 1994 г.3 Концепция Р. Зельтена может
рассматриваться как дальнейшее развитие идей
ограниченной рациональности Г. Саймона. Линия третья — новые форматы
аукционов как часть дизайна
рыночных механизмов В 2007 г. лауреатами Нобелевской премии стали
Эрик Маскин 4 и Роджер Майерсон 5, которые вне-
сли большой вклад в теорию аукционов, рассма-
тривая их как часть более общей проблемы раз-
работки (дизайна) рыночных механизмов. К тому
времени Пол Милгром и Роберт Уилсон были уже
не только исследователями, но и признанными
разработчиками новых форматов аукционов. 1 Спенс Майкл (р. 1943 г.) — профессор Калифорнийского уни-
верситета (Беркли). 2 Саймон Герберт Александер (1916–2001) — профессор Уни-
верситета Карнеги-Меллона, лауреат Нобелевской премии по
экономике 1978 г. Линия первая —
асимметрия информации Р. Уилсон все три этих степени получил в Гар-
вардском университете. Научным руководителем
у него был выдающийся специалист по теории при-
нятия решений Говард Райффа. П. Милгром и Р. Уилсон получили премию, прежде
всего, потому, что они практически внедряли до-
стижения теории аукционов. Но в формулировке
о присуждении премии на первый план выдвига-
ются достижения лауреатов по разработке теории
аукционов. Такое решение отчасти связано с тем,
что аукционы занимают все более заметное место
в системе рыночных механизмов. Но самая глав-
ная причина в том, что аукционы связаны с не-
сколькими линиями современных экономических
теорий. Одна из них — концепция асимметричной
информации, развитая лауреатами Нобелевской
премии по экономике 2001 г. Джорджем Акерло- Оба лауреата сейчас преподают в Стэнфордском
университете и работают на соседних кафедрах. Как
пошутил Р. Уилсон: «И на работе, и дома расстояние
между нами не больше 40 метров». То, что лауреаты — из США, стало обычным явле-
нием. Вероятность получения Нобелевской премии
по экономике для американцев вдвое выше, чем
для граждан остального мира. Сама тема, которой занимались лауреаты, также
не нова для Нобелевского комитета. В обоснованиях
достижений предшествующих лауреатов термин wne.fa.ru ЭКОНОМИЧЕСКАЯ ТЕОРИЯ / ECONOMIC THEORY 3 Р. Зельтен (1930–2016) — единственный немецкий эконо-
мист, удостоенный Нобелевской премии по экономике. Его
достижения остались в тени Джона Нэша, вместе с которым он
эту премию получил.
4 Маскин Эрик (р. 1950 г.) — профессор Принстонского универ-
ситета, лауреат Нобелевской премии по экономике 2007 г.
5 Майерсон Роджер (р. 1951 г.) — профессор Чикагского уни-
верситета, лауреат Нобелевской премии по экономике 2007 г. Линия вторая —
ограниченная рациональность Начало этому направлению исследований поло-
жил лауреат Нобелевской премии по экономике
Герберт Саймон 2, отметивший, что человек вну-
три организации объективно имеет ограничения
на свое рациональное поведение. В экономической теории активно обсуждаются
проблемы самых замысловатых рыночных ме-
ханизмов, весьма далеких от обычной торговой
сделки. Весьма примечателен в связи с этим переход
предшественников П. Милгрома и Р. Уилсона от
трактовки рыночного механизма как результата
естественного хода событий к пониманию его как
цели проектирования. Исходно экономисты вносили в термин «раци-
ональный» совсем иной смысл, далекий от того,
что подразумевают под ним обычные люди. Раци-
ональное поведение, рассматриваемое экономиче-
ской теорией, довольно «туповато» и состоит лишь
в стремлении использовать ресурсы, которыми
располагает человек, с наилучшей выгодой для
себя. При этом, как отметил Пол Милгром, неявно
допускается, что (согласно теории) у рационального
человека есть один неограниченный ресурс — его
интеллект и умение предвидеть будущие события. В теории проектирования рыночных механиз-
мов было показано, почему аукцион оказывается
обычно наиболее эффективным способом рас-
пределения ресурсов частных (не общественных)
товаров среди данной совокупности покупателей. Эта теория демонстрирует, в частности, что ме-
ханизм аукционов приносит максимальный из На этот недостаток теории указал Герберт Сай-
мон, предложив концепцию ограниченной реаль-
ности, основанную на следующих предпосылках. Субъекты рынка имеют ограниченные способности
четкого определения целей и предвидения послед-
ствий принимаемых ими решений. Рациональность 3 Р. Зельтен (1930–2016) — единственный немецкий эконо-
мист, удостоенный Нобелевской премии по экономике. Его
достижения остались в тени Джона Нэша, вместе с которым он
эту премию получил. 1 Спенс Майкл (р. 1943 г.) — профессор Калифорнийского уни-
верситета (Беркли). 4 Маскин Эрик (р. 1950 г.) — профессор Принстонского универ-
ситета, лауреат Нобелевской премии по экономике 2007 г. 2 Саймон Герберт Александер (1916–2001) — профессор Уни-
верситета Карнеги-Меллона, лауреат Нобелевской премии по
экономике 1978 г. 5 Майерсон Роджер (р. 1951 г.) — профессор Чикагского уни-
верситета, лауреат Нобелевской премии по экономике 2007 г. Мир новой экономики • Т. 15, № 1’2021 53
Ю. П. Воронов Ю. П. Воронов ющий один из тезисов Гегеля: «Все существующие
рыночные институты целесообразны, и нужно объ-
яснять причины их существования». ожидаемых доходов продавцу. В отечественной
литературе критерий дохода продавца (во многих
случаях это — государство) полагается определяю-
щим. Но в работах лауреатов используются и другие
критерии, в частности максимум эффективности
проданного права (лицензии). Наряду с утверждением необходимости анали-
зировать и объяснять то, что существует, неоин-
ституционализм как относительно новое (и века
не прошло) направление экономической мысли
базируется на нескольких постулатах. Линия четвертая —
новые институционалисты Большинство исследователей считают П. Милгро-
ма и Р. Уилсона продолжателями относительно
нового направления в экономической науке — не-
оинституционализма. Создателями этого направ-
ления считаются нобелевские лауреаты по эконо-
мике Рональд Коуз 6 и Дуглас Норт 7. Сам термин «неоинституционализм» ввел в на-
учный оборот Оливер Уильямсон 8. Считается, что
он же окончательно оформил это направление эко-
номической мысли в цельное учение. Основной
труд этого направления — монография Дугласа
Норта «Институты, институциональные изменения
и экономические преобразования» [6]. Но начало
неоинституциональному направлению экономи-
ческой мысли положила работа Р. Коуза «Природа
фирмы» [7]. В ней были поиски ответа на неожи-
данный вопрос: «Почему существуют фирмы?». Р. Коуз отвечал на него так: «Потому что внутри
них ниже трансакционные издержки». Вопрос, на
который Р. Коуз отвечал, со временем ушел в тень,
внимание стали уделять исключительно теории
трансакционных издержек, автором которой спра-
ведливо считается Р. Коуз. Значительное внимание неоинституционали-
сты уделяют анализу изменений структуры эко-
номических агентов: домашних хозяйств, частных
компаний и государства, которые неоклассиками
воспринимались как данность и отдельно не из-
учались. Признавая ограничения, которые учитывались
неоклассической теорией (а именно — физиче-
ские, порождаемые редкостью ресурсов, и тех-
нологические, отражающие уровень развития
знаний и мастерства экономических агентов),
неоинституционалисты вводят еще один тип
ограничений, связанных с институциональной
структурой общества. Они утверждают, что в свя-
зи с принятием новой разновидности ограниче-
ний можно будет лучше понять и объяснить про-
цессы реального мира, в котором экономические
агенты действуют в условиях неопределенности
и риска, высоких трансакционных издержек, не-
четко определенных прав собственности, не-
надежных договоров. Тем не менее игнорируется более важный эле-
мент неоинституциональной концепции, развива- 6 Рональд Гарри Коуз (1910–2013) — английский экономист,
профессор Чикагского университета, лауреат Нобелевской пре-
мии по экономике 1991 г. «за открытие и прояснение точного
смысла трансакционных издержек и прав собственности в ин-
ституциональной структуре и функционировании экономики». 7 Дуглас Сесил Норт (1920–2015) — американский эконо-
мист, профессор Вашингтонского университета, лауреат Но-
белевской премии по экономике 1993 г. Получил ее совместно
с Робертом Фогелем «за возрождение исследований в области
экономической истории, благодаря приложению к ним эконо-
мической теории и количественных методов, позволяющих
объяснять экономические и институциональные изменения». 8 Оливер Итон Уильямсон (1932–2020) — профессор Кали-
форнийского университета, лауреат Нобелевской премии по
экономике в 2009 г. Мотивация поведения в неоинституционализ-
ме более многообразная, чем в других течениях
экономической мысли. Линия вторая —
ограниченная рациональность Первый —
субъекты экономики способны принимать решения
о своих действиях индивидуально. Второй — ры-
ночные институты появляются под влиянием по-
ведения и интересов конкретных субъектов рынка,
которые стремятся избежать хаоса. Информация,
которой пользуются субъекты экономики, всегда
асимметрична. У одной стороны сделки она больше,
у другой — меньше. Это свойство экономической
информации служит основой для недобросовестного
(оппортунистического) поведения, которое, согла-
сно концепции неоинституционализма, в равной
мере должно учитываться теорией, как и поведение
рациональное. В перспективе при разработке новых форматов
аукционов рассматривается использование искус-
ственного интеллекта [5]. ЭКОНОМИЧЕСКАЯ ТЕОРИЯ / ECONOMIC THEORY условных экономик. Но наиболее интересно то, что
связано с обработкой данных и анализом факти-
ческих аукционов [10]. Традиционной неоклассической теории, по
мнению О. Уильямсона [8], присуща технологиче-
ская парадигма. Неоинституционализм опирается
в большей мере на представление об экономике
как о системе взаимовыгодных отношений между
людьми и компаниями. Реализация таких отно-
шений невозможна иначе, чем через институци-
ональную среду. Помимо серии формальных обоснований, те-
ория аукционов включает в себя систему анализа
эффективности различного типа аукционов. В ней
рассматриваются три этапа аукциона: стартовые
позиции участников, поведение их в ходе аукциона
и оценка ими результатов по завершении аукци-
она [11]. Представителей неоинституционализма более
чем других обвиняют в «экономическом импери-
ализме», т. е. в том, что они усматривают эконо-
мические явления и процессы во всех сторонах
общественной жизни. С такими критиками можно
и поспорить. Если экономисты видят в проявле-
ниях дружеских чувств возможность получения
беспроцентного кредита, это не мешает психологам
исследовать дружеские чувства другими методами
и с помощью иного понятийного аппарата. 9 Уильям Викри (1914–1996) — американский экономист,
профессор Колумбийского университета, лауреат Нобелевской
премии по экономике 1996 г. Проблема старта —
недоверие При любой торговой сделке в той или иной мере
покупатель сомневается в свойствах покупаемого
им товара или услуги. Благодаря формализации
процедуры торгов в аукционной торговле уро-
вень этих сомнений возможно оценить по ходу
и по результатам аукциона. Один из элементов
теории аукционов — оценка исходного недоверия
покупателя. Этот «недостаток» я считаю обязательным для
экономиста. Пусть уж психологи и социологи от-
воевывают занятую нами территорию. Этот «недостаток» я считаю обязательным для
экономиста. Пусть уж психологи и социологи от-
воевывают занятую нами территорию. Поведение участников рынка зависит от част-
ной информации, которой они владеют. Лауреаты
премии 2020 г. провели множество эмпирических
исследований, доказывающих, что при разработке
формата аукциона в обязательном порядке нужно
максимально снимать подозрения покупателей
в том, что какая-то часть информации от них спе-
циально скрыта [12]. Подозрения повышают осто-
рожность участников и сдерживают их от высоких
цен спроса. Уровень стартового недоверия может
быть выявлен в ходе специальных исследований
и опросов. Линия четвертая —
новые институционалисты У классиков и неокласси-
ков основной, а зачастую и единственный мотив
поведения — максимизация выгоды, а в неоин-
ституционализме анализируется механизм (ход)
принятия решений, его условия и предпосылки. Мотив становится всего лишь одним из элементов
предпосылок, которые изменчивы. wne.fa.ru Проблемы в ходе аукциона —
возможность сговора Второй элемент теории аукционов базируется
на анализе поведения участников в ходе аукци-
она. Если в одном случае покупатели определя-
ют свои предложения простой добавкой фикси-
рованной суммы, а в другом они имеют в голо-
ве процентные надбавки, то правила аукциона
для тех и других должны быть разными. Пра-
вила аукциона ограничивают действия участ-
ников, что позволяет легче формализовать их
поведение. Формализация действий участников
аукциона представляет собой мощное средство
ограничения возможностей крупных игроков,
уравнивания их права с правами прочих участ-
ников аукциона. При использовании простых Сговор и недоверие — две проблемы, повыша-
ющие вероятность монополизации рынка. Потому
меры, направленные на снижение этой вероятности,
формируют препятствия деятельности будущих
и уже закрепившихся монополистов, способствуют
поддержанию свободной конкуренции. форматов аукциона эту цель не всегда удается
достичь. Начну с отрицательных примеров, а именно —
с залоговых аукционов 1995 г., которые лишили
наше государство существенной части его собст-
венности. Тема эта, к сожалению, чрезмерно поли-
тизирована. Создается впечатление, что речь идет
о приватизации в целом, а это не так. Залоговые
аукционы начались после Указа Президента РФ
Б. Н. Ельцина в августе 1995 г.13 Их было всего 12,
проведенных до конца того же года, и коснулись
они только нескольких крупных государственных
компаний. Прирост цены продажи относительно
стартовой был минимальным: контрольный па-
кет акций «Сиданко» был продан с приростом 4%,
«Юкоса» — 2,6%, «Норильского никеля» — 0,6% 14. Вместе с тем развитие такой теории полезно для
практических приложений даже в том случае, если
она на практике неприменима. В России положение
с репутацией участников рынка можно признать
катастрофическим. А ведь репутация является ос-
новной частью так называемых нематериальных
активов, которые имеют денежную оценку. В 1990-е гг. доля нематериальных активов рос-
сийских компаний составляла 5%. За 30 лет она
поднялась до 12%. Но это очень далеко от средне-
мирового уровня (63%) 11. В РФ распространилась
мировая практика оценки репутации. Любой руко-
водитель или владелец фирмы может обратиться
в эту систему 12 и получить стоимостную оценку
репутации своей организации. Но особого спроса
на это нет. Основным свидетельством сговора и являются
такие малые величины прироста, говорящие об
отсутствии конкуренции в ходе аукциона. Нет кон-
куренции — следовательно, рынок полностью или
частично монополизирован. Сговор — это способ
взаимной поддержки тех, кто замещает свободную
конкуренцию монополией или олигополией. Пол Милгром и Роберт Уилсон связывали про-
блему оценки репутации с форматом проведения
аукциона. Одно дело, когда в аукционе участвуют
компании с безупречной репутацией, и совсем
другое, если некоторые из них вызывают у других
участников недоверие к самому аукциону и его
возможным результатам. Понятно, что для разработки таких форматов
аукционов, которые снижают вероятность сговора
участников, нужна заинтересованная сторона и за-
каз на такую разработку. Но по отсутствию в России
до сих пор нормального научного анализа даже
залоговых аукционов 1995 г. можно догадаться,
что госзаказ на разработку форматов аукционов
с низкой вероятностью сговора в нашей стране
еще не созрел. 10 Основателями теории репутации и ее роли на рынке являют-
ся лауреаты Нобелевской премии по экономике 2004 г. Финн
Кидланд и Эдвард Прескотт.
11 URL: http://emco-eqs.webflow.io/
12 URL: https://www.rep-in.ru/ 10 Основателями теории репутации и ее роли на рынке являют-
ся лауреаты Нобелевской премии по экономике 2004 г. Финн
Кидланд и Эдвард Прескотт. Что такое ТЕОРИЯ аукционов? Прежде чем ответить на этот вопрос, приведу не-
сколько относящихся к нему фактов. В своих рабо-
тах Пол Милгром и Роберт Уилсон в части, отме-
ченной как основание для получения ими Нобе-
левской премии по экономике, развивали резуль-
таты исследований Уильяма Викри, который стал
нобелевским лауреатом в 1996 г.9 Они были его
последователями настолько, что когда У. Викри
умер (через несколько дней после получения им
Нобелевской премии), нобелевскую лекцию за
него читал Пол Милгром. Корень недоверия участников не только аукцио-
на, но и любой рыночной сделки кроется в том, что
в любой информации могут содержаться элементы
убеждения. Поэтому концепция асимметричной
информации со всей очевидностью должна быть
дополнена положением, что любая рыночная ин-
формация может быть токсичной, т. е. способной
понуждать участника рынка к принятию неверного
решения. Исходной установкой Уильяма Викри было то,
что аукционы — часть системы рыночных механиз-
мов, удерживающих экономику от монополизации
и спекулятивных пузырей. Можно приводить множество примеров сов-
ременных аукционов, один удивительнее другого,
в каждом из них — множество процедурных тон-
костей. Как и многие экономисты, Пол Милгром ис-
ходит из общего положения о том, что если нечто
существует и, как нам кажется, не имеет прямого
отношения к рыночным отношениям, то это — недо-
работка исследователей и нужно найти эту связь [13]. В рамках исследований мотивов принятия реше-
ний (как на аукционах, так и в рыночной экономике
вообще) лауреаты занялись мотивом поддержа-
ния репутации компании как достойного участия Как и многие экономисты, Пол Милгром ис-
ходит из общего положения о том, что если нечто
существует и, как нам кажется, не имеет прямого
отношения к рыночным отношениям, то это — недо-
работка исследователей и нужно найти эту связь [13]. Теория аукционов во многом формальная и вы-
ражена многими математическими уравнениями
[9]. Формализованная часть теории аукционов зна-
чительна, она органично входит в математическую
экономику, работающую с моделями некоторых В рамках исследований мотивов принятия реше-
ний (как на аукционах, так и в рыночной экономике
вообще) лауреаты занялись мотивом поддержа-
ния репутации компании как достойного участия Мир новой экономики • Т. 15, № 1’2021 55
Ю. П. Воронов Ю. П. Воронов Ю. П. Воронов рынка 10. Назначая цену или определяя параметры
ценовой политики, фирма, заботящаяся о своей
репутации, ориентируется не столько на текущую
прибыль, сколько на будущее поведение партнеров
и конкурентов. форматов аукциона эту цель не всегда удается
достичь. 12 URL: https://www.rep-in.ru/ 11 URL: http://emco-eqs.webflow.io/ Подведение итогов,
«проклятие победителя» Третий элемент теории аукционов (в ее эмпи-
рической части) — подведение итогов аукциона. Проигравшие заведомо аукционом недоволь-
ны, но, оказывается, что часто бывает недоволен
и победитель аукциона. Такую ситуацию лауреаты 13 Указ Президента РФ от 31.08.1995 № 889 «О порядке переда-
чи в залог акций, находящихся в федеральной собственности». 14 Рассчитано по данным: URL: http://nationalization.ru/
privatizaciya-v‑90/kriminal-zalogovyh-aukcionov/. wne.fa.ru ЭКОНОМИЧЕСКАЯ ТЕОРИЯ / ECONOMIC THEORY обозначили как «проклятие победителя» и под-
робно ее проанализировали. Она может быть по-
нятна по результатам опроса многих победителей
аукционов, которые часто переживают, что они
переплатили. Один из таких активов — право пользования ра-
диоэфиром. Участники аукционов по продаже лицензий на
право использования данного спектра радиоча-
стот на данной территории делятся на несколько
групп. В лицензиях заинтересованы владельцы
радиостанций, провайдеры сотовой связи. Многие
государства мира используют наработки П. Милгро-
ма и Р. Уилсона, продавая на аукционах лицензии
на право использования диапазонов радиочастот. При одних форматах аукционов таких жа-
лоб много, при других — существенно меньше. Факт победы может считаться как плохим, так
и хорошим известием. Используемый формат
аукциона тем лучше, чем меньше сожалений
у его победителя. На эту закономерность первым
обратил внимание Роберт Уилсон [14]. У победи-
теля оценка его будущего дохода была наиболее
оптимистичной. После победы он получает массу
отрицательной информации, узнав, что все про-
чие дали меньшую оценку, чем он. На основании
этой информации он корректирует прежнюю
оценку своего будущего дохода от выигрыша
и впадает в пессимизм. В США аукционы на радиочастоты проходят
с 1994 г. Первый из них и был дебютом П. Милгрома
и Р. Уилсона как разработчиков аукционных проце-
дур. С того времени было проведено 87 аукционов,
т. е. 10 аукционов каждые три года. На этих аукцио-
нах было заработано около 60 млрд долл. Последний
масштабный аукцион прошел в 2008 г. на частоты
700 МГц. Первый аукцион по 3G-частотам прошел
в Индии в 2010 г., выручка составила 14 млрд долл. В 2015 г. там состоялся аукцион на частоты от 0,8 до
2,1 ГГц, продолжавшийся 19 дней. Выручка государ-
ства — 17 млрд долл. То есть везде такие аукционы
приносят доход государству. Пол Милгром «проклятие победителя» не трак-
тует просто как феномен, симптом эффективности
(или неэффективности) выбранного формата аук-
циона. Он объясняет его, используя две катего-
рии — убеждение и открытость информации [15]. Интересно, что этот подход лауреата во много
пересекается с идеями, высказанными ровно век
назад русским академиком В. М. Бехтеревым [16]. Подведение итогов,
«проклятие победителя» Последний проводил границу между внушени-
ем и убеждением, полагая, что убеждение состоит
в объяснении человеку, как фактически обстоят
дела и противопоставлял его внушению, которое
есть инструмент воздействия не только на сознание,
но и на подсознание человека. В России такие аукционы не пользуются попу-
лярностью — ни на рынке частот для радиосвязи,
ни для сотовой связи. Так, в 2015 г. был проведен
аукцион продолжительностью семь дней по продаже
лицензий на право использования радиочастот для
сетей связи четвертого поколения (4G). На следую-
щие торги — в 2016 и 2018 гг. — не было подано ни
одной заявки (https://digital.gov.ru/ru/events/38690/). В 2020 г. полосы миллиметрового диапазона для
создания пилотных зон сетей 5G были без какого-
либо конкурса предоставлены совместному пред-
приятию «Мегафона» и «Ростелекома», созданному
специально для их получения. Пол Милгром проводит аналогичную границу
между убеждением и открытостью информации
по иному критерию. Убеждение — есть целевое
воздействие на сознание участников рынка, в от-
крытости информации такой цели не содержится,
во всяком случае, явно. «Проклятие победителя»
есть результат убеждения (а, возможно, и внушения),
даже если продавец не ставил себе задачу внушить
или убедить покупателя в достоинствах приобре-
таемого им товара, услуги или права. Таким образом, аукционы по продаже радиоча-
стот для сотовой связи новых поколений в России
закончились, а сговор стал незамеченным. Насе-
ление страны не очень волнует, кому достанутся
радиочастоты. Но уход конкуренции из этой сферы
должен был стать событием, очень важным для
отечественной экономической науки. К сожалению,
этого не произошло. рынок, либо блокируют вхождение на него новых
игроков [17]. которая сбила цены ради того, чтобы вытеснить
с рынка конкурентов, которые не выдержат про-
даж по таким низким ценам. Иногда цены в роз-
нице ниже не только оптовых, но и себестоимости
производства товара. Крупная компания может
компенсировать свои убытки за счет продаж дру-
гих товаров или торговли на других рынках, а бо-
лее слабые конкуренты поймут, что таких цен они
не выдержат и уйдут. Тогда крупная компания-
монополист может спокойно повышать цены, не
беспокоясь о том, что кто-либо затронет ее инте-
ресы. Возникает проблема — как отделять «хищни-
чество» от конкурентного ценообразования? Для
этого нужно знать, располагает ли фирма активами,
которые необходимы для того, чтобы «пересидеть»
конкурента, и согласна ли она длительное время
нести убытки. Еще один способ отделения «хищничества» от
нормальной конкуренции связан с предложенным
лауреатами разделением «хищнического цено
образования» на три класса, которым соответствуют
три типа моделей. Термин «predatory pricing» принято перево-
дить на русский язык как «хищническое цено-
образование». В таком переводе скрываются два
подвоха. Во-первых, «pricing» — это не столько
«ценообразование» (в смысле формирования
цен на рынке), сколько «назначение цены от-
дельным продавцом». Со словом «predatory» еще
сложнее: при полной расшифровке речь идет
о «хищнике», который охраняет свою территорию
или спрятался и ждет жертву. Лично я считаю
наиболее близким перевод этого термина как
«предательский», за которым стоят иные цели,
чем торговля. Но термин уже закрепился как
«хищнический», поэтому его придется использо-
вать и после этих разъяснений. Такое назначение
цены повышает вероятность монополизации
рынка или сохранение монополии одного участ-
ника рынка — «хищника». В большинстве стран
оно считается нарушением антимонопольного
законодательства и юридически преследуется. Первому соответствуют модели репутации [18]. Когда уже работающий участник рынка, встречаясь
с потоком желающих прийти на этот рынок, откры-
вает ценовую войну, он приобретает репутацию
«крутого», что отвращает приход новых конкурентов. Второму классу соответствуют сигнальные мо-
дели. Новичок не знает, слаб или нет действующий
участник рынка, т. е. высоки или нет его издер-
жки. И принимая решение о входе на рынок, он
анализирует его цену. Здесь П. Милгром выделил
два возможных состояния равновесия: раздельное
и совместное. В первом участник выдерживает низ-
кую цену и несет убытки. При втором оба участника
несут убытки. Сигнальная модель может быть, например, та-
кой: 1. Действующий участник рынка выбирает цену. 2. Низкие доходы для новичка, если у участника
рынка низкие затраты. 3. Игра по захвату рынка. Частный случай «хищнической» цены — так на-
зываемая «блокирующая цена» (deterred price). «Хищники» на рынке Современная рыночная экономика характерна
тем, что основная часть сделок внутри нее состоит
в торговле правами на какую-то деятельность. Тот,
кто пытается привязать современную экономику
к товарным потокам, обрекает себя на неудачу. Взамен них появляются нематериальные активы. Если на рынке снизились цены, для покупателей
это хорошо. Если речь идет о потребительском
товаре, статистические органы бодро рапортуют
о том, что инфляция низкая. Но на самом деле на
этот рынок пришла крупная компания-«хищник», Мир новой экономики • Т. 15, № 1’2021 57
Ю. П. Воронов Ю. П. Воронов Ю. П. Воронов рынок, либо блокируют вхождение на него новых
игроков [17]. ВЫВОДЫ В схеме «хищника», захватывающего рынок,
цены снижаются для того, чтобы затем установить
монополию. И определить это намерение можно
только по последующим событиям, когда после
устранения конкурентов цены повышаются. Но
и тогда на рынок может прийти новый игрок, ко-
торый собьет цены с той же целью. Итак, несмотря на то, что Нобелевская премия по
экономике получена Полом Милгромом и Робер-
том Уилсоном за развитие теории аукционов, их
исследования охватывают куда более широкую
область [21]. Экономисты, которые претендовали на полу-
чение Нобелевской премии в 2020 г., интересны
не столько сами по себе, сколько темами своих
исследований, но Нобелевский комитет посчи-
тал их менее важными по сравнению с теорией
аукционов. Например, Стивен Берри и Джеймс
Левинсон (Йельский университет) и Ариэль Пейкс
(Гарвардский университет) создали широко ис-
пользуемую логистическую модель оценки спро-
са BLP (по первым буквам их фамилий). Дэвид
Дики (Университет Северной Каролины) и Уэйн
Фуллер (Университет Айовы) разработали тест
Дики-Фуллера, с помощью которого оценивают
временные ряды на вероятность роста. Забавно,
что в 2003 г. премию получили Роберт Фрай Энгл
и Клайв Гренджер, которые вели свои исследова-
ния, используя этот тест. Теперь же премию по-
лучили еще и Пол Милгром с Робертом Уилсоном,
для которых также важна проверка временного
ряда на стационарность. Кроме того, последующее после захвата рынка
повышение цен не может быть длительным, иначе
это привлечет на данный рынок новых игроков,
которые могут оказаться более сильными в фи-
нансовом отношении [20]. Характерно, что модели «хищнического цено
образования» не отличаются особой сложностью. Их
строят для того, чтобы дать общую качественную
оценку самого факта «хищничества». Упрощения
сознательны и объяснимы. Если приближать модели
к реальности, придется вводить чрезмерно большое
число параметров, отображающих эту реальность. Такие модели интересны еще и потому, что за
частной проблемой «хищнического» ценообразова-
ния стоит уже упоминавшаяся масштабная пробле-
ма экономической теории, а именно — склонность
рыночной экономики к монополизации отдельных
рынков и, в этом смысле, отрицание возможности
длительного существования свободной конкуренции. «Хищники» займут монопольное положение на всех
рынках, и время свободной конкуренции закончится. Такие модели интересны еще и потому, что за
частной проблемой «хищнического» ценообразова-
ния стоит уже упоминавшаяся масштабная пробле-
ма экономической теории, а именно — склонность
рыночной экономики к монополизации отдельных
рынков и, в этом смысле, отрицание возможности
длительного существования свободной конкуренции. «Хищники» займут монопольное положение на всех
рынках, и время свободной конкуренции закончится. Очевидно, в год, когда мировая экономика пере-
живает небывалые изменения, Нобелевский коми-
тет исходил из того, что от исследований трендов
будет мало пользы. ВЫВОДЫ Предшественник нобелевских лауреатов Р. Зель-
тен делит на три вида стратегии поведения человека
на рынке и не только: Прогнозировалась в лауреаты и профессор
Гарвардского университета Клаудия Голдин. Она
занимается гендерным экономическим неравенст-
вом, но актуальность этой темы поблекла на фоне
событий, происходящих в 2020 г. 1. Рутина, когда он поступает так, как делал
это обычно. 2. Воображение, когда человек придумывает
нечто оригинальное, ранее не встречавшееся. СПИСОК ИСТОЧНИКОВ/REFERENCES рынок, либо блокируют вхождение на него новых
игроков [17]. Она
назначается «хищником», который уже убрал кон-
курентов и защищает захваченный им рынок. Она
назначается такой, чтобы новичку (возможно, еще
более крупному «хищнику») было бы неинтересно
заходить на этот рынок. В такой модели низкая цена говорит о том, что
у участника рынка низкие затраты. Ориентируясь
на низкие доходы, новичок начинает продавать
товар по более низкой цене. В такой модели низкая цена говорит о том, что
у участника рынка низкие затраты. Ориентируясь
на низкие доходы, новичок начинает продавать
товар по более низкой цене. Третьему классу соответствуют модели «боль-
шого кармана “хищника”» [19]. В модели «хищни-
чества» «толстый кошелек» действуют две фирмы,
новичок и участник. Они несут одинаковые из-
держки в период противостояния и отличаются
только размерами ликвидных активов. Побеждает
тот, у кого эти активы больше. Эти исследования имеют мощного потенци-
ального заказчика — антимонопольную службу. Однако в подавляющем большинстве стран мира нет
прямой связи науки с деятельностью этой службы. Признание какой-то компании «хищником» требует
юридического оформления, которое находится за
пределами научных теорий и их эмпирическо-
го подтверждения. Юристы могут отрицать саму
связь между ценовой войной и недобросовестной
конкуренцией. Кроме того, на практике чаще всего
встречается не чистая монополия, а олигополия,
когда несколько «хищников» либо захватывают У таких моделей много недостатков: требуется
обширная информация, при равновесии на рынке
ценовые войны отсутствуют, есть сомнительное
допущение, что новичок не в состоянии привлечь
больше активов. Но самое главное — они могут
использоваться исключительно для пояснения
происходящих процессов, и, на мой взгляд, бес- wne.fa.ru ЭКОНОМИЧЕСКАЯ ТЕОРИЯ / ECONOMIC THEORY 3. Рассуждение, когда он приходит к решению
на основании построенных им логических кон-
струкций. полезны как рабочий инструмент. Творческие
приемы предпринимателей содержат иногда
столько выдумки, что никакая теория их охватить
не в состоянии. 3. Рассуждение, когда он приходит к решению
на основании построенных им логических кон-
струкций. Теория игр, равно как и подходы классиков и не-
оклассиков, основываются на последнем подходе. А в жизни все три стратегии используются по мере
необходимости. Возможно ли, что теория способна
предвидеть все творческие находки участников
рынка? Сомнительно. Исследователи (и лауреаты в том числе) утвер-
ждают, что существующая теория представляет собой
надежную основу для принятия решений в области
антимонопольного законодательства, что теорети-
ческими построениями можно отделить «хищниче-
ство» от честной ценовой конкуренции [17]. СПИСОК ИСТОЧНИКОВ/REFERENCES DOI: 10.2307/1884475
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14. Wilson R. Auctions of shares. The Quarterly Journal of Economics. 1979;93(4):675–689. Статья поступила 10.11.2020; после рецензирования 30.11.2020; принята к публикации 15.12.2020.
Автор прочитал и одобрил окончательный вариант рукописи.
The article was received on 10.11.2020; revised on 30.11.2020 and accepted for publication on 15.12.2020.
The author read and approved the final version of the manuscript. ИНФОРМАЦИЯ ОБ АВТОРЕ / ABOUT THE AUTHOR Юрий Петрович Воронов — кандидат экономических наук, ведущий научный сотрудник
Лаборатории моделирования и анализа экономических процессов, Институт экономики
и организации промышленного производства СО РАН, Новосибирск, Россия
Yuri P. Voronov — Cand. Sci. (Econ.), Leading Researcher, Laboratory for Modeling and Analysis
of Economic Processes, Institute of Economics and Organization of Industrial Production SB
RAS, Novosibirsk, Russia
corpus-cons@ngs.ru Юрий Петрович Воронов — кандидат экономических наук, ведущий научный сотрудник
Лаборатории моделирования и анализа экономических процессов, Институт экономики
и организации промышленного производства СО РАН, Новосибирск, Россия
Yuri P. Voronov — Cand. Sci. (Econ.), Leading Researcher, Laboratory for Modeling and Analysis
of Economic Processes, Institute of Economics and Organization of Industrial Production SB
RAS, Novosibirsk, Russia
corpus-cons@ngs.ru Статья поступила 10.11.2020; после рецензирования 30.11.2020; принята к публикации 15.12.2020. Автор прочитал и одобрил окончательный вариант рукописи. The article was received on 10.11.2020; revised on 30.11.2020 and accepted for publication on 15.12.2020. The author read and approved the final version of the manuscript. wne.fa.ru
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Acute kidney injury in ECMO patients
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© Ostermann and Lumlertgul 2021, corrected publication 2024. Open Access This article is licensed under a Creative Commons Attribu-
tion 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 Dedica-
tion waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise
stated in a credit line to the data. Pathophysiology of AKI in ECMOh Pathophysiology of AKI in ECMO
The underlying mechanisms of AKI in patients treated
with ECMO are complex and multifactorial (Table 1). Abstract This article is one of ten reviews selected from the Annual Update in Intensive Care and Emergency Medicine 2021. Other selected articles can be found online at https://www.biomedcentral.com/collections/annualupdate2021. Further information about the Annual Update in Intensive Care and Emergency Medicine is available from https://link.
springer.com/bookseries/8901. practice and design future studies for prevention and
management of this high-risk group. Acute kidney injury in ECMO patients Marlies Ostermann1* and Nuttha Lumlertgul1,2,3 Ostermann and Lumlertgul Critical Care (2021) 25:313
https://doi.org/10.1186/s13054-021-03676-5 Ostermann and Lumlertgul Critical Care (2021) 25:313
https://doi.org/10.1186/s13054-021-03676-5 Critical Care Introduction Extracorporeal membrane oxygenation (ECMO) is a life-
saving therapy for patients with severe respiratory and/or
cardiovascular failure. There are two main configurations:
(1) veno-arterial ECMO (VA-ECMO) in patients with
refractory cardiogenic shock or combined cardiorespira-
tory failure, and (2) veno-venous ECMO (VV-ECMO) in
patients with potentially reversible causes of respiratory
failure. Over the past decade, use of ECMO has increased
substantially in critical care units, emergency depart-
ments, interhospital transfers, operating rooms, and dur-
ing cardiopulmonary resuscitation (CPR) [1].h Patient factors and critical illness *Correspondence:
Marlies Ostermann
Marlies.Ostermann@gstt.nhs.uk
1 Department of Critical Care, King’s College London, Guy’s and St
Thomas’ NHS Foundation Trust, London, UK
2 Division of Nephrology and Excellence Centre for Critical Care
Nephrology, King Chulalongkorn Memorial Hospital, Bangkok, Thailand
3 Critical Care Nephrology Research Unit, Chulalongkorn University,
Bangkok, Thailand Prior to ECMO initiation, hemodynamic instability, low
cardiac output, high intra-thoracic pressure, exposure to
nephrotoxic agents, severe hypoxemia, hypercapnia, sys-
temic inflammation/immune-mediated effects, and neu-
rohormonal dysregulation can contribute to AKI [8]. In
patients with heart failure, cardiac dysfunction, increased Incidence of AKI in ECMOh The reported incidence of AKI in patients treated with
ECMO varies from 26 to 85% due to differences in patient
characteristics, AKI definition, and clinical settings. The
pooled estimated incidence of severe AKI requiring RRT
is 45% [6]. AKI is more common in VA-ECMO than in
VV-ECMO (61% vs. 46%) and is most often present on
the day of ECMO cannulation [6, 7]. The Extracorporeal
Membrane Oxygenation for Severe Acute Respiratory
Distress Syndrome (EOLIA) and Conventional Ventila-
tory Support versus Extracorporeal Membrane Oxygena-
tion for Severe Adult Respiratory Failure (CESAR) trials
demonstrated a lower incidence of AKI and use of RRT
in patients receiving VV-ECMO compared with standard
treatment [2]. The in-hospital mortality ranges from 21 to 37% in
patients receiving VV-ECMO compared to 40–60% in
patients treated with VA-ECMO [2–4]. Despite improv-
ing survival in recent years, adverse effects are common
including acute kidney injury (AKI), infection, throm-
bosis, and bleeding [5]. AKI is a frequent complica-
tion among patients treated with ECMO, resulting in
increased morbidity and mortality [6]. Understanding
the impact of AKI, its contributing factors, and renal
replacement therapy (RRT) is essential to inform clinical © Ostermann and Lumlertgul 2021, corrected publication 2024. Open Access This article is licensed under a Creative Commons Attribu-
tion 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long
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tion waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise
stated in a credit line to the data. ECMO‑related factors
ll Following ECMO cannulation, an improvement in oxy-
genation helps restore the microcirculation in previ-
ously hypoxic and hypoperfused organs and tissues, often
in association with a degree of ischemia–reperfusion
injury and production of reactive oxygen species (ROS)
[13]. Continuous flow during VA-ECMO reduces pulsa-
tility, which may compromise renal cortical blood flow
and upregulate the RAAS inducing systemic vasocon-
striction [14]. Circuit-related factors contributing to the
development of AKI include hemolysis, rhabdomyolysis
from local ischemia, hemorrhage, renal microthrombo-
sis, and cannula-related complications (e.g., malposition
of the cannula leading to venous obstruction, choles-
terol embolism following cannulation, aortic dissection)
[15, 16]. Hemolysis may occur due to a combination of
shear stress from blood travelling through the blood
pump, negative intra-circuit pressures, and contact with
the non-biological and non-endothelialized surface of
ECMO membranes [15]. This leads to elevated plasma
free hemoglobin, release of free iron, oxidative stress,
and filtered heme pigments causing tubular obstruction
[17]. Blood exposure to artificial surfaces also induces
the release of inflammatory cytokines, complement and
leukocyte activation, and hypercoagulability. Finally, 74
although VA-ECMO improves oxygenation and periph-
eral circulation, limited LV off-loading combined with
low ejection fraction can result in LV overdistension and
worsening pulmonary edema. IMV invasive mechanical ventilation, PEEP positive end-expiratory pressure, VA
veno-arterial, RAAS renin–angiotensin–aldosterone system, ANP atrial natriuretic
peptide IMV invasive mechanical ventilation, PEEP positive end-expiratory pressure, VA
veno-arterial, RAAS renin–angiotensin–aldosterone system, ANP atrial natriuretic
peptide intra-abdominal pressure (IAP), and renal congestion
contribute to impaired renal blood flow and cardiore-
nal syndrome [9]. AKI might also occur in the context
of other critical illness-related complications including
bleeding, limb ischemia, infection, and coagulopathy [8]. Ostermann and Lumlertgul Critical Care (2021) 25:313 Ostermann and Lumlertgul Critical Care (2021) 25:313 Page 2 of 10 Table 1 Risk factors for acute kidney injury (AKI) during
extracorporeal membrane oxygenation (ECMO)
IMV invasive mechanical ventilation, PEEP positive end-expiratory pressure, VA
veno-arterial, RAAS renin–angiotensin–aldosterone system, ANP atrial natriuretic
peptide
Factors
Pathophysiological mechanisms
Patient-related variables
Hypoperfusion
Loss of autoregulation
Hypoxia
Hypercapnia
Nephrotoxins
Systemic inflammation
Cardiorenal syndrome
Increased intrathoracic pressure
Increased intra-abdominal pressure
Neuro-hormonal effects
IMV-related factors
Biotrauma
ECMO-related factors
PEEP
Hemodynamic variables
Continuous flow (VA-ECMO) Ischemia–
reperfusion injury
Hormonal variables
RAAS dysregulation
ANP downregulation
Circuit-related factors
Blood shear stress
Rhabdomyolysis
Hemolysis and oxidative stress
Embolism
Aortic dissection
Systemic inflammation
Systemic inflammation
Renal macro/microcirculatory dysfunction
Bioincompatibility
Blood/air/surface interaction
Hypercoagulable state Table 1 Risk factors for acute kidney injury (AKI) during
extracorporeal membrane oxygenation (ECMO) Table 1 Risk factors for acute kidney injury (AKI) during
extracorporeal membrane oxygenation (ECMO)
IMV invasive mechanical ventilation, PEEP positive end-expiratory pressure, VA
veno-arterial, RAAS renin–angiotensin–aldosterone system, ANP atrial natriuretic
peptide
Factors
Pathophysiological mechanisms
Patient-related variables
Hypoperfusion
Loss of autoregulation
Hypoxia
Hypercapnia
Nephrotoxins
Systemic inflammation
Cardiorenal syndrome
Increased intrathoracic pressure
Increased intra-abdominal pressure
Neuro-hormonal effects
IMV-related factors
Biotrauma
ECMO-related factors
PEEP
Hemodynamic variables
Continuous flow (VA-ECMO) Ischemia–
reperfusion injury
Hormonal variables
RAAS dysregulation
ANP downregulation
Circuit-related factors
Blood shear stress
Rhabdomyolysis
Hemolysis and oxidative stress
Embolism
Aortic dissection
Systemic inflammation
Systemic inflammation
Renal macro/microcirculatory dysfunction
Bioincompatibility
Blood/air/surface interaction
Hypercoagulable state system (RAAS), and suppression of atrial natriuretic
peptide (ANP) release [9]. Lung-protective ventilation
limits lung injury and has potential to reduce the risk of
AKI [12]. However, permissive hypoxia and hypercapnia
might ensue and decrease renal blood flow [9]. RRT and ECMO
Indications Fluid overload is highly prevalent and associated with
higher mortality and pro-longed ECMO duration [23]. According to a recent survey, fluid overload management
(43%) or prevention (16%) are the predominant triggers
for RRT initiation during ECMO, followed by AKI (35%),
and electrolyte disturbances (4%) [24]. Risk factors for AKI Invasive mechanical ventilation is associated with
altered hemodynamics and release of pro-inflammatory
cytokines (e.g., tumor necrosis factor [TNF]-α, inter-
leukin [IL]-1β, IL-6 and IL-8) [10]. Plasma cytokine
concentrations are predictive of AKI development and
renal non-recovery [11]. The application of positive end-
expiratory pressure (PEEP) has several beneficial effects
for lung recruitment and decrease in left ventricular (LV)
pre- and afterload. However, increasing PEEP and/ or
tidal volumes may elevate intrathoracic pressure, reduce
venous return, decrease cardiac output, and increase
right ventricular (RV) afterload, resulting in elevated sys-
temic venous pressure, venous congestion, and reduc-
tion of renal perfusion. In addition, fluid retention may
develop as a result of activation of the sympathetic nerv-
ous system (SNS) and renin–angiotensin–aldosterone Reported risk factors for AKI during ECMO are older
age, pre-existing comorbidities (e.g., cirrhosis), post car-
diotomy shock as indication for ECMO, late implanta-
tion of ECMO, reduced LV ejection fraction (LVEF),
intraoperative transfusion, high lactate, high plasma free
hemoglobin, increased bilirubin, and high neutrophil to
lymphocyte ratio [18]. Red blood cell distribution width
>14.1%, a marker of inflammation and anemia, has also
been found to be associated with an increased risk of
severe AKI [19]. During ECMO, high inotropic equiva-
lents, ECMO pump speed, and ECMO duration are
linked to AKI development [20]. Higher pump speeds
are associated with hemolysis, leukocyte and platelet
destruction, and complement activation [21]. To prevent
heme pigment-associated AKI, pump revolutions/min Ostermann and Lumlertgul Critical Care (2021) 25:313 Ostermann and Lumlertgul Critical Care (2021) 25:313 Page 3 of 10 Page 3 of 10 RRT, the demand-capacity concept has been proposed as
a method to guide the decision-making process. Accord-
ingly, RRT should be considered if the degree of fluid
overload and AKI-related metabolic derangements are
likely to overwhelm the kidneys’ capacity to compensate,
and pharmacological measures (diuretic therapy, sodium
bicarbonate) are unlikely to be effective [30]. The expert
committee of the 21st Acute Dialysis Quality Initiative
(ADQI) meeting concluded that there was no evidence
of benefit for pre-emptive use of RRT in patients treated
with ECMO [9]. Therefore, the decision to initiate RRT in
patients receiving ECMO should be based on usual abso-
lute and relative indications for critically ill patients. (RPM) should be limited to safe levels to avoid exces-
sive negative pressures. Risk factors for AKI AKI patients who required RRT
whilst receiving ECMO were more likely to be treated
with VA-ECMO, had more organ dysfunction at the time
of ECMO insertion, and required more transfusions [22]. Modality RRT options include continuous RRT (CRRT), prolonged
intermittent renal replacement therapy (PIRRT), inter-
mittent hemodialysis (IHD), and peritoneal dialysis. Each
modality has advantages and disadvantages (Table 2). CRRT
and peritoneal dialysis are suitable for patients with hemo-
dynamic instability although CRRT enables more precise
fluid and electrolyte management. Meanwhile, PIRRT and
IHD allow planned circuit downtime. It is possible to pro-
vide CRRT, PIRRT and IHD via integration into the ECMO
circuit or separately. When choosing CRRT, any mode of
clearance can be delivered, namely slow continuous ultra-
filtration (SCUF), continuous veno-venous hemofiltration
(CVVH), continuous veno-venous hemodialysis (CVVHD),
and continuous veno-venous hemodiafiltration (CVVHDF). Timingh g
Theoretically, early initiation of RRT may help resolve fluid
overload faster and achieve better sodium removal per
unit volume than diuretics in ECMO patients. In general
ICU patients, recent randomized controlled trials (RCTs)
not only failed to demonstrate the survival benefits of early
over standard initiation strategy, but also showed increased
harm in the early-initiation group including an increased
risk of dialysis dependence at 90 days and adverse events
[25–27]. A post-hoc sub-analysis of The Artificial Kidney
Initiation in Kidney Injury (AKIKI) trial in acute respira-
tory distress syndrome (ARDS) also demonstrated similar
outcomes between early and standard initiation strate-
gies [28]. Another study using propensity-score matching
compared early versus late initiation of CRRT after ECMO
(median time from ECMO to CRRT initiation 1 vs. 15
days) and found no difference in survival [29]. Techniquesh There are three ways to provide RRT with ECMO: using
an in-line hemofilter, connecting a RRT device to the
ECMO circuit (integrated system), or using a separate f
In light of the fact that serum creatinine, AKI stage
and urine output are poor markers to guide initiation of Table 2 Advantages and disadvantages of each renal replacement modality during extracorpo-real membrane oxygenation (ECMO)
IHD intermittent hemodialysis, PIRRT prolonged intmeromviettmenetn thsemodialysis, CRRT continuous renal replacement therapy, PD peritoneal dialysis
Modality
Advantages
Disadvantages
IHD
Integration in ECMO circuit possible
Reduced filter downtime
Lower costs than CRRT
Need for more rapid fluid removal
Risk of hemodynamic instability
Disequilibrium syndrome
PIRRT
Integration in ECMO circuit possible
Reduced filter downtime
Lower costs than CRRT
Slower volume and solute removal than IHD
Risk of hemodynamic instability in high-risk patients
CRRT
Integration in ECMO circuit possible
Continuous fluid and solute removal
Allows more precise control of fluid balance
Better hemodynamic stability
Patient immobilization
Increased risk of hypothermia
High costs
PD
Better hemodynamic stability
Technically simple
Lower cost
No addition of anticoagulation
Less experience in adult patients
Requires specific intraperitoneal catheters
Risk of peritonitis
Risk of hyperglycemia
May interfere with diaphragmatic movements IHD intermittent hemodialysis, PIRRT prolonged intmeromviettmenetn thsemodialysis, CRRT continuous renal replacement therapy, PD peritoneal dialysis Ostermann and Lumlertgul Critical Care (2021) 25:313 Page 4 of 10 Table 3 Advantages and disadvantages of RRT techniques during extracorporeal membrane oxygenation (ECMO) [31, 33]
RRT renal replacement therapy, UF ultrafiltration
Techniques
Advantages
Disadvantages
In-line hemofilter
Low cost
Generates large volumes of UF
No need for separate anticoagulation
Small priming volume
No pressure monitoring
Requires external infusion device to control UF and deliver replacement
fluid
Less precise UF
Limited solute clearance
Flow turbulence and risk of hemolysis
Independent RRT
access (parallel
system)
Allows fine-tune adjustment of solute and fluid removal
Able to provide RRT independent of ECMO
Allows use of regional anticoagulation
Simplified circuit changing without need for perfusionist
Mode of solute clearance not restricted
Need for separate vascular access
Risk of mechanical and infectious complications
Higher extracorporeal blood volume
Technically more complex to manage two separate circuits
RRT connected
to ECMO circuit
(integrated
system)
Allows fine-tune adjustment of solute and fluid removal
Mode of solute clearance not restricted
No need for separate vascular access
Avoids complications related to line insertion
Pressure alarms (low pressure alarms if connected pre-pump and high
pressure alarms when connected post-pump)
Requires a RRT machine capable of adjusting alarm settings
Risk of air entrapment if access line is connected before centrifugal
pump
Flow turbulence with risk of hemolysis and thrombus formation
Generation of shunt within ECMO circuit
Recirculation RRT renal replacement therapy, UF ultrafiltration by adding replacement fluid (CVVH) or dialysis fluid
(CVVHD) through standard infusion pumps. Fig. 1 Options of combining extracorporeal membrane oxygenation (ECMO) and continuous renal replacement therapy (CRRT) circuits. a
An in-line hemofilter is integrated into the ECMO circuit. Replacement fluid is directly administered into the ECMO circuit. Alternatively, dialysis
fluid can be supplied in a counter-current position. Replacement/dialysis fluid rates and ultrafiltration rates can be controlled via infusion pumps.
b The CRRT device is connected to the patient through a separate catheter independent of the ECMO circuit. c The access (inlet) and the return
(outlet) lines of the CRRT device are connected before the centrifugal blood pump (low-pressure part) of the ECMO circuit. d Both the access
and the return lines of the CRRT device are connected after the blood pump. e The access line of the CRRT device is connected after the blood
pump (high-pressure), while the CRRT return line is connected before the centrifugal blood pump. f The access line of the CRRT device is connected
directly after the membrane oxygenator, while the return line is connected directly before the oxygenator
(See figure on next page.) Techniquesh Ultrafiltra-
tion rate is regulated by connecting a standard infusion
device to the effluent port of the hemofilter. However, the
amount of removed fluid is less accurate and prone to
error up to 800 ml/day [34]. A more precise method is to
weigh the actual volume of ultrafiltration using a scale or
a volumetric measuring device but this method is labor-
intensive. Since hemofilters are not designed for use with
high pressure systems and the maximal volume of the
infusion pump is limited at 1 l/h, convective and diffusive
clearance are less effective than with CRRT using con-
ventional membranes. The hemofilter blood flow rate can
be adjusted via a stopcock or a flow-restrictor. Neverthe-
less, the generated turbulent flow might cause hemolysis
and trigger thrombus formation. Most importantly, there
is no pressure monitoring with this technique, which may
lead to delayed detection of hemolysis, filter rupture or
clot formation. RRT access from the ECMO circuit (parallel system)
[31, 32] (Table 3). In the absence of evidence-based
data, practice is based on expert opinion, availability of
machines, local expertise, and staff organization. A 2013
survey of 65 ECMO centers showed that 50.8% of centers
used independent CRRT circuits while 21.5% used in-line
hemofilter [24]. The results of a recent survey of ECMO
centers in France and Switzerland are awaited. In‑line hemofilter It is possible to provide RRT by incorporating a hemofil-
ter into the ECMO circuit [9, 15, 31] (Fig. 1a). The hemo-
filter is placed after the pump pre-oxygenator so that
the oxygenator can trap air and clots. The positive pres-
sure from the ECMO circuit will forward the blood flow
through the hemofilter. Then, blood is returned from the
filter to the ECMO circuit before the pump. The blood
flow rate in the hemofilter is the difference between the
total ECMO blood flow rate and the actual flow delivered
to the patient, which is measured by placing an ultra-
sonic probe on the arterial return line from the ECMO
circuit. This technique is mainly used for ultrafiltration
via the SCUF mode. CVVH or CVVHD can be delivered Parallel system (independent RRT access) Setting up an independent RRT device is simple as it does
not require ECMO circuit manipulation (Fig. 1b). Dose Ostermann and Lumlertgul Critical Care (2021) 25:313 Page 5 of 10 Blood
pump
Membrane
oxygenator
Blender
CO2
Pressure range:
-20 to -100 mmHg
Pressure range:
+150 to +350 mmHg
Hemofilter
Dialysis
fluid
R
l
Effluent
fluid
Return line
Access
line
a Blood
pump
Membrane
oxygenator
Blender
CO2
CO2
CO2
Pressure range:
-20 to -100 mmHg
Pressure range:
+150 to +350 mmHg
Hemofilter
Dialysis
fluid
Replacement
fluid
Effluent
fluid
Return line
Access
line
Membrane
oxygenator
Blender
Pressure range:
-20 to -100 mmHg
Pressure range:
-20 to -100 mmHg
Pressure range:
+150 to +350 mmHg
Pressure range:
+150 to +350 mmHg
RRT machine
Blood
pump
Membrane
oxygenator
Blender
RRT machine
Access
line
Return
line
Blood
pump
a
b
c
Fig. 1 (See legend on previous page.) Access
line Membrane
oxygenator b CO2
CO2
Membrane
oxygenator
Blender
Pressure range:
-20 to -100 mmHg
Pressure range:
-20 to -100 mmHg
Pressure range:
+150 to +350 mmHg
Pressure range:
+150 to +350 mmHg
RRT machine
Blood
pump
Membrane
oxygenator
Blender
RRT machine
Access
line
Return
line
Blood
pump
c
Fig. 1 (See legend on previous page.) RRT machine Access
line Return
line Membrane
oxygenator Fig. 1 (See legend on previous page.) Fig. 1 (See legend on previous page.) Ostermann and Lumlertgul Critical Care (2021) 25:313 Page 6 of 10 e
f
CO2
Pressure range:
-20 to -100 mmHg
Pressure range:
+150 to +350 mmHg
Access
line
Return
line
Membrane
oxygenator
Blender
RRT machine
Blood
pump
Membrane
oxygenator
Blender
CO2
Pressure range:
-20 to -100 mmHg
Pressure range:
+150 to +350 mmHg
RRT machine
Access
line
Return
line
Blood
pump e
Membrane
oxygenator
Blender
CO2
Pressure range:
-20 to -100 mmHg
Pressure range:
+150 to +350 mmHg
RRT machine
Access
line
Return
line
Blood
pump e
f
CO2
Pressure range:
-20 to -100 mmHg
Pressure range:
-20 to -100 mmHg
Pressure range:
+150 to +350 mmHg
Pressure range:
+150 to +350 mmHg
Access
line
Access
line
Return
line
Return
line
Membrane
oxygenator
CO2
Membran
oxygenator
Blender
RRT machine
Blood
pump
rane
Blender
RRT machine
Blood
pump
Membrane
oxygenator
Blender
CO2
Pressure range:
-20 to -100 mmHg
Pressure range:
+150 to +350 mmHg
RRT machine
Access
line
Return
line
Blood
pump
Fig. Integrated system (combining RRT machine into the ECMO
circuit)h There are few studies comparing the efficacy between the
different techniques. Compared with an in-line hemofil-
ter technique, integrating a RRT machine into the ECMO
circuit was shown to provide more accurate fluid man-
agement [37]. A recent study concluded that independent
RRT access was associated with fewer effective sessions
and shorter filter lives in comparison with the integrated
system [38]. However, the average prescribed RRT dose
was 40 ml/kg/h, which is higher than currently recom-
mended. In addition, the CVVH modality was used with
33% of replacement fluid given pre-filter, which might
result in a relatively high filtration fraction. Regional cit-
rate anticoagulation was not used [39]. Another study
also reported longer filter life for the integrated system
compared with the parallel technique [35]. With regards
to clearance, a recent study demonstrated similar efficacy
for solute clearance and ultrafiltration between the paral-
lel and the integrated methods [40]. There are several ways to incorporate a RRT device into
the ECMO circuit using two high-flow Luer lock three-
way taps as connectors to the RRT access (inlet) line and
return (outlet) line [9, 31, 33, 35] (Fig. 1c–f). The pres-
sure before the ECMO pump is negative (range: − 20
to − 100 mmHg) and post-pump is positive (range: + 150
to + 350 mmHg), which might interfere with the RRT
circuit. If a centrifugal pump is used, the RRT access
line should be placed post-pump (either before or after
the oxygenator) to avoid air entrapment (Fig. 1d, e). The
RRT return line should be connected before the oxygen-
ator (either pre- or post-pump) to avoid air embolism,
clot formation and venous admixture. Careful attention
should be paid to the inherently set pressure limits of the
ECMO circuit and RRT devices from different manufac-
turers. The default access pressure of the RRT machine is
typically negative. High post-pump pressure may trigger
pressure alarms at the entry point of the RRT machine
although current RRT machines can tolerate higher pres-
sures or allow adjustment of alarm settings up to + 350
to + 500 mmHg. To overcome the alarm limits of the RRT
machine, a long monitoring extension line attached to
the RRT access tubing or reducing the blood flow rates
can help to lower the pressure from the ECMO circuit
[8]. Technical aspects
Mediator removal
Al h
h
i
d Although raised cytokine concentrations have been
demonstrated in patients with AKI receiving ECMO
and might be implicated in multiorgan dysfunction [41],
there is insufficient evidence to recommend blood puri-
fication therapy outside the setting of AKI for patients
receiving ECMO. Therefore, the use of RRT and/or
hemoadsorption with the sole intention of clearing pro-
or anti-inflammatory mediators during ECMO is not rec-
ommended [9]. Integrated system (combining RRT machine into the ECMO
circuit)h Another option is to use clamps on the connectors
or flow restrictors placed outside the tubing to adjust the
RRT circuit pressure on the access or, alternatively, on the
return line to avoid extreme pressures [36]. However, this
may cause turbulence in blood flow and trigger hemolysis
or thrombosis. When withdrawing blood post-oxygen-
ator and returning blood before pump, re-circulation in
the RRT circuit (shunt within a shunt) and RRT under-
dosing may occur. Alternatively, the access and return
lines may be safely connected through Luer locks imme-
diately before and after the oxygenator to avoid pressure
alarms (Fig. 1f). Parallel system (independent RRT access) 1 continued Blender Return
line e
f
CO2
Pressure range:
-20 to -100 mmHg
Pressure range:
-20 to -100 mmHg
Pressure range:
+150 to +350 mmHg
Pressure range:
+150 to +350 mmHg
Access
line
Access
line
Return
line
Return
line
Membrane
oxygenator
CO2
Membran
oxygenator
Blender
RRT machine
Blood
pump
rane
Blender
RRT machine
Blood
pump
Membrane
oxygenator
CO2
Pressure range:
-20 to -100 mmHg
Pressure range:
+150 to +350 mmHg
Blood
pump
Fig. 1 continued Membrane
oxygenator e
f
CO2
Pressure range:
-20 to -100 mmHg
Pressure range:
+150 to +350 mmHg
Access
line
Access
line
Return
line
R t
Membrane
oxygenator
Blender
RRT machine
Blood
pump
Blender
RRT machine
150 to 350 mmHg
Blood
pump Membrane
oxygenator f Access
line Return
line Membran
oxygenator
rane Fig. 1 continued Ostermann and Lumlertgul Critical Care (2021) 25:313 Page 7 of 10 and modality can be adjusted, and fluid balance can be
controlled in a precise manner as per usual protocol. Regional anticoagulation can also be added and opti-
mised to prolong filter longevity. However, the need to
insert a separate vascular access whilst systemically anti-
coagulated poses a risk for line-related mechanical and
infectious complications. This technique also requires
an additional extracorporeal blood volume, which might
interfere with ECMO performance [9, 15, 31]. method is more effective than using an in-line hemofilter
and provides more precise ultrafiltration control and sol-
ute clearance by any modality of choice. Use of the heater
on the CRRT device is optional. There is also no need
for routine additional anticoagulation. However, every
connection and disconnection requires support from an
ECMO specialist/perfusionist and might pose a risk of air
embolism/clot to both devices. Drug dosing
ECMO
d y
g
The long-term renal prognosis in ECMO survivors is
uncertain. Previous studies showed high rates of libera-
tion from dialysis at hospital discharge [4, 48]. However,
only 42% of AKI stage 3 survivors had complete renal
recovery [7]. In a cohort of post-cardiotomy patients with
cardiogenic shock receiving VA-ECMO, all but 2 patients
recovered from AKI stage 3 at 6 months [18]. However,
it should be noted that creatinine at discharge might
be falsely low due to loss of muscle mass and malnutri-
tion following prolonged hospitalization. Therefore, low
serum creatinine levels may lead to erroneous glomeru-
lar filtration rate (GFR) results and mislead clinicians,
resulting in inappropriate drug dosing and inadequate
follow-up. ECMO and RRT can significantly alter the pharmacoki-
netics of medications such as antibiotics and sedatives,
yet little is known about the optimal regimen for patients
treated with both RRT and ECMO. Generally, ECMO
increases the volume of distribution and reduces drug
clearance. The ECMO circuit might act as a reservoir and
redistribute the sequestered drug back into the patient
leading to prolonged effects, especially of lipophilic med-
ications with a large volume of distribution (e.g., voricon-
azole, propofol, fentanyl, midazolam) [8]. In contrast, the
ECMO membrane and tubing may adsorb some drugs
and reduce plasma concentrations. The presence of RRT
increases the risk of both under- and over-dosing further. A preliminary analysis showed that standard dosing of
meropenem (1 g 8-hourly) is likely to maintain sufficient
trough concentrations (> 2 mg/l) to treat highly suscepti-
ble gram-negative pathogens but might be inadequate for
higher trough targets [43]. Individualizing drug regimens
in patients receiving concomitant ECMO and RRT using
therapeutic drug monitoring is suggested where possible
until more pharmacokinetic data become available. It is established that AKI survivors are at increased
risk for long-term mortality, end-stage kidney dis-
ease, chronic kidney disease (CKD), and poorer qual-
ity of life. However, only a few studies have explored
the long-term outcomes of ECMO patients with AKI. In children, two large ECMO studies independently
reported a 20-year experience and showed no incidence
of end-stage kidney disease in the absence of primary
renal disease [38, 48]. In contrast, analysis of a VA-
ECMO cohort of adult population showed an 85% inci-
dence of major adverse kidney events, comprised death,
end-stage kidney disease, and reduced GFR at 1 year
[49]. Anticoagulation Systemic infusion of unfractionated heparin is the stand-
ard anticoagulation in patients receiving RRT and ECMO
unless contraindicated. However, significant clotting or
excessive bleeding precluding the use of systemic heparin
may require the addition of regional citrate anticoagula-
tion to ensure effective RRT delivery [42]. Nevertheless,
significant citrate dilution might occur. If the RRT access
line is connected from the post-oxygenator limb and
the return line is connected to the pre-oxygenator limb, Combining RRT into the ECMO circuit has several
benefits. No additional vascular access is needed and
complications related to line insertion are avoided. This Ostermann and Lumlertgul Critical Care (2021) 25:313 Page 8 of 10 (SOFA) score, blood loss, transfusion requirement,
hemodynamic instability, liver failure, low Glasgow coma
score, and fluid overload [7, 46, 47]. infused citrate will be partially delivered and mixed with
pre-oxygenator blood. This may reduce clotting in the
oxygenator. Calcium should be infused via a separate
central venous access to reduce clotting in the system. Published: 31 August 2021 21. Lou S, MacLaren G, Best D, Delzoppo C, Butt W. Hemolysis in pediatric
patients receiving centrifugal-pump extracorporeal membrane oxygena-
tion: prevalence, risk factors, and outcomes. Crit Care Med. 2014;42:1213–20. Short‑term outcomes AKI and RRT have been shown to be independently asso-
ciated with mortality but it is uncertain whether they
directly increase the risk of dying or merely represent the
acuity and severity of the illness [19]. The pooled esti-
mated hospital and/or 90-day mortality rates of patients
with AKI and severe AKI requiring RRT while on ECMO
were 62.0% and 68.4%, respectively [6]. The likelihood
of dying in hospital of ECMO patients receiving RRT is
three times that of those without RRT [6]. Importantly,
mortality has decreased by > 20% since 2016 compared
with data from before 2015, possibly due to better patient
selection, timing, and clinical application [44]. Risk factors for 1-year major adverse kidney events
included lower GFR at baseline, higher AKI stage at
ECMO cannulation, and number of red blood cell trans-
fusions. Moreover, the median GFR decline was 20 ml/
min/1.73 m2, and half of AKI survivors had a GFR decline
of more than 30%. Decline of GFR by > 30% is associated
with > 5 times increased risk of end-stage kidney disease
[50]. Therefore, the risk of serious long-term renal out-
comes should not be underestimated in ECMO patients
with AKI. Analysis of a national Taiwan database includ-
ing 3200 adult patients receiving ECMO with up to
10-year follow-up data revealed higher rates of all- cause
mortality, end-stage kidney disease and CKD in patients
with RRT-requiring AKI compared with non-dialy-
sis-requiring AKI patients [45]. Prolonged CRRT use
(> 7 days vs. ≤ 6 days) was associated with an increased
risk of end-stage kidney disease, ventilator dependence,
and readmission rate but not survival after discharge [51]. AKI requiring RRT is associated with other complica-
tions, including sepsis, need for fasciotomy/amputation,
respiratory failure, intra-aortic balloon pump (IABP)
usage, massive blood transfusion, and failure to wean
from ECMO [45]. Acute respiratory failure can also be
worsened following AKI due to fluid overload, pulmonary
edema, increased inflammatory mediators and increased
risk of intercurrent sepsis. Other risk factors for mor-
tality include age, oliguria, AKI stage 3, RRT duration
hypercapnia, high sequential organ failure assessment Ostermann and Lumlertgul Critical Care (2021) 25:313 Ostermann and Lumlertgul Critical Care (2021) 25:313 Page 9 of 10 Acknowledgements g
The authors would like to thank the critical care team at Guy’s & St Thomas’
Hospital for providing care to patients who need ECMO and renal replace-
ment therapy. 11. Murugan R, Wen X, Shah N, Lee M, Kong L, Pike F, et al. Plasma inflamma-
tory and apoptosis markers are associated with dialysis dependence and
death among critically ill patients receiving renal replacement therapy. Nephrol Dial Transp. 2014;29:1854–64. 11. Murugan R, Wen X, Shah N, Lee M, Kong L, Pike F, et al. Plasma inflamma-
tory and apoptosis markers are associated with dialysis dependence and
death among critically ill patients receiving renal replacement therapy. Nephrol Dial Transp. 2014;29:1854–64. Availability of data and materials 14. Ootaki C, Yamashita M, Ootaki Y, Kamohara K, Weber S, Klatte RS, et al. Reduced pulsatility induces periarteritis in kidney: role of the local renin-
angiotensin system. J Thorac Cardiovasc Surg. 2008;136:150–8. Material used in this manuscript is available from the corresponding author at
reasonable request. g
y
g
;
15. Askenazi DJ, Selewski DT, Paden ML, Cooper DS, Bridges BC, Zappitelli M,
et al. Renal replacement therapy in critically ill patients receiving extracor-
poreal membrane oxygenation. Clin J Am Soc Nephrol. 2012;7:1328–36. 16. Villa G, Katz N, Ronco C. Extracorporeal membrane oxygenation and the
kidney. Cardiorenal Med. 2015;6:50–60. 15. Askenazi DJ, Selewski DT, Paden ML, Cooper DS, Bridges BC, Zappitelli M,
et al. Renal replacement therapy in critically ill patients receiving extracor-
poreal membrane oxygenation. Clin J Am Soc Nephrol. 2012;7:1328–36. Ethics approval and consent to participate
Not applicable. 17. Ricci Z, Pezzella C, Romagnoli S, Iodice F, Haiberger R, Carotti A, et al. High
levels of free hemoglobin in neonates and infants undergoing surgery on
cardiopulmonary bypass. Interact Cardiovasc Thorac Surg. 2014;19:183–7. 18. Lepère V, Duceau B, Lebreton G, Bombled C, Dujardin O, Boccara L, et al. Risk factors for developing severe acute kidney injury in adult patients
with refractory postcardiotomy cardiogenic shock receiving venoarterial
extracorporeal membrane oxygenation. Crit Care Med. 2020;48:e715–21. Funding g
No funding was received. Publications costs were funded by Dr Ostermann’s
research fund. 13. Kilburn DJ, Shekar K, Fraser JF. The complex relationship of extracorporeal
membrane oxygenation and acute kidney injury: Causation or associa-
tion? Biomed Res Int. 2016;2016:1094296. Conclusion Husain-Syed F, Ricci Z, Brodie D, Vincent JL, Ranieri VM, Slutsky AS, et al. Extracorporeal organ support (ECOS) in critical illness and acute kidney
injury: from native to artificial organ crosstalk. Intensive Care Med. 2018;44:1447–59. 8. Husain-Syed F, Ricci Z, Brodie D, Vincent JL, Ranieri VM, Slutsky AS, et al. Extracorporeal organ support (ECOS) in critical illness and acute kidney
injury: from native to artificial organ crosstalk. Intensive Care Med. 2018;44:1447–59. 9. Joannidis M, Forni LG, Klein SJ, Honore PM, Kashani K, Ostermann M, et al. Lung-kidney interactions in critically ill patients: consensus report of the
acute disease quality initiative(ADQI) 21 workgroup. Intensive Care Med. 2020;46:654–72. 9. Joannidis M, Forni LG, Klein SJ, Honore PM, Kashani K, Ostermann M, et al. Lung-kidney interactions in critically ill patients: consensus report of the
acute disease quality initiative(ADQI) 21 workgroup. Intensive Care Med. 2020;46:654–72. 10. Gurkan OU, O’Donnell C, Brower R, Ruckdeschel E, Becker PM. Dif-
ferential effects of mechanical ventilatory strategy on lung injury and
systemic organ inflammation in mice. Am J Physiol Lung Cell Mol Physiol. 2003;285:L710–8. Authors’ contributions MO and NL reviewed the existing literature. NL wrote the first draft. MO made
edits to the draft. All authors read and approved the final draft. 12. Brower RG, Matthay MA, Morris A, Schoenfeld D, Thompson BT, Wheeler
A. Ventilation with lower tidal volumes as compared with traditional
tidal volumes for acute lung injury and the acute respiratory distress
syndrome. N Engl J Med. 2000;342:1301–8. Competing interests MO has received research funding and speaker honoraria from Fresenius
Medical Care and Baxter. NL reports no conflict of interest. 19. Lee SW, Yu MY, Lee H, Ahn SY, Kim S, Chin HJ, et al. Risk factors for acute
kidney injury and in-hospital mortality in patients receiving extracorpor-
eal membrane oxygenation. PloS ONE. 2015;10:e0140674. 20. Salis S, Mazzanti VV, Merli G, Salvi L, Tedesco CC, Veglia F, et al. Cardio-
pulmonary bypass duration is an independent predictor of morbid-
ity and mortality after cardiac surgery. J Cardiothorac Vasc Anesth. 2008;22:814–22. Declarations yg
16. Villa G, Katz N, Ronco C. Extracorporeal membrane oxygenation and the
kidney. Cardiorenal Med. 2015;6:50–60. 16. Villa G, Katz N, Ronco C. Extracorporeal membrane oxygenation and the
kidney. Cardiorenal Med. 2015;6:50–60. Conclusion 3. Gao S, Liu G, Yan S, Lou S, Gao G, Hu Q, et al. Outcomes from adult
veno-arterial extracorporeal membrane oxygenation in a cardiovascular
disease center from 2009 to 2019. Perfusion. 2021; https://doi.org/10.
1177/0267659121993365. [Epub ahead of print]. AKI is extremely common and associated with worse
short-term and long-term outcomes in patients receiv-
ing ECMO, especially when RRT is required. The most
common indication for RRT initiation in these patients
is fluid control. RRT should be initiated when the
anticipated demand from fluid overload and metabolic
derangements exceeds the capacity of the kidneys to
compensate. The modality and techniques of provid-
ing RRT in patients receiving ECMO depend on local
practice and expertise. Provision of RRT as an arma-
mentarium of multiorgan support therapy requires a
multidisciplinary team engagement (such as intensiv-
ists, nephrologists, cardiologists, cardiac, thoracic and
vascular surgeons, perfusionists, dedicated nurses,
pharmacists, dietitians, and others) from admission,
through ECMO cannulation and RRT initiation, until
after discharge. Further research should determine the
optimal technique to combine ECMO and RRT, optimal
drug dosing and long-term renal prognosis. 4. Deatrick KB, Mazzeffi MA, Galvagno SMJ, Boswell K, Kaczoroswki DJ,
Rabinowitz RP, et al. Breathing life back into the kidney—continuous
renal replacement therapy and veno-venous extracorporeal membrane
oxygenation. ASAIO J. 2021;67:208–12. 5. Lafç G, Budak AB, Yener A, Cicek OF. Use of extracorporeal membrane
oxygenation in adults. Heart Lung Circ. 2014;23:10–23. 5. Lafç G, Budak AB, Yener A, Cicek OF. Use of extracorporeal membrane
oxygenation in adults. Heart Lung Circ. 2014;23:10–23. 6. Thongprayoon C, Cheungpasitporn W, Lertjitbanjong P, Aeddula NR,
Bathini T, Watthanasuntorn K, et al. Incidence and impact of acute kidney
injury in patients receiving extracorporeal membrane oxygenation: a
meta-analysis. J Clin Med. 2019;8:981. 6. Thongprayoon C, Cheungpasitporn W, Lertjitbanjong P, Aeddula NR,
Bathini T, Watthanasuntorn K, et al. Incidence and impact of acute kidney
injury in patients receiving extracorporeal membrane oxygenation: a
meta-analysis. J Clin Med. 2019;8:981. 7. Delmas C, Zapetskaia T, Conil JM, Georges B, Vardon-Bounes F, Seguin
T, et al. 3-month prognostic impact of severe acute renal failure under
veno-venous ECMO support: importance of time of onset. J Crit Care. 2018;44:63–71. 7. Delmas C, Zapetskaia T, Conil JM, Georges B, Vardon-Bounes F, Seguin
T, et al. 3-month prognostic impact of severe acute renal failure under
veno-venous ECMO support: importance of time of onset. J Crit Care. 2018;44:63–71. 8. 2.
Combes A, Peek GJ, Hajage D, Hardy P, Abrams D, Schmidt M, et al. ECMO
for severe ARDS: systematic review and individual patient data meta-
analysis. Intensive Care Med. 2020;46:2048–57. Ostermann and Lumlertgul Critical Care (2021) 25:313 Ostermann and Lumlertgul Critical Care (2021) 25:313 Page 10 of 10 Page 10 of 10 23. Swaniker F, Kolla S, Moler F, Custer J, Grams R, Barlett R, et al. Extracor-
poreal life support outcome for 128 pediatric patients with respiratory
failure. J Pediatr Surg. 2000;35:197–202. 43. Shekar K, Fraser JF, Taccone FS, Welch S, Wallis SC, Mullany DV, et al. The
combined effects of extracorporeal membrane oxygenation and renal
replacement therapy on meropenem pharmacokinetics: a matched
cohort study. Crit Care. 2014;18:565. 24. Fleming GM, Askenazi DJ, Bridges BC, Cooper DS, Paden ML, Selewski
DT, et al. A multi-center international survey of renal supportive therapy
during ECMO: the kidney intervention during extracorporeal membrane
oxygenation (KIDMO) group. ASAIO J. 2012;58:407–14. 44. Mitra S, Ling RR, Tan CS, Shekar K, MacLaren G, Ramanathan K. Concurrent
use of renal replacement therapy during extracorporeal membrane
oxygenation support: a systematic review and meta-analysis. J Clin Med. 2021;10:241. oxygenation (KIDMO) group. ASAIO J. 2012;58:407–14. yg
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25. Bagshaw SM, Wald R, Adhikari NKJ, Bellomo R, da Costa BR, Dreyfuss D,
et al. Timing of initiation of renal-replacement therapy in acute kidney
injury. N Engl J Med. 2020;383:240–51. 45. Chen SW, Lu YA, Lee CC, Chou AH, Wu VC, Chang SW, et al. Long-term
outcomes after extracorporeal membrane oxygenation in patients
with dialysis-requiring acute kidney injury: a cohort study. PLoS ONE. 2019;14:e0212352. j
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26. Barbar SD, Clere-Jehl R, Bourredjem A, Hernu R, Montini F, Bruyère R, et al. Timing of renal-replacement therapy in patients with acute kidney injury
and sepsis. N Engl J Med. 2018;379:1431–42. 46. Haneya A, Diez C, Philipp A, Bein T, Mueller T, Schmid C, et al. Impact of
acute kidney injury on outcome in patients with severe acute respiratory
failure receiving extracorporeal membrane oxygenation. Crit Care Med. 2015;43:1898–906. 27. Gaudry S, Hajage D, Schortgen F, Martin-Lefevre L, Pons B, Boulet E, et al. Initiation strategies for renal-replacement therapy in the intensive care
unit. N Engl J Med. 2016;375:122–33. 47. Schmidt M, Bailey M, Kelly J, Hodgson C, Cooper DJ, Scheinkestel C, et al. Impact of fluid balance on outcome of adult patients treated with extra-
corporeal membrane oxygenation. Intensive Care Med. 2014;40:1256–66. 28. Gaudry S, Hajage D, Schortgen F, Martin-Lefevre L, Verney C, Pons B, et al. Timing of renal support and outcome of septic shock and acute respira-
tory distress syndrome. Ostermann and Lumlertgul Critical Care (2021) 25:313 A post hoc analysis of the AKIKI randomized
clinical trial. Am J Respir Crit Care Med. 2018;198:58–66. y
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function and survival after continuous renal replacement therapy
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sequential continuous renal replacement therapy in patients on extracor-
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30. Ostermann M, Joannidis M, Pani A, Floris M, De Rosa S, Kellum JA, et al. Patient selection and timing of continuous renal replacement therapy. Blood Purif. 2016;42:224–37. 49. Vinclair C, De Montmollin E, Sonneville R, Reuter J, Lebut J, Cally R, et al. Factors associated with major adverse kidney events in patients who
underwent veno-arterial extracorporeal membrane oxygenation. Ann
Intensive Care. 2020;10:44. 31. Ostermann M, Connor M Jr, Kashani K. Continuous renal replacement
therapy during extracorporeal membrane oxygenation: Why, when and
how? Curr Opin Crit Care. 2018;24:493–503. 50. Coresh J, Turin TC, Matsushita K, Sang Y, Ballew SH, Appel LJ, et al. Decline
in estimated glomerular filtration rate and subsequent risk of end-stage
renal disease and mortality. JAMA. 2014;311:2518–31. p
32. Kashani K, Ostermann M. Optimizing renal replacement therapy for
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for severe ARDS: systematic review and individual patient data meta-
analysis. Intensive Care Med. 2020;46:2048–57. Ostermann and Lumlertgul Critical Care (2021) 25:313 Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in pub-
lished maps and institutional affiliations. 34. Sucosky P, Dasi LP, Paden ML, Fortenberry JD, Yoganathan AP. Assess-
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TA, et al. Survival and renal function in pediatric patients following
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Correction: Corrigendum: Microtubule stabilising peptides rescue tau phenotypes in-vivo
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www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports The Acknowledgements section in this Article is incomplete. “This work was supported by the Wessex Medical Trust, the Alzheimer’s Society and the Henry Smith’s foun-
dation. Thanks to Prof. St. Johnstone (University of Cambridge, UK) for providing the dtau antibody and
Dr. Peter Davies (Albert Einstein College of Medicine; Bronx, NY) for providing the PHF-1 antibody”. Scientific Reports | 7:40833 | DOI: 10.1038/srep40833 Corrigendum: Microtubule
stabilising peptides rescue tau
phenotypes in-vivoi cientific Reports 6:38224; doi: 10.1038/srep38224; published online 02 December 2016; updated on 01 February
017 should read: “This work was supported by the Wessex Medical Trust, the Alzheimer’s Society and the Henry Smith’s founda-
tion. Thanks to Prof. St. Johnstone (University of Cambridge, UK) for providing the dtau antibody and Dr. Peter
Davies (Albert Einstein College of Medicine; Bronx, NY) for providing the PHF-1 antibody. Thanks to the ARUK
South Coast Network for contributing to publication costs”. This work is licensed under a Creative Commons Attribution 4.0 International License. The images
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Program for expectant and new mothers: a population-based study of participation
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RESEARCH ARTICLE Open Access Abstract Background: The Manitoba Healthy Baby Program is aimed at promoting pre- and perinatal health and includes
two components: 1) prenatal income supplement; 2) community support programs. The goal of this research was
to determine the uptake of these components by target groups. Methods: Data on participation in each of the two program components were linked to data on all hospital births
in Manitoba between 2004/05 through 2007/08. Descriptive analyses of participation by maternal characteristics
were produced. Logistic regression analyses were conducted to identify factors associated with participation in the
two programs. Separate regressions were run for two groups of women giving birth during the study period: 1)
total population; 2) those receiving provincial income assistance during the prenatal period. Results: Almost 30% of women giving birth in Manitoba received the Healthy Baby prenatal income supplement,
whereas only 12.6% participated in any community support programs. Over one quarter (26.4%) of pregnant
women on income assistance did not apply for and receive the prenatal income supplement, despite all being
eligible for it. Furthermore, 77.8% of women on income assistance did not participate in community support
programs. Factors associated with both receipt of the prenatal benefit and participation in community support
programs included lower SES, receipt of income assistance, obtaining adequate prenatal care, having completed
high school and having depressive symptoms. Having more previous births was associated with higher odds of
receiving the prenatal benefit, but lower odds of attending community support programs. Being married was
associated with lower odds of receiving the prenatal benefit but higher odds of participating in community
support programs. Conclusions: Although uptake of the Healthy Baby program in Manitoba is greater for women in groups at risk for
poorer perinatal outcomes, a substantial number of women eligible for this program are not receiving it; efforts to
reach these women should be enhanced. infant morbidity and mortality [11] as well as longer-
term health, cognitive and behavioural problems [12-20]. infant morbidity and mortality [11] as well as longer-
term health, cognitive and behavioural problems [12-20]. Fortunately, a great deal is known regarding not only
risk factors, but also some of the protective factors asso-
ciated with perinatal outcomes. Good prenatal nutrition
can have a positive impact on birth weight, gestation
and intrauterine growth [21] as well as on neurological
development [22-24]. * Correspondence: marni_brownell@cpe.umanitoba.ca
1Department of Community Health Sciences, Faculty of Medicine, University
of Manitoba, 408-727 McDermot Avenue, Winnipeg, Manitoba, R3E 3P5,
Canada
Full list of author information is available at the end of the article © 2011 Brownell 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 Adequate prenatal care can also
have a positive impact on perinatal outcomes through
medical, nutritional and educational interventions [25]. There is also abundant evidence on the positive effects
of breastfeeding on health in infancy and early child-
hood [26,27]. The type of parenting an infant receives
also has a tremendous impact on health and develop-
ment; warm and responsive parental care is a protective Marni D Brownell1,2*, Mariette Chartier1,2, Wendy Au2 and Jennifer Schultz2 Marni D Brownell1,2*, Mariette Chartier1,2, Wendy Au2 and Jennifer Schultz2 Brownell et al. BMC Public Health 2011, 11:691
http://www.biomedcentral.com/1471-2458/11/691 Brownell et al. BMC Public Health 2011, 11:691
http://www.biomedcentral.com/1471-2458/11/691 Brownell et al. BMC Public Health 2011, 11:691 Population and Data Source This study took place in Manitoba, a province of 1.2
million people in the geographic centre of Canada. All
data came from the Manitoba Population Health
Research Data Repository which houses population-
based information on health and social service utiliza-
tion for all residents of Manitoba. Due to comprehen-
sive universal health care coverage, virtually all
contacts with the health care system are captured
[39,40]. The databases used in this study included: hos-
pital discharge abstracts (which include up to 25
ICD10-CA diagnosis codes); physician visit records
(which include an ICD-9-CM diagnosis code); the
population registry (which includes demographic infor-
mation on all residents registered for health care);
newborn screening forms (which assess biological and
social risk factors for families with a newborn, and are
completed by Public Health Nurses on about 85% of
all live births in the province); small-area census infor-
mation (linked by residential postal codes); and social
allowance management information (which includes
information on all residents receiving provincial
income assistance). Individual-level information from
these data sources was linked across data sets using
encrypted identifying numbers. The validity of the data
in the Repository is well-documented [39,41-46]. Success of prenatal and infant programs is at least
partially dependent on the uptake of these programs by
target groups; if not all of the most vulnerable women
and families participate in the programs, then it is diffi-
cult to evaluate their success. Evidence from the Sure
Start program in the UK suggests that positive benefits
of the program are limited to the less socially deprived
participants, with some adverse effects evident in the
most disadvantaged families [36,37]. Relatively little
information is available on uptake of prenatal and infant
programs. An evaluation of the Canada Prenatal Nutri-
tion Program claims that the program is effective at
reaching “at-risk” populations, however this conclusion
is based on demographic descriptions of participants,
with no information on who is not participating in the
program [38]. The study examined all Manitoba women having a live
birth in hospital from April 1, 2004 through March 31,
2008 (N = 56,560). Background infant morbidity and mortality [11] as well as longer-
term health, cognitive and behavioural problems [12-20]. Fortunately, a great deal is known regarding not only
risk factors, but also some of the protective factors asso-
ciated with perinatal outcomes. Good prenatal nutrition
can have a positive impact on birth weight, gestation
and intrauterine growth [21] as well as on neurological
development [22-24]. Adequate prenatal care can also
have a positive impact on perinatal outcomes through
medical, nutritional and educational interventions [25]. There is also abundant evidence on the positive effects
of breastfeeding on health in infancy and early child-
hood [26,27]. The type of parenting an infant receives
also has a tremendous impact on health and develop-
ment; warm and responsive parental care is a protective The time extending from conception to a child’s first
birthday is a crucial one in terms of child development
and life-long health [1-3]. Maternal factors such as
stressful life circumstances, low socioeconomic status,
poor nutrition and health, and smoking and alcohol/
drug use during pregnancy can adversely influence birth
outcomes and newborn health [4-10]. In turn, outcomes
such as low birth weight, preterm births and intrauter-
ine growth restriction have an impact on neonatal and Brownell et al. BMC Public Health 2011, 11:691
http://www.biomedcentral.com/1471-2458/11/691 Page 2 of 10 programs, and that not all those eligible for or targeted
by the Healthy Baby program would be participating. factor in infancy which leads to secure attachments with
parents and healthy neurological and psychological
development [28]. Methods Based on this evidence, a number of prenatal and early
childhood programs have been developed to improve
birth and infant outcomes. These programs can improve
outcomes by advocating for prenatal care, encouraging
cessation of smoking and alcohol use, providing supple-
mental incomes, promoting breastfeeding and positive
parenting practices, and by decreasing stress through the
provision of social and emotional support. Nutrition
intervention programs and programs offering income
supplements have both demonstrated positive effects on
birth outcomes [29-34]. There is also evidence that high-
risk mothers and their infants, such as those experiencing
a high degree of stress or living in low income situations,
benefit from social support programs [35]. Population and Data Source Program data from the Healthy Baby
program came from the Healthy Child Manitoba Office
and included information on: 1) women receiving the
prenatal benefit of up to $81 (CAD) per month during
the second and third trimesters of pregnancy; 2) women
participating in prenatal and/or postnatal community
support programs, which varied in content across com-
munities, but common goals included encouraging early
and regular prenatal care, promoting healthy infant
development, and improving nutrition. The program
components are promoted through doctors’ offices, pos-
ters within communities (e.g., bus shelters, community
centre bulletin boards) and websites. These data were
linked to birth records in the hospital abstract database
to identify women participating in either component of
the Healthy Baby program who had a live birth during
the study period. The current study made use of a unique opportunity
to link together population-based information on all
births in the Canadian province of Manitoba, with pre-
natal and infant program participation data, to describe
uptake of the program. In 2001, the Healthy Baby pro-
gram was introduced province-wide in Manitoba by the
Healthy Child Manitoba Office. The goal of this pro-
gram was to promote prenatal and perinatal health. The
Manitoba Healthy Baby program consists of two compo-
nents: 1) a prenatal benefit, which is a targeted income
supplement for low income women, and; 2) community
support programs, which are educational and supportive
groups available to all women from the prenatal period
through to an infant’s first birthday. The goal of this
study was to determine whether groups of women tar-
geted by the Health Baby program (e.g., low income)
were participating in each of the components of the
program and to identify maternal factors associated with
participation in the program. We hypothesized that par-
ticipation by target groups would be greater for the pre-
natal benefit component than the community support The study protocol was approved by the University of
Manitoba Health Research Ethics Board (H2008:187),
the Manitoba Health Information Privacy Committee,
Manitoba Family Services and Consumer Affairs, and
the Healthy Child Manitoba Office. Brownell et al. BMC Public Health 2011, 11:691
http://www.biomedcentral.com/1471-2458/11/691 Brownell et al. BMC Public Health 2011, 11:691
http://www.biomedcentral.com/1471-2458/11/691 Page 3 of 10 Page 3 of 10 Variables Used in Analyses
Independent variables for two groups of women: 1) all women giving birth
during the study period; 2) all women giving birth dur-
ing the study period who received income assistance for
at least one month during pregnancy. for two groups of women: 1) all women giving birth
during the study period; 2) all women giving birth dur-
ing the study period who received income assistance for
at least one month during pregnancy. Several characteristics of women giving birth that are
potentially related to participation in either component
of the Healthy Baby program were identified as covari-
ates: 1) mother’s age at the time of the baby’s birth was
dichotomized as < 20 and 20+ years; 2) parity was cate-
gorized as 0, 1, 2 or 3+ previous births; 3) adequacy of
prenatal care was defined using date of initiation and
number of prenatal visits according to the index created
by Alexander and Kotelchuck [47]; 4) region of resi-
dence was categorized as urban (Winnipeg, population
= 675,000, and Brandon, population = 45,000)) and
rural (the rest of Manitoba), with rural divided geogra-
phically into south and mid, and north Manitoba; 5) a
composite measure of area-level SES comprising infor-
mation from the 2006 Canada census on employment,
education, lone-parent families and income [48,49],
based on areas of approximately 400 people; 6) indica-
tion of receipt of income assistance for at least one
month during pregnancy; 7) marital status; 8) high
school completion; and, 9) maternal depressive symp-
toms. Table 1 shows the percent of women in each of
the study populations with each of these characteristics. Dependent variables PNC = Prenatal Care
SES = Socioeconomic status. Composite measure based on area-level education, employment, family structure and income.
IA = income assistance Results Of the 56,560 hospital births in the study period, 16,540
(29.2%) were to women who received the Healthy Baby
prenatal benefit. There was little variation in these per-
centages over the 4 years of the study period. Figure 1
shows the percent of births to women who received the
prenatal benefit by groups that were targeted by the
Healthy Baby program. Nearly three-quarters (72.4%) of
women receiving income assistance during pregnancy
received the prenatal benefit, compared to 21.8% of
women not receiving income assistance (Figure 1a). Over 50% of women living in the lowest rural (50.2%)
and urban (52.7%) income areas received the prenatal
benefit, compared to 13.6% in the rural highest and
6.4% in the urban highest income areas (Figure 1b). 57.0% of mothers who were teens received the prenatal
benefit, compared to 26.8% of mothers who were 20
year or older when they gave birth (Figure 1c). Regression analyses were repeated including only
those women who received income assistance during
pregnancy (Table 3). Maternal factors associated with
increased odds of both prenatal benefit receipt and com-
munity support program participation for women
receiving income assistance during pregnancy were
receipt of adequate prenatal care, living in a lower SES
area, and being rated as depressed by a Public Health
Nurse during the early postnatal period. Living in north-
ern compared to urban Manitoba was associated with
reduced odds of receiving the prenatal benefit and parti-
cipating in community support programs for this group
of women. Being married was associated with reduced
odds of receiving the prenatal benefit, but increased
odds of participating in community support programs. Living in rural south/mid compared to urban Manitoba
was also associated with reduced odds of prenatal bene-
fit receipt but increased odds of community support
program participation. Being a teen mom was associated
with reduced odds of receiving the prenatal benefit, but
was not associated with community support program
participation. Number of children was not associated
with prenatal benefit receipt, but having fewer children
was associated with increased odds of participation in y
y g
g
Of the 48,007 hospital births to women living in
communities where we had information on commu-
nity support program participation, 6063 (12.8%) were
to women who participated in at least one community
support program during pregnancy and/or up to one
year postnatally. Analysis The statistical method used in our analysis was General-
ized Linear Models (GLM) with a binomial distribution. Several predictors (see “Variables Used in Analysis”)
which were believed to be associated with a mother’s
uptake of the prenatal benefit and/or her participation
in community support programs were entered into the
regression models and parameter estimates and 95%
confidence intervals for each of the predictors were pro-
duced. Exponentiation of the parameter estimates
allowed us to calculate the odds ratios for each of the
predictors. Separate regressions were run for the two
groups of women giving birth defined above. Models
were run separately for prenatal benefit receipt and
community support program participation (four models
in total). Women living in First Nations communities,
and two small communities in southern Manitoba, were
excluded from analyses of community support program
participation because their participation was not known. A small percentage of women participating in commu-
nity support programs declined to share information on
their participation, so were also removed from the ana-
lysis of support program participation. These exclusions
resulted in the removal of 8553 births (15.1% of total The two outcomes studied were receipt of the prenatal
benefit and participation in community support pro-
grams. We looked at factors associated with participa-
tion in either component of the Healthy Baby program Table 1 Characteristics of Study Populations Table 1 Characteristics of Study Populations
All Women Giving Birth
(N = 56560)
Women Giving Birth who received IA
(N = 8183)
Variable
All (%)
PB (%)
CSP (%)
All (%)
PB (%)
CSP (%)
Teen mother
8.6
16.7
11.2
19.4
18.6
20.9
Parity 0
39.0
36.7
52.1
26.4
26.9
33.9
Parity 1
31.6
24.5
25.8
26.9
26.5
24.2
Parity 2
15.5
16.5
11.8
19.9
19.7
16.3
Parity 3
13.9
22.3
10.4
26.9
26.9
25.6
adequate PNC
28.2
22.0
34.0
18.2
20.5
24.0
urban
55.0
50.8
54.9
68.3
72.6
76.3
north
11.4
16.7
3.2
12.6
9.4
5.7
Mid/south
33.6
32.5
41.9
19.1
18.1
17.9
Mean SES (high value = low SES)
0.33
1.00
0.30
1.00
1.03
0.97
on IA during pg
14.6
36.3
27.4
100
100
100
married
69.6
36.2
65.6
21.8
15.4
21.5
high school
61.0
42.8
69.1
27.8
29.6
30.9
Depressive symptoms
9.8
11.9
16.5
30.3
28.6
24.2
PB
t l b
fit
i t Brownell et al. Analysis BMC Public Health 2011, 11:691
http://www.biomedcentral.com/1471-2458/11/691 Page 4 of 10 Regression analysis results identifying factors asso-
ciated with receipt of the prenatal benefit and/or partici-
pation in community support programs for all women
giving birth are given in Table 2. population) from the community support program ana-
lysis. Thus, for the full population of women giving
birth, there were 56560 births in the analysis of prenatal
benefit receipt and 48007 births in the analysis of com-
munity support program participation. For the analysis
of women receiving income assistance during pregnancy,
there were 8183 births in the analysis of prenatal benefit
receipt and 7398 births in the analysis of community
support program participation. For regressions where
the outcome was receipt of prenatal benefit, then prena-
tal community support program participation was
entered as another covariate in the models; where com-
munity support program participation was the outcome,
prenatal benefit receipt was entered into the models. All
analyses were performed using SAS version 9 [50]. For all women giving birth (total study population),
maternal factors associated with increased odds of both
prenatal benefit receipt and community support pro-
gram participation were being a teen mother, living in
south/mid rural compared to urban Manitoba, living in
a low SES area, receiving income assistance during preg-
nancy, having completed high school, and being rated as
depressed by a Public Health Nurse during the early
postnatal period. Living in north Manitoba was asso-
ciated with lower odds of prenatal benefit receipt and
community support program participation compared to
women living in urban Manitoba. For two maternal fac-
tors, the associations with prenatal benefit receipt were
different than the associations with community support
program participation. Having fewer children and being
married were both associated with decreased odds of
prenatal benefit receipt but increased odds of commu-
nity support program participation. Receipt of adequate
prenatal care was associated with increased odds of
community support program participation, but was not
associated with prenatal benefit receipt. Prenatal com-
munity support program participation was associated
with increased odds of prenatal benefit receipt, and
receipt of the prenatal benefit was associated with
increased
odds
of
community
support
program
participation. Results Figure 2 shows the percent of births
to women participating in community support pro-
grams by groups targeted by the Health Baby pro-
gram. Just over one fifth (22.1%) of women receiving
income assistance during pregnancy participated in
any Community Support Program, compared to 10.8%
of women not receiving income assistance (Figure 2a). Less than one fifth of women living in the lowest
rural (12.9%) and urban (18.5%) income areas partici-
pated in community support programs (Figure 2b),
compared to 10.5% and 5.1% for the highest rural and
urban income areas respectively. Just over one fifth of
teen mothers (21.2%) participated in community sup-
port programs (Figure 2c), compared to 12.1% of
those 20 or older. Brownell et al. BMC Public Health 2011, 11:691
http://www.biomedcentral.com/1471-2458/11/691 Page 5 of 10 a)
b)
c)
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
IA
no IA
647 women with missing IA information were excluded from graph
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
15 and
younger
16-17
18-19
20-29
30 and older
261 women with missing age information were excluded from graph
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
R1
R2
R3
R4
R5
U1
U2
U3
U4
U5
1211 women with missing income information were excluded from graph
e of prenatal benefit by women at risk for poorer perinatal outcomes. a) By receipt of income assistance. b) By area-level
other’s age at current birth. Results a)
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
IA
no IA
647 women with missing IA information were excluded from graph 647 women with missing IA information were excluded from graph b)
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
R1
R2
R3
R4
R5
U1
U2
U3
U4
U5
1211 women with missing income information were excluded from graph b) 1211 women with missing income information were excluded from graph 1211 women with missing income information were excluded from graph c)
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
15 and
younger
16-17
18-19
20-29
30 and older
261 women with missing age information were excluded from graph
Figure 1 Uptake of prenatal benefit by women at risk for poorer perinatal outcomes a) By receipt of income assistance b) By area lev c) Figure 1 Uptake of prenatal benefit by women at risk for poorer perinatal outcomes. a) By receipt of income assistance. b) By area-level
income. c) By mother’s age at current birth. community support programs whereas having more
children was associated with decreased odds. Having
completed high school was associated with increased
odds of receiving the prenatal benefit, but was not significantly associated with participation in community
support programs. As was found for the analysis includ-
ing all women giving birth, for women receiving income
assistance during pregnancy participation in prenatal Brownell et al. BMC Public Health 2011, 11:691
http://www.biomedcentral.com/1471-2458/11/691 Page 6 of 10 t
i t d
ith
Di
i
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
IA
noIA
647 womenwithmissingIAinformationwereexcludedfromgraph
30%
40%
50%
60%
70%
80%
90%
100%
a)
b)
c)
0%
10%
20%
30%
40%
R1
R2
R3
R4
R5
U1
U2
U3
U4
U5
1074womenwithmissing incomeinformationwereexcludedfromgraph
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
15and
younger
16Ͳ17
18Ͳ19
20Ͳ29
30andolder
180womenwithmissingageinformationwereexcludedfromgraph
pation in community support programs by women at risk for poorer perinatal outcomes. a) By receipt of income
area-level income. c) By mother’s age at current birth. Results 0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
IA
noIA
647 womenwithmissingIAinformationwereexcludedfromgraph
30%
40%
50%
60%
70%
80%
90%
100%
a)
b)
c)
0%
10%
20%
30%
40%
R1
R2
R3
R4
R5
U1
U2
U3
U4
U5
1074womenwithmissing incomeinformationwereexcludedfromgraph
40%
50%
60%
70%
80%
90%
100% 0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
IA
noIA
647 womenwithmissingIAinformationwereexcludedfromgraph
a) 647 womenwithmissingIAinformationwereexcludedfromgraph 30%
40%
50%
60%
70%
80%
90%
100%
b)
0%
10%
20%
30%
40%
R1
R2
R3
R4
R5
U1
U2
U3
U4
U5
1074womenwithmissing incomeinformationwereexcludedfromgraph b) c)
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
15and
younger
16Ͳ17
18Ͳ19
20Ͳ29
30andolder
180womenwithmissingageinformationwereexcludedfromgraph c) Figure 2 Participation in community support programs by women at risk for poorer perinatal outcomes. a) By receipt of income
assistance. b) By area-level income. c) By mother’s age at current birth. community support programs was associated with
increased odds of prenatal benefit receipt and receipt of
the prenatal benefit was associated with increased odds
of community support program participation. Discussion Close to one third of all births (29%) in Manitoba
were to women who received the Healthy Baby prena-
tal benefit during pregnancy, and the benefit was Brownell et al. BMC Public Health 2011, 11:691
http://www.biomedcentral.com/1471-2458/11/691 Page 7 of 10 Table 2 Odds Ratios (95% CI) for Factors Associated with
Receipt of Prenatal Benefit and Participation in
Community Support Programs, All Women Giving Birth
in Manitoba, 2004/05-2007/08
Variable
PB
CSP
OR
(95% CI)
OR
(95% CI)
Mother’s Age (< 20 vs 20+)
1.31
(1.21,
1.41)
1.18
(1.06,
1.31)
Parity (0 vs 3+ children)
0.6
(0.56,
0.65)
2.04
(1.84,
2.26)
Parity (1 vs 3+ children)
0.52
(0.48,
0.56)
1.14
(1.02,
1.27)
Parity (2 vs 3+ children)
0.67
(0.62,
0.73)
0.97
(0.86, 1.09)
PNC (Adequate vs Inadequate)
1.02
(0.96, 1.07)
1.18
(1.11,
1.26)
Region (North vs urban)
0.73
(0.68,
0.79)
0.85
(0.73,
1.00)
Region (South/Mid vs urban)
1.17
(1.11,
1.23)
2.16
(2.03,
2.29)
SES index (higher = lower
SES)
1.52
(1.49,
1.55)
1.24
(1.06,
1.29)
IA during pregnancy
3.47
(3.26,
3.71)
2.29
(2.09,
2.51)
Marital status (married vs not)
0.2
(0.19,
0.21)
1.09
(1.00,
1.09)
High School Completion
1.23
(1.17,
1.31)
1.81
(1.68,
1.95)
Maternal Depressive
Symptoms
1.21
(1.12,
1.30)
1.49
(1.38,
1.62)
Prenatal CSP (yes vs no)
4.47
(3.93,
5.09)
////
////
Prenatal CSP (unknown vs no)
2.26
(1.36,
3.82)
////
////
Receipt of PB
////
////
2.10
(1.95,
2.26)
Bolded values indicate statistical significance at p < 0.05
CSP = Community Support Programs
PB = Prenatal Benefit
PNC = Prenatal Care
IA = Income Assistance Table 2 Odds Ratios (95% CI) for Factors Associated with
Receipt of Prenatal Benefit and Participation in
Community Support Programs, All Women Giving Birth
in Manitoba, 2004/05-2007/08 Despite the relatively higher uptake of the prenatal
benefit compared to the community support programs,
there is still room for improvement in prenatal benefit
participation. Over one quarter of women receiving
income assistance, a group all eligible to receive the
benefit, did not apply to receive it, and many teen
mothers and women living in low income areas also did
not receive the benefit. Thus, efforts to increase enrol-
ment by target groups in the prenatal benefit program
are warranted. Furthermore, efforts to enhance partici-
pation in community support programs are required,
given that a majority of the target population did not
participate in these programs. Discussion The regression analyses
conducted in this study identified a number of factors
associated with participation in both of the components
of the Healthy Baby program, providing program devel-
opers and policy-makers with important evidence of
how to improve participation. When looking at the entire population of women giv-
ing birth, we found that although women with more
children were more likely to receive the prenatal benefit,
they were less likely to attend community support pro-
grams. Not all Healthy Baby community support pro-
grams offer child care services for children not involved
in the program (children over 1 year of age) and this
may be a barrier for participation by mothers with more
than one child. The financial cost and difficulties of
transporting multiple children to the programs may also
be a barrier. Strategies to reduce the barriers to partici-
pation in community support programs for women with
multiple children should be considered. Obtaining adequate prenatal care was associated with
greater participation in community support programs
for both the entire population of women giving birth
and for the income assistance population, and with pre-
natal benefit receipt for the income assistance popula-
tion. One of the ways pregnant women learn about the
Healthy Baby program is through their prenatal care
provider, so any efforts to increase early initiation of
prenatal care will not only potentially benefit the preg-
nancy [51-53], but also increase the likelihood that
women will find out about and participate in the
Healthy Baby program. Women at risk for inadequate
prenatal care are also the same groups who have lower
uptake of both components of the Healthy Baby pro-
gram [52,54]. Strategies that have proven effective for
increasing prenatal care elsewhere, such as public health
outreach to disadvantaged groups [55], should be con-
sidered in Manitoba. received by a majority of the women the program was
designed to reach. Almost three-quarters of women
receiving income assistance during pregnancy and
over half of women in low income areas received the
prenatal benefit. Furthermore, over half of teen
mothers received the benefit, compared to about one
quarter of mothers 20 years of age and older. In con-
trast, less than 13% of all births in Manitoba were to
women who participated in Healthy Baby community
support programs, and relatively small proportions of
target groups participated in these programs. Discussion Just over
one-fifth of women receiving income assistance during
pregnancy and the same proportion of teen-aged
mothers participated in community support programs,
and less than one-fifth of women from low income
areas participated. received by a majority of the women the program was
designed to reach. Almost three-quarters of women
receiving income assistance during pregnancy and
over half of women in low income areas received the
prenatal benefit. Furthermore, over half of teen
mothers received the benefit, compared to about one
quarter of mothers 20 years of age and older. In con-
trast, less than 13% of all births in Manitoba were to
women who participated in Healthy Baby community
support programs, and relatively small proportions of
target groups participated in these programs. Just over
one-fifth of women receiving income assistance during
pregnancy and the same proportion of teen-aged
mothers participated in community support programs,
and less than one-fifth of women from low income
areas participated. For both the entire population of women and the
income assistance population, unmarried women were
more likely to receive the prenatal benefit, but less likely
to participate in community support programs. The
lower participation in support programs associated with Brownell et al. Discussion BMC Public Health 2011, 11:691
http://www.biomedcentral.com/1471-2458/11/691 Page 8 of 10 Page 8 of 10 Table 3 Odds Ratios (95% CI) for Factors Associated with Receipt of Prenatal Benefit and Participation in Community
Support Programs, Women Receiving Income Assistance During Pregnancy, 2004/05-2007/08
Variable
PB
CSP
OR
(95% CI)
OR
(95% CI)
Mother’s Age (< 20 vs 20+)
0.75
(0.64, 0.88)
0.96
(0.81, 1.14)
Parity (0 kids vs 3+ kids)
0.99
(0.83, 1.18)
1.44
(1.21, 1.72)
Parity (1 kid vs 3+ kids)
0.88
(0.76, 1.02)
0.90
(0.77, 1.06)
Parity (2 kids vs 3+ kids)
0.89
(0.76, 1.04)
0.79
(0.66, 0.94)
PNC (Adequate vs Inadequate)
1.67
(1.43, 1.94)
1.27
(1.11, 1.46)
Region (North vs urban)
0.4
(0.35, 0.47)
0.77
(0.61, 0.98)
Region (South/Mid vs urban)
0.74
(0.65, 0.84)
1.29
(1.1, 1.51)
SES (higher = lower SES)
1.13
(1.07, 1.19)
1.15
(1.08, 1.22)
Marital status (married vs not)
0.25
(0.22, 0.28)
1.27
(1.10, 1.47)
High School Completion
1.54
(1.36, 1.75)
1.11
(0.98, 1.27)
Maternal Depressive Symptoms (yes vs no)
1.17
(1.00, 1.36)
1.39
(1.21, 1.60)
Prenatal CSP (yes vs no)
3.35
(2.66, 4.22)
////
////
Prenatal CSP (unknown vs no)
3.09
(1.34, 7.12)
////
////
Receipt of HBPB
////
////
2.56
(2.18, 3.00)
Bolded values indicate statistical significance at p < 0.05
CSP = Community Support Programs
PB = Prenatal Benefit
PNC = Prenatal Care
IA = Income Assistance Table 3 Odds Ratios (95% CI) for Factors Associated with Receipt of Prenatal Benef
Support Programs, Women Receiving Income Assistance During Pregnancy, 2004/05 Table 3 Odds Ratios (95% CI) for Factors Associated with Receipt of Prenatal Benefit and Participation in Community
Support Programs, Women Receiving Income Assistance During Pregnancy, 2004/05-2007/08 not being married could suggest that unmarried women
feel stigmatized or less welcome in the support groups. Anecdotal reports suggest that at least at some commu-
nity program sites, married, middle-class mothers “take
over” the program, which may make attendance for
lower income, unmarried mothers less appealing. If uni-
versal access to the community support programs is to
continue, strategies to make programs welcoming to
women from a broad range of socio-demographic back-
grounds should be explored. the prenatal benefit presents an opportunity for mental
health interventions. Both prenatal and postnatal mater-
nal depression have been implicated in impaired fetal
and infant development [58-60]. Acknowledgements and Funding g
g
A number of individuals contributed to this study. The authors wish to
acknowledge our Advisory Group for their advice and insight regarding the
Healthy Baby Program and interpretation of results (Cynthia Carr, Brenda
Comaskey, Shannon Dennehy, Darlene Girard, Maureen Heaman, Tamara
Hes, Deb Malazdrewicz, Chelsea Ruth, Rob Santos, Harvey Stevens and
Joanne Waskin). The following colleagues also contributed to the study: Dan
Chateau provided advice on statistical analysis and interpretation; Randy
Fransoo, Pat Martens and Greg Finlayson provided feedback on draft
versions of the manuscript; Charles Burchill, Shelley Derksen, Pat Nicol, Bill
Peeler, Heather Prior, and Oke Ekuma assisted with data preparation and
programming support; Angela Bailly assisted with table and graph
preparation. 8. Mick E, Biederman J, Faraone SV, Sayer J, Kleinman S: Case-control study of
attention-deficit hyperactivity disorder and maternal smoking, alcohol
use, and drug use during pregnancy. J Am Acad Child Adolesc Psychiatry
2002, 41(4):378-385. 9. Ramsay MC, Reynolds CR: Does smoking by pregnant women influence
IQ, birth weight, and developmental disabilities in their infants? A
methodological review and multivariate analysis. Neuropsychol Rev 2000,
10(1):1-40. 10. Rasmussen C, Horne K, Witol A: Neurobehavioral functioning in children
with Fetal Alcohol Spectrum Disorder. Child Neuropsychology 2006,
12(6):453-468. 11. Mathews TJ, Menacker F, MacDorman MF: Infant mortality statistics from
the 2001 period linked birth/infant death data set. Natl Vital Stat Rep
2003, 52(2):1-28. p p
We are indebted to Child and Family Services, Manitoba Family Services and
Consumer Affairs, and the Healthy Child Manitoba Office, as well as Health
Information Management, Manitoba Health for provision of data. We
acknowledge the Manitoba Centre for Health Policy for use of data
contained in the Population Health Research Data Repository under project
# 2008-012 and Manitoba Health for providing funding for this project
(HIPC#2008/2009-14). The results and conclusions are those of the authors
and no official endorsement by the Manitoba Centre for Health Policy,
Manitoba Health, or other data providers is intended or should be inferred. We are indebted to Child and Family Services, Manitoba Family Services and
Consumer Affairs, and the Healthy Child Manitoba Office, as well as Health
Information Management, Manitoba Health for provision of data. We
acknowledge the Manitoba Centre for Health Policy for use of data
contained in the Population Health Research Data Repository under project
# 2008-012 and Manitoba Health for providing funding for this project
(HIPC#2008/2009-14). Discussion For example, maternal
postpartum depression has been associated with lower
social engagement, more negative emotional responses
and greater stress reactivity in 9-month-old infants [58]. Studies have also found that maternal depression can
have long-lasting impacts on child development [61]
underscoring the need for early intervention and the
role the Healthy Baby program can play in identifying
that need in some mothers. For the women giving birth who were on income
assistance, high school completion was associated with
receipt of the prenatal benefit. The completion of the
three-page application form may be an onerous task for
women with limited literacy skills. Providing assistance
with the application process or simplifying the applica-
tion form may encourage women with lower literacy
skills to apply for the program. Having automatic enrol-
ment in the benefit program for pregnant women
receiving income assistance would increase the uptake
by this group [56]. Although we did not have data on
immigrant status, it is likely that language was also a
barrier for completion of the application for some
women; translation of the form into other languages
may encourage immigrant women whose first language
is not English to apply for the program [57]. The major strength of this research came from the
ability to link population-based administrative data on
women giving birth together with program participation
data. This allowed us to determine not only who was
participating in the program but also who was not parti-
cipating. Together with the information on factors asso-
ciated with program participation, this study provides
important information to policy makers and those
implementing programs for expectant and new mothers
on improving uptake of programs. A limitation of the
study was the lack of available data on participation in
community support programs run by the Canada Prena-
tal Nutrition Program (CPNP). CPNP runs the commu-
nity support programs in First Nations communities and
two small southern rural communities. Unlike the pro-
grams run by Healthy Baby, CPNP does not collect per-
son-level information on program participation, making
it impossible not only to determine participation rates The finding that women with depressive symptoms,
whether from the entire population or the income assis-
tance population, were more likely to participate in
community support programs and more likely to receive Page 9 of 10 Page 9 of 10 Brownell et al. BMC Public Health 2011, 11:691
http://www.biomedcentral.com/1471-2458/11/691 Manitoba Centre for Health Policy. Author details
1D
f 15. Power C, Hertzman C, Jeffries BJ: Birth weight, childhood socioeconomic
environment, and cognitive development in the 1958 British birth
cohort study. BMJ 2002, 325(7359):305. 1Department of Community Health Sciences, Faculty of Medicine, University
of Manitoba, 408-727 McDermot Avenue, Winnipeg, Manitoba, R3E 3P5,
Canada. 2Manitoba Centre for Health Policy, University of Manitoba, 408-727
McDermot Avenue, Winnipeg, Manitoba R3E 3P5, Canada. 1Department of Community Health Sciences, Faculty of Medicine, University
of Manitoba, 408-727 McDermot Avenue, Winnipeg, Manitoba, R3E 3P5,
Canada. 2Manitoba Centre for Health Policy, University of Manitoba, 408-727
McDermot Avenue, Winnipeg, Manitoba R3E 3P5, Canada. 1Department of Community Health Sciences, Faculty of Medicine, University
of Manitoba, 408-727 McDermot Avenue, Winnipeg, Manitoba, R3E 3P5,
2 Canada. 2Manitoba Centre for Health Policy, University of Manitoba, 408-727
McDermot Avenue, Winnipeg, Manitoba R3E 3P5, Canada. 16. Lahti J, Raikkonen K, Kajantie E, Heinonen K, Pesonen AK, Jarvenpaa AL,
Strandberg T: Small body size at birth and behavioural symptoms of
ADHD in children aged five to six years. J Child Psychol Psychiatry 2006,
47(11):1167-1174. Acknowledgements and Funding The results and conclusions are those of the authors
and no official endorsement by the Manitoba Centre for Health Policy,
Manitoba Health, or other data providers is intended or should be inferred. 12. Breslau N, Johnson EO, Lucia VC: Academic achievement of low
birthweight children at age 11: The role of cognitive abilities at school
entry. J Abnorm Child Psychol 2001, 29(4):273-279. 13. Hack M, Klein NK, Taylor HG: Long-term developmental outcomes of low
birth weight infants. Future Child 1995, 5(1):176-196. 14. Huddy CL, Johnson A, Hope PL: Educational and behavioural problems in
babies of 32-35 weeks gestation. Arch Dis Child Fetal Neonatal Ed 2001,
85(1):F23-F28. Manitoba Health, or other data providers is intended or should be inferred. Conclusions Received: 11 May 2011 Accepted: 6 September 2011
Published: 6 September 2011 Received: 11 May 2011 Accepted: 6 September 2011
Published: 6 September 2011 The Manitoba Healthy Baby prenatal benefit is reaching
a reasonable proportion of women at risk for poor peri-
natal outcomes, however there are opportunities to
improve uptake of the program. The Manitoba Healthy
Baby community support programs are not reaching the
majority of women at risk for poor perinatal outcomes
and efforts to increase participation are required. Identi-
fying factors associated with uptake of these two compo-
nents of the Healthy Baby program can help to inform
those delivering the programs of where efforts are
needed to increase participation. List of abbreviations
CAD C
di
d ll List of abbreviations
CAD: Canadian dollars; ICD10-CA: International Classification of Diseases,
Version 10, Canadian enhancements; SES: Socioeconomic status; UK: United
Kingdom. 6. Kramer MS: Determinants of low birth weight: Methodological
assessment and meta-analysis. Bull World Health Organ 1987,
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intrauterine growth retardation and body proportionality on fetal and
neonatal outcome. Pediatrics 1990, 86(5):707-713. 7. Kramer MS, Olivier M, McLean FH, Willis DM, Usher RH: Impact of
intrauterine growth retardation and body proportionality on fetal and
neonatal outcome. Pediatrics 1990, 86(5):707-713. Authors’ contributions MB developed the design for the study, with input from the other authors. Analysis of the data was carried out by WA, with direction and input from
the MB and MC. Interpretation of the data involved all authors. The
manuscript was drafted by MB, with significant contributions from the other
authors. All authors read and approved the final manuscript. MB developed the design for the study, with input from the other authors. Analysis of the data was carried out by WA, with direction and input from
the MB and MC. Interpretation of the data involved all authors. The
manuscript was drafted by MB, with significant contributions from the other
authors. All authors read and approved the final manuscript. 17. Lawlor DA, Batty DG, Morton SM, Deary IJ, Macintyre S, Ronalds G,
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Manitoba Centre for Health Policy. in these communities, but also to identify the factors in
these communities that are associated with program
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The use of life stories and its influence on persons with dementia, their relatives and staff – a systematic mixed studies review
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BMC nursing
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cc-by
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© The Author(s). 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Abstract Background: Dementia is an important predictor of nursing home admissions. Due to progressive dementia
symptoms, over time it becomes difficult for persons with dementia to communicate their wishes and participate in
decisions concerning their everyday lives. Their well-being, sense of dignity, integrity and personhood are at risk. The persons’ life stories have been highlighted as particularly important in dementia care and are referred to as
seeing the person beyond the dementia. The aim of this study was to explore and describe the use of life stories
and its influence on persons with dementia living in nursing homes, their relatives and staff. Methods: A systematic mixed studies review was conducted. The literature searches were performed in the
following databases: CINAHL, PubMed and PsycINFO and the Cochrane library, as well as by hand searching
references in the studies included. An updated search was performed eight months after the first search. Data
was synthesised inspired by integrative analysis. Results: Three studies using quantitative design and two studies (presented in three papers) using qualitative
design representing research from 2006 to 2015 were included in the review. Life stories generally had a positive
influence on the persons with dementia, their relatives, and staff. The use of life stories might contribute to
‘Maintenance of the person with dementia as a whole person rather than a demented patient’. On the other hand,
enabling persons with dementia to tell their own story could be a challenge. For the staff it could be challenging
when sensitive information emerged uninvited. Involving relatives could also be difficult as to whose story
were uncovered. Conclusions: The use of person’s life story might be of significance, but there is not enough evidence to make any
statement about its importance as the research is scarce. Studies, including randomised controlled trials, are needed
to measure the impact of life story work on the physiological and psychological aspects of persons with dementia,
and also how it influences their relatives and staff. Keywords: Dementia, Life stories, Systematic mixed studies review, Nursing home need care and support in many areas of their lives [2]
and dementia is an important predictor of nursing home
admissions [4, 5]. The use of life stories and its influence on
persons with dementia, their relatives and
staff – a systematic mixed studies review Vigdis Abrahamsen Grøndahl1*, Mona Persenius2, Carina Bååth2 and Ann Karin Helgesen1 * Correspondence: vigdis.a.grondahl@hiof.no
1Faculty of Health- and Social Studies, Østfold University College, 1757
Halden, Norway
Full list of author information is available at the end of the article Grøndahl et al. BMC Nursing (2017) 16:28
DOI 10.1186/s12912-017-0223-5 Grøndahl et al. BMC Nursing (2017) 16:28
DOI 10.1186/s12912-017-0223-5 Open Access Outcome Studies were included when the outcome focused on the
consequences of the use of life stories for the person
with dementia, relatives and/or staff. Type of studies
d Peer-reviewed papers using qualitative, quantitative or
mixed methods, and presenting research in English,
Norwegian, Swedish or Danish, were included. There
were no limits regarding date of publication beyond the
coverage of the databases themselves. Reviews and books
were excluded from the review. Life stories are also used as a part of reminiscence
work in which the person’s life reviews, often supported
by photographs, artefacts and music, were actively used
therapeutically [38, 39]. A review of intervention studies
that focused on the use of life stories in the care of per-
sons with dementia, found positive changes in the inte-
gration of self and that the quality of life was enhanced
[38]. Life story works have been highlighted as particu-
larly important in dementia care [40] and are referred to
as seeing the person beyond the dementia [41]. Aim The aim of this study was to explore and describe the
use of life stories and its influence on persons with de-
mentia living in nursing homes, their relatives and staff. Participants and setting Studies comprising the use of life stories for persons with
dementia living in nursing homes were included. Studies
concerning the use of life stories for people living at home
who received home care were excluded. Furthermore,
studies focusing on life stories regarding people with men-
tal health problems were excluded to ensure that the focus
remained on persons with dementia. Methods A systematic mixed studies review with an integrated
design was undertaken to integrate and synthesise results
from quantitative, qualitative and mixed methods studies
[42]. The design was chosen to explore and describe the
use of life stories’ influence on the person with dementia,
the relatives and staff. The research group strived to use the
methodological guidance of the Cochrane Collaboration
[43] in the search and also to structure the review together
with the guidelines from “Preferred Reporting Items for
Systematic Reviews and Meta-Analyses” (PRISMA) [44]. It has been argued that it is the day-to-day decisions
that are really omnipresent for persons with dementia
[19, 20] as the possibility of participating in decisions
concerning their everyday life will most likely impact the
person’s well-being and sense of dignity, integrity, and
personhood [11, 20–22]. However, due to progressive
dementia symptoms such as increased cognitive and
physical impairment, over time it will become more dif-
ficult for persons with dementia to express themselves,
make choices, communicate their wishes and understand
their present circumstances [23, 24]. Background Due to a greater prevalence of older people in society as
a result of demographic changes, the incidence of per-
sons with dementia has increased internationally [1, 2]. It is estimated that there will be 48.1 million persons
with dementia globally by 2020. This is expected to
reach 90.3 million by 2040 [3]. Persons with dementia Dementia is a collective term for several diseases that
permanently and progressively reduce cognitive func-
tions. Alzheimer’s disease is the most common cause of
dementia, followed by vascular dementia, Lewy Body
dementia and frontotemporal dementia [3, 6, 7]. As there
is no medical curative treatment of dementia [2, 7],
specific nursing care that positively affects the quality of
life of the person is of the utmost importance [8, 9]. * Correspondence: vigdis.a.grondahl@hiof.no
1Faculty of Health- and Social Studies, Østfold University College, 1757
Halden, Norway
Full list of author information is available at the end of the article * Correspondence: vigdis.a.grondahl@hiof.no
1Faculty of Health- and Social Studies, Østfold University College, 1757
Halden, Norway
Full list of author information is available at the end of the article Grøndahl et al. BMC Nursing (2017) 16:28 Grøndahl et al. BMC Nursing (2017) 16:28 Page 2 of 11 Grøndahl et al. BMC Nursing (2017) 16:28 Kitwood’s work has been very influential in challenging
the standard biomedical paradigm and offering an alterna-
tive for understanding dementia [8, 10, 11]. His conceptu-
alisation of dementia highlighted the dialectic interplay
between neuropathology and the social-psychological con-
text of the individual, and contributed to the development
of person-centred care within dementia care [11–13]. Since Kitwood’s work, various descriptions of person-
centred care have been developed [14, 15]. Other related
concepts such as relationship-centred care [16], senses
framework [17], and dementia care nursing [18] are also
presented. These descriptions and concepts have much in
common by supporting the person’s rights, values and be-
liefs, and involving the person with dementia in decision
making [8, 11, 14–16, 18]. Since no recent reviews were found that focused on
how the life stories of persons with dementia influence
persons with dementia, their relatives and staff, this
study was carried out. Eligibility criteria Eligibility criteria were based on the aim of the review
and were determined before the literature search started. The aim was explorative and descriptive, and the inclu-
sion criteria reflect this. When this happens, relatives may be entitled, according
to political documents, legislation and nurses’ ethical
codes [25–29], to participate, together with the person
with dementia, in order to take care of the his/her inter-
ests. A recent dissertation [20, 30] has highlighted that rel-
atives could be a link to good dementia care because by
knowing the person’s life story and preferences they could
share important information with nursing home staff. In a
survey, the majority (98.7%) of relatives stated that they
had good knowledge of the person’s habits and prefer-
ences. However, about 30% of relatives had not been asked
to provide written information about their near ones,
which shows that there is room for improvement in this
issue [31]. Life story work that involves recording aspects
of a person’s past and present life, and then using this
information to benefit the person in his/her present situ-
ation [32], has been used in many countries within a range
of health and social care settings [33–37]. Identification of relevant literature
Information sources The literature searches were performed in three elec-
tronic databases: CINAHL via EBSCO, PubMed via Grøndahl et al. BMC Nursing (2017) 16:28 Page 3 of 11 NCBI and PsycINFO via OVID, as well as the Cochrane
Library,
26
January
2015. An
updated
search
was
performed on 1 September 2015. ‘Dementia’ covering
Dementia, Frontotemporal Dementia, Dementia Vascular,
Dementia Multi-Infarct, Levy body Disease, Dementia
Senile, Dementia Presenile, was used as a key search term
in combination with the Boolean operator ‘AND’ with the
search terms ‘biographical approach’, ‘diary’, ‘narratives’,
‘life story’ or ‘life histories’, and used as appropriate for the
database. The full electronic search strategy for Pubmed is
shown to exemplify the search: ((dementia [MeSH Major
Topic] AND biographical approach), (dementia [MeSH
Major Topic] AND diary), (dementia [MeSH Major
Topic] AND narratives), (dementia [MeSH Major Topic]
AND life story), (dementia [MeSH Major Topic] AND life
history)). The references in the selected studies were scru-
tinised for further studies by looking for the key search
phrases in the titles. Results The included studies represent research from 2006 to 2015
with three studies using quantitative design and two stud-
ies (presented in three papers) using qualitative design. Three of the papers are from the United Kingdom, one
from the United States, one from Northern Ireland and
one from Australia. The number of persons with dementia
who participated was 70. In addition, there were 33 rela-
tives and 159 members of staff. Five of the papers specified
the age of the person with dementia, all papers specified
gender, while three papers described the cognitive ability of
the person with dementia. The relatives’ age and gender
were specified in, respectively, one and three out of four
papers, and their relationship to the person with dementia
was described in all four papers. Among the five papers
that included staff, four papers described the staff’s profes-
sions. The demographic characteristics of the participants
included in the studies are shown in Table 1. Enable relatives to see their near one as a whole person
The results showed that two of the papers described
how the use of life stories might influence relatives. Family members appreciated that life story work made
their near ones more visible, present and heard [48]. They could now focus on their near ones as persons
who had lived a meaningful life and enjoyed accom-
plishments throughout their lifetime [52]. Reviewing
memories
released
relatives
from
the
immediate
dementia-related care in their everyday experience, thus
enabling them to see their near ones as a whole person
in new and different ways – even in ways not previously
appreciated [52]. The relatives enjoyed participating in the process of
implementing life stories [48] and they experienced great
comfort and confidence in observing the ability of the
nursing staff to recognise, value and incorporate life
stories in everyday care [52]. The relatives also gained
insight into their own grieving with regard to the
process of their near ones’ dementia illness, something
that helped them to cope with it more positively [52]. Appraisal and data extraction The quality of each paper included in the review was
assessed by two authors independently, using the Critical
Appraisal Skills Programme Tools (CASP) for qualita-
tive, quantitative and RCT studies [45], modified by
Nordström and Wilde-Larsson [46, 47]. A scoring sys-
tem was used to rate the studies as low, medium or high
quality. Papers with low quality scores were then reas-
sessed by the two other authors. Any differences on
quality ratings were discussed in the research group until
agreement was reached. One study was excluded based
on low quality. In total six papers were included in the
synthesis. Information
regarding
aim,
study
design,
research type, sample, intervention, outcomes and key
results were extracted from the studies. See Table 1 for
characteristics of included studies and quality assessment. After a life storybook process, persons with mild to
moderate dementia scored significantly more positively
on the outcome measures of cognition, depression,
positive mood and communication than the control
group [50]. Regarding quality of life as measured on the
Quality of life-Alzheimer’s disease scale, to take part in
the creation of their own life story book had significantly
positive benefits for persons with dementia immediately
after the life review session had been completed [51]. Their autobiographical memory also significantly im-
proved. However, no difference was observed between
the control and experimental group six weeks after
having received the life storybook [51]. Methods of synthesis An integrative analysis inspired by Sandelowski et al. [42] was conducted. The aim provided direction for the
analyses of the results from the included papers. Kellett et al. [52] found that persons with dementia
benefited when life stories were used, as both staff and
relatives were more capable of stimulating and provok-
ing memories, as well as knowing how to calm them
when necessary. Study selection A modified flow diagram (Fig. 1) shows the procedure
for the identification and selection process. The elec-
tronic database searches revealed 798 papers, with a fur-
ther six papers identified through the reference lists. Duplicates were removed which resulted in 749 papers. All four authors independently read the titles. All titles
were assessed according to their relevance to ensure that
the eligibility criteria and the aim of the study were met
and screened on a scale from 1 (relevant), 2 (maybe rele-
vant) to 3 (not relevant). There were 706 papers with a
score of 3 which were excluded. The papers with scores
1 and 2 on the title (49 papers) were divided into two
equal parts and two authors read one half of the ab-
stracts, the other two authors read the other half and
gave each abstract a score from 1 to 3. Abstracts with
score 1 or 2 were then read by all four authors, and the
scores were subsequently discussed until consensus was Fig. 1 Flow diagram of the selection process. Source: modified version of flow diagram as reported by Moher et al. [44] Fig. 1 Flow diagram of the selection process. Source: modified version of flow diagram as reported by Moher et al. [44] Grøndahl et al. BMC Nursing (2017) 16:28 Page 4 of 11 and using life stories in care were also revealed, as
described later. reached. As a result, 38 papers were excluded, leaving 11
papers. The 11 papers were assessed in full text by all
four authors independently to ensure that the inclusion
criteria were met. Four papers were excluded, leaving
seven papers to be assessed for quality. Enable the voice of the person with dementia to be heard
The results showed that five of the papers concerned
how the use of life stories might influence the person
with dementia. The life story enabled the voice of per-
sons with dementia to be heard and to feel proud about
themselves and their lives [48]. However, enabling per-
sons with dementia to tell their own life story could be a
challenge due to memory loss. Joint authorship is re-
ferred to as a way of supporting the ability of persons
with dementia to contribute to their own story [49]. Results Results from the integrative analyses of the six papers
show that the use of life stories might contribute to
‘Maintenance of the person with dementia as a whole
person rather than a demented patient’ as it enabled the
voice of the person with dementia to be heard, enabled
relatives to see their near one as a whole person and en-
abled staff to understand persons with dementia and
their relatives. However, several challenges in creating Page 5 of 11 Grøndahl et al. BMC Nursing (2017) 16:28 Table 1 Characteristics of included studies and quality assessment
Authors/Country
Title
Aim
Design
Research
type
Sample, including
participants’
characteristics
Intervention
Outcome
Summary of relevant
findings
Quality
assessment
Buron 2010
[53] USA
Life history
collages. Effects on
nursing
home staff
caring for
residents with
dementia. To compare changes in
nursing staff knowledge
of individual residents
and their perceptions of
knowing the person,
staff- to- resident,
communication,
and staff –to-staff
communication before
and after exposure to
life history collages. A pilot study. A pretest-
posttest, quasi-
experimental
design. Quantitative
A convenience
sample of five
residents with
dementia
(3 intervention,
2 control) and
36 nursing staff
members (18
intervention,
18 control), resident
in two nursing
homes. Person with dementia:
Age: 63–95 years
Gender: 1 woman
and 4 men Length
of stay: 10–
11 months MMSE
score: 1–11
Staff:
Age: 19–62 years
Gender: 30 women
and 6 men
Profession: 1 RN
and 35 other
Length of
employment:
0- ≥10 years
Interviews with
each resident’s
surrogate were
conducted and
tangible (e.g.,
photos) and
intangible (e.g.,
verbal description)
information about
each resident in
three areas were
collected: family,
job/careers and
likes/dislikes/
interests. A graphic
design artist used
the information to
create the essence
of each resident’s
participant’s life in
the form of a life
history collage that
were placed on the
residents’ room
walls for a period of
4 weeks. Nursing staff
knowledge -
author developed
questionnaire
Nursing staff
perceptions of
individualized care
- IC-KNOW
- IC-COMMUNICATION-SR
- IC-COMMUNICATION-SS
The intervention
group members’
knowledge of
residents’ family, job/
careers, and likes/
dislikes/interests
improved significantly
at posttest and at
3 weeks post
intervention. The
perceptions of
individualized care/
person centered care
practices did not
improve significantly. Medium
Haight, Gibson,
Michel 2006 [50]
Northern Ireland
The Northern
Ireland life
review/life
storybook
project for
people with
dementia. To test the
effectiveness of a
structured life review/
life storybook process. A controlled
pilot study. Results For staff “opening
possibilities” four
characteristics: having
a point of reference to
communicate with
resident and family,
appreciating
the resident and
family member as
people bound
by a family history,
developing insight
and understanding
into behavior and
developing
confidence to relate as
a person, were found. For person with
dementia “knowing
how” two
characteristics shared
by staff and family:
knowing
how to stimulate and
provoke memories
and
knowing how to calm
the person with
dementia using
biography, were
found. “Complementing the
organization”
concerning
organization issues,
three characteristics:
promoting
community, the
challenges of
integrating FBW in
practice and the
complexities of
division of labour and
Medium Table 1 Characteristics of included studies and quality assessment (Continued)
Kellett, Moyle,
McAllister, King,
Gallagher 2010
[52]Australia
Life stories and
biography: a
means of
connecting family
and staff to people
with dementia. To assess the Family
Biography Workshop
(FBW) designed to
support family and staff
to co- construct the
history of the person
with dementia in
residential care. A pilot study. Focus
group interviews. Qualitative
A purposeful sample of
seven family careers and
their relatives in care, seven
care staff and one researcher
in long term dementia care. Person with dementia:
Gender: 1 woman
and 6 men
Relatives:
Relationship to the
person with
dementia: 5 spouses
and 2 children
Staff:
Profession: 8 other
The FBW process
consisting of a series
of six weekly two-hour
sessions, involved families
and staff completing a set
of exercises designed to
help them build a
biography of the life
of the person with
dementia. Between
the sessions, incrementally,
both family members and
staff shared biographical
materials with the residents,
and thus, involving the
person with dementia. The FBW was used to
provide a structured
process and a defined
role for family caregivers
to assist staff in
personalizing
nursing care. Family-staff
caregiver
- attitudes
- perceptions of roles
- conflict
- subsequent
management of
stress
For family caregivers
“standing outside”
four characteristics:
freeing the family
from the present,
breaking free of the
disease-saturated
narrative, gaining
insight into grieving
and healing and
learning something
about my relative not
previously appreciated,
were found. For staff “opening
possibilities” four
characteristics: having
a point of reference to
communicate with
resident and family,
appreciating
the resident and
family member as
people bound
by a family history,
developing insight
and understanding
into behavior and
developing
confidence to relate as
a person, were found. Results For person with
dementia “knowing
how” two
characteristics shared
by staff and family:
knowing
how to stimulate and
provoke memories
and
Medium aracteristics of included studies and quality assessment (Continued)
Life stories and
biography: a
means of
connecting family
and staff to people
with dementia. To assess the Family
Biography Workshop
(FBW) designed to
support family and staff
to co- construct the
history of the person
with dementia in
residential care. A pilot study. Focus
group interviews. Qualitative
A purposeful sample of
seven family careers and
their relatives in care, seven
care staff and one researcher
in long term dementia care. Person with dementia:
Gender: 1 woman
and 6 men
Relatives:
Relationship to the
person with
dementia: 5 spouses
and 2 children
Staff:
Profession: 8 other
The FBW process
consisting of a series
of six weekly two-hour
sessions, involved families
and staff completing a set
of exercises designed to
help them build a
biography of the life
of the person with
dementia. Between
the sessions, incrementally,
both family members and
staff shared biographical
materials with the residents,
and thus, involving the
person with dementia. The FBW was used to
provide a structured
process and a defined
role for family caregivers
to assist staff in
personalizing
nursing care. Family-staff
caregiver
- attitudes
- perceptions of roles
- conflict
- subsequent
management of
stress
For family caregivers
“standing outside”
four characteristics:
freeing the family
from the present,
breaking free of the
disease-saturated
narrative, gaining
insight into grieving
and healing and
learning something
about my relative not
previously appreciated,
were found. For staff “opening
possibilities” four
characteristics: having
a point of reference to
communicate with
resident and family,
appreciating
the resident and
family member as
people bound
by a family history,
developing insight
and understanding
into behavior and
developing
confidence to relate as
a person, were found. For person with
dementia “knowing
how” two
characteristics shared
by staff and family:
knowing
how to stimulate and
provoke memories
and
knowing how to calm
the person with
dementia using
biography, were
found. “Complementing the
organization”
concerning
organization issues,
three characteristics:
promoting
community, the
challenges of
integrating FBW in
practice and the
complexities of
division of labour and
responsibility, were
found. Medium Table 1 Characteristics of included studies and quality assessment (Continued)
Kellett, Moyle,
McAllister, King,
Gallagher 2010
[52]Australia
Life stories and
biography: a
means of
connecting family
and staff to people
with dementia. Results Pre- and
posttest. Quantitative
A convenience sample
of 30 older people
(15 intervention,
15 control) who had
mild to moderate
dementia, resident in six
assisted-living facilities. Person with dementia:
Age: 60–99 years
Gender: 25 women
and 6 men
MMSE score: mean
17.84 at pretest
A series of
semistructured
interviews guided
by the tool The Life
Review and
Experiencing Form
(LREF) was
conducted during
8 weeks. A life
storybook was
constructed by care
staff and the
participants in
dyads. The life
storybook was an
illustrated loose-leaf
binder with
photographs and
explanatory
captions by using
the elderly person’s
own words. The participants
- cognition (MMSE)
- depression (CSDD)
- mood (AMS)
- function (FIM)
- communication (CS)
- behaviors (MBS)
Significant differences
between experimental
and control groups
were found in 4 out
of 6 measures:
cognition, depression,
positive mood and
communication. Medium Page 6 of 11 Grøndahl et al. BMC Nursing (2017) 16:28 Table 1 Characteristics of included studies and quality assessment (Continued)
Kellett, Moyle,
McAllister, King,
Gallagher 2010
[52]Australia
Life stories and
biography: a
means of
connecting family
and staff to people
with dementia. To assess the Family
Biography Workshop
(FBW) designed to
support family and staff
to co- construct the
history of the person
with dementia in
residential care. A pilot study. Focus
group interviews. Qualitative
A purposeful sample of
seven family careers and
their relatives in care, seven
care staff and one researcher
in long term dementia care. Person with dementia:
Gender: 1 woman
and 6 men
Relatives:
Relationship to the
person with
dementia: 5 spouses
and 2 children
Staff:
Profession: 8 other
The FBW process
consisting of a series
of six weekly two-hour
sessions, involved families
and staff completing a set
of exercises designed to
help them build a
biography of the life
of the person with
dementia. Between
the sessions, incrementally,
both family members and
staff shared biographical
materials with the residents,
and thus, involving the
person with dementia. The FBW was used to
provide a structured
process and a defined
role for family caregivers
to assist staff in
personalizing
nursing care. Family-staff
caregiver
- attitudes
- perceptions of roles
- conflict
- subsequent
management of
stress
For family caregivers
“standing outside”
four characteristics:
freeing the family
from the present,
breaking free of the
disease-saturated
narrative, gaining
insight into grieving
and healing and
learning something
about my relative not
previously appreciated,
were found. Results Person with dementia:
Age: 80–88 years
Gender: 2 women and
2 men
Relatives:
Gender: 3 women
Relationship to person with
dementia: 1 spouse and
2 children
Staff:
Profession: 1 RN and 11 other
A practice development
approach with six key
themes was applied to
the LSW intervention. Participant were given
the opportunity to
develop the use of
LSW in whichever
way they choose;
encouraging
the use of creativity in
practice. Three cases developed
a life story book and
one a
pen picture. Person-centered
outcomes
Using LSW can
enhance
person-centred care. Three main themes:
“from patient
to person”, “can you
hear me?” and “pride
and enjoyment”, were
found. For family careers:
allowed
them to uphold their
relative’s personhood. For care staff: enabled
them to see the
person behind the
patient. For the person with
dementia:
enabled their voice to
be heard and enabled
them to feel proud
about themselves
and their lives. Medium
McKeown, Ryan,
Ingleton, Clarke
2015 [49]
United Kingdom
‘You have to be mindful
of whose story it is’: the
challenges of undertaking
life story work with people
with dementia and their
family carers. To critically appraise some
of the challenges that may
emerge through the
process of undertaking
Life story work (LSW). Recommend how such
challenged may be
overcome or minimized. Contribute to what is
currently a gap in the
LSW literature. A multiple case study. Conversations,
observations,
interviews, and
documentary analysis. Qualitative
A sample of four people
with dementia across
four care settings for
people with
dementia, 12 multi-
professional staff and
three relatives. Person with dementia:
Age: 80–88 years
Gender: 2 women and
2 men
Relatives:
Gender: 3 women
Relationship to person with
dementia: 1 spouse and
A practice development
approach with eight principles
was applied to the life story
work intervention. Three cases
developed a life story book
and one a pen picture. Experiences of people
with dementia, family
careers and care staff in
using life story work. Several challenges may
occur during the
process of undertaking
LSW. Four main themes
“personal disclosures”,
“whose story is it?”,
“quality of life story
books”, and “under and
overuse of life story
books”, were found. Medium Table 1 Characteristics of included studies and quality assessment (Continued)
McKeown, Clarke,
Ingleton, Ryan,
Repper 2010 [48]
United Kingdom
The use of life story
work with people
with dementia to
enhance person-
centred care. Results To explore the use
of taking a Life Story
Work (LSW) approach
with people with
dementia. To
investigate the
ways in which LSW:
- is understood and
developed
in practice
- is experienced by all
participants
- affects the delivery of care
- affects outcomes of care
A multiple case study. Conversations,
observations,
interviews, and
documentary analysis. Qualitative
A purposeful sample of
four people with
dementia across four
care settings for
people with dementia,
12 multi-professional staff
and three relatives. Person with dementia:
Age: 80–88 years
Gender: 2 women and
2 men
Relatives:
Gender: 3 women
Relationship to person with
dementia: 1 spouse and
2 children
Staff:
Profession: 1 RN and 11 other
A practice development
approach with six key
themes was applied to
the LSW intervention. Participant were given
the opportunity to
develop the use of
LSW in whichever
way they choose;
encouraging
the use of creativity in
practice. Three cases developed
a life story book and
one a
pen picture. Person-centered
outcomes
Using LSW can
enhance
person-centred care. Three main themes:
“from patient
to person”, “can you
hear me?” and “pride
and enjoyment”, were
found. For family careers:
allowed
them to uphold their
relative’s personhood. For care staff: enabled
them to see the
person behind the
patient. For the person with
dementia:
enabled their voice to
be heard and enabled
them to feel proud
about themselves
and their lives. Medium
McKeown, Ryan,
Ingleton, Clarke
2015 [49]
United Kingdom
‘You have to be mindful
of whose story it is’: the
challenges of undertaking
life story work with people
with dementia and their
family carers. To critically appraise some
of the challenges that may
emerge through the
process of undertaking
Life story work (LSW). Recommend how such
challenged may be
overcome or minimized. Contribute to what is
currently a gap in the
LSW literature. A multiple case study. Conversations,
observations,
interviews, and
documentary analysis. Qualitative
A sample of four people
with dementia across
four care settings for
people with
dementia, 12 multi-
professional staff and
three relatives. Person with dementia:
Age: 80–88 years
Gender: 2 women and
2 men
Relatives:
Gender: 3 women
Relationship to person with
dementia: 1 spouse and
2 children
Staff:
Profession: 1 RN and
11 other
A practice development
approach with eight principles
was applied to the life story
work intervention. Three cases
developed a life story book
and one a pen picture. Results Person with dementia:
Age: 80–88 years
Gender: 2 women and
2 men
Relatives:
Gender: 3 women
Relationship to person with
dementia: 1 spouse and
2 children
Staff:
Profession: 1 RN and
11 other
A practice development
approach with eight principles
was applied to the life story
work intervention. Three cases
developed a life story book
and one a pen picture. Experiences of people
with dementia, family
careers and care staff in
using life story work. Several challenges may
occur during the
process of undertaking
LSW. Four main themes
“personal disclosures”,
“whose story is it?”,
“quality of life story
books”, and “under and
overuse of life story
books”, were found. Medium
Subramaniam,Woods,
Whitaker 2014 [51]
United Kingdom
Life review and life story
books for people with
mild to moderate
dementia: a randomised
controlled trial. To evaluate the effect of
different pathways for
developing a life story
book (LSB) for people
with dementia. A preliminary,
randomized single
blind controlled trial,
with two parallel arms
Quantitative
A sequential individual-
based randomization
sample of 23 people
with dementia
(11 intervention,
12 control) living in
11 care homes
participated, 23 relatives
and 68 care staff. Person with dementia:
Age: 73–99 years
Life review /life
story book
intervention. Persons with
dementia received
12 individual
sessions
undertaking the life
review process
leading to their
own life storybook
The persons with
dementia: Primary
outcome:
- quality of life
(QOL-AD)
Secondary outcome:
- depression (GDS-12R)
- autographical
memory (AMIE)
- relationship with
their relatives
For persons with
dementia: A
significant between-
group difference was
found immediately
after the life review
session had been
completed in favor of
LSB group. No
differences in quality
of life between the
High Table 1 Characteristics of included studies and quality assessment (Continued)
McKeown, Clarke,
Ingleton, Ryan,
Repper 2010 [48]
United Kingdom
The use of life story
work with people
with dementia to
enhance person-
centred care. To explore the use
of taking a Life Story
Work (LSW) approach
with people with
dementia. To
investigate the
ways in which LSW:
- is understood and
developed
in practice
- is experienced by all
participants
- affects the delivery of care
- affects outcomes of care
A multiple case study. Conversations,
observations,
interviews, and
documentary analysis. Qualitative
A purposeful sample of
four people with
dementia across four
care settings for
people with dementia,
12 multi-professional staff
and three relatives. Results To assess the Family
Biography Workshop
(FBW) designed to
support family and staff
to co- construct the
history of the person
with dementia in
residential care. A pilot study. Focus
group interviews. Qualitative
A purposeful sample of
seven family careers and
their relatives in care, seven
care staff and one researcher
in long term dementia care. Person with dementia:
Gender: 1 woman
and 6 men
Relatives:
Relationship to the
person with
dementia: 5 spouses
and 2 children
Staff:
Profession: 8 other
The FBW process
consisting of a series
of six weekly two-hour
sessions, involved families
and staff completing a set
of exercises designed to
help them build a
biography of the life
of the person with
dementia. Between
the sessions, incrementally,
both family members and
staff shared biographical
materials with the residents,
and thus, involving the
person with dementia. The FBW was used to
provide a structured
process and a defined
role for family caregivers
to assist staff in
personalizing
nursing care. Family-staff
caregiver
- attitudes
- perceptions of roles
- conflict
- subsequent
management of
stress
For family caregivers
“standing outside”
four characteristics:
freeing the family
from the present,
breaking free of the
disease-saturated
narrative, gaining
insight into grieving
and healing and
learning something
about my relative not
previously appreciated,
were found. For staff “opening
possibilities” four
characteristics: having
a point of reference to
communicate with
resident and family,
appreciating
the resident and
family member as
people bound
by a family history,
developing insight
Medium Page 7 of 11 Grøndahl et al. BMC Nursing (2017) 16:28 and their lives. McKeown, Ryan,
Ingleton, Clarke
2015 [49]
United Kingdom
‘You have to be mindful
of whose story it is’: the
challenges of undertaking
life story work with people
with dementia and their
family carers. To critically appraise some
of the challenges that may
emerge through the
process of undertaking
Life story work (LSW). Recommend how such
challenged may be
overcome or minimized. Contribute to what is
currently a gap in the
LSW literature. A multiple case study. Conversations,
observations,
interviews, and
documentary analysis. Qualitative
A sample of four people
with dementia across
four care settings for
people with
dementia, 12 multi-
professional staff and
three relatives. Results (QCPR)
Staff:
- approaches to
dementia (ADQ) -
knowledge about
residents
(author developed
questionnaire)
Relatives:
- relationship with
the person with
dementia (QCPR)
LSB intervention and
the LSB as gift
intervention groups
were found six weeks
after receiving the
LSB. For both groups
QOL-AD had
improved. At 12-week
assessment, there was
a significant
improvement in scores
for the LSB
group compared with
the LSB as a gift group. There was no
significant differences
in between the
groups on depression. After twelve weeks
relationship warmths,
rated by the person
with dementia, had
improved in the LSB
group. For staff: Six weeks
after the LSB had
been available, staff
attitude had
improved significantly. Staff knowledge
regarding the
residents improved
significantly at
twelve-week follow-
up assessment. For relatives: Quality
of relationship
improved significantly
after the LSBs were
produced by either
pathways. le 1 Characteristics of included studies and quality assessment (Continued)
Gender: 16 women
and 7 men
Length of stay:
25–51 months
CDR: Mild to moderate
dementia
Relatives:
Age: 44–83 years
Gender: 15 women and
8 men
Relationship to person
with dementia: 13 children
and 10 other
Staff:
Age: 20–64 years
Gender: 62 women and
6 men
Profession: 3 RNs and
68 other
Length of employment:
1–40 years
(LSB). Initially the
focus is on
childhood and
adulthood, then
family, home and
adulthood. Finally
there is a summary. Life story book as gift i
ntervention. The researcher worked
closely with the participant’s
relative, meeting them
5–6 times over 12 weeks. Together they developed a
life storybook illustrated with
photos and pictures to be
given as a gift for their
relative who was not
involved in the process. (QCPR)
Staff:
- approaches to
dementia (ADQ) -
knowledge about
residents
(author developed
questionnaire)
Relatives:
- relationship with
the person with
dementia (QCPR)
LSB intervention and
the LSB as gift
intervention groups
were found six weeks
after receiving the
LSB. For both groups
QOL-AD had
improved. At 12-week
assessment, there was
a significant
improvement in scores
for the LSB
group compared with
the LSB as a gift group. There was no
significant differences
in between the
groups on depression. After twelve weeks
relationship warmths,
rated by the person
with dementia, had
improved in the LSB
group. For staff: Six weeks
after the LSB had
been available, staff
attitude had
improved significantly. Staff knowledge
regarding the
residents improved
significantly at
twelve-week follow-
up assessment. Results Experiences of people
with dementia, family
careers and care staff in
using life story work. Several challenges may
occur during the
process of undertaking
LSW. Four main themes
“personal disclosures”,
“whose story is it?”,
“quality of life story
books”, and “under and
overuse of life story
books”, were found. Medium
Subramaniam,Woods,
Whitaker 2014 [51]
United Kingdom
Life review and life story
books for people with
mild to moderate
dementia: a randomised
controlled trial. To evaluate the effect of
different pathways for
developing a life story
book (LSB) for people
with dementia. A preliminary,
randomized single
blind controlled trial,
with two parallel arms
Quantitative
A sequential individual-
based randomization
sample of 23 people
with dementia
(11 intervention,
12 control) living in
11 care homes
participated, 23 relatives
and 68 care staff. Person with dementia:
Age: 73–99 years
Life review /life
story book
intervention. Persons with
dementia received
12 individual
sessions
undertaking the life
review process
leading to their
own life storybook
The persons with
dementia: Primary
outcome:
- quality of life
(QOL-AD)
Secondary outcome:
- depression (GDS-12R)
- autographical
memory (AMIE)
- relationship with
their relatives
For persons with
dementia: A
significant between-
group difference was
found immediately
after the life review
session had been
completed in favor of
LSB group. No
differences in quality
of life between the
High High Page 8 of 11 Grøndahl et al. BMC Nursing (2017) 16:28 Table 1 Characteristics of included studies and quality assessment (Continued)
Gender: 16 women
and 7 men
Length of stay:
25–51 months
CDR: Mild to moderate
dementia
Relatives:
Age: 44–83 years
Gender: 15 women and
8 men
Relationship to person
with dementia: 13 children
and 10 other
Staff:
Age: 20–64 years
Gender: 62 women and
6 men
Profession: 3 RNs and
68 other
Length of employment:
1–40 years
(LSB). Initially the
focus is on
childhood and
adulthood, then
family, home and
adulthood. Finally
there is a summary. Life story book as gift i
ntervention. The researcher worked
closely with the participant’s
relative, meeting them
5–6 times over 12 weeks. Together they developed a
life storybook illustrated with
photos and pictures to be
given as a gift for their
relative who was not
involved in the process. Enable staff to understand persons with dementia and
their relatives persons with dementia, their relatives and staff. Further-
more, among the included studies, the quality of four of
the studies was rated as medium quality and only one
was rated as high quality. The results showed that five of the papers were about how
the use of life stories might influence staff. Introducing a
life story collage increased the staffs’ knowledge of the
persons with dementia regarding family, jobs/careers,
likes, dislikes and interests. It improved the relationship
between staff and the persons with dementia, and the
staffs’ involvement [53]. Life story work helped the staff to
see the person with dementia as more than a patient and
it enhanced their understanding of the person for whom
they were caring [48]. The use of the family biography
workshop, which is a structured process to facilitate the
involvement of staff, family members and friends of the
person with dementia in co-constructing biographies of
their lives, gave the staff better knowledge of how to
stimulate and provoke memories, and how to calm the
person by using his/her biography. The staff discovered
points of reference to communicate with the person with
dementia and family and view them as part of a family
history. The
staffs’
understanding
and
insight
into
behaviour increased and they felt empowered to provide
relationship-centred care rather than task-oriented care
[52]. Further, staff attitudes to persons with dementia mea-
sured as hopefulness and person-centeredness, improved
when a life story book was developed [51]. However, an-
other study found that staff perceptions of individualised
care or person-centred care practices did not improve sig-
nificantly after introducing a life story collage [53]. The total sample covered in this review is small and
the included studies provide little information about per-
sons with dementia, their relatives and staff, as well as
the overall context. No specific diagnoses of the persons
with dementia were mentioned and only two of the
studies provided information about the person’s MMSE
score. Consequently, as little or nothing about the
diagnoses and the extent of the person’s cognitive
impairment are known, it is not possible to explore pos-
sible relationships between diagnoses, degree of cognitive
impairment, the use of life story and its influence on the
persons with dementia, their relatives and staff. Enable staff to understand persons with dementia and
their relatives This infor-
mation could be of interest as previous research shows
that the more severe the dementia symptoms, the less the
care is individualised and the less the relatives are involved
in the care [20]. The integrated and synthesised results from the quanti-
tative and qualitative studies show that use of life stories
might contribute to ‘Maintenance of the person with de-
mentia as a whole person rather than a demented patient’. This result is in line with what is referred to as ‘seeing the
person beyond the dementia’, which is one of the goals of
dementia care [11, 20, 41]. As this group of persons are at
risk of becoming objectified and seen as non-persons,
especially as the disease progresses [11, 20], the use of life
stories should be considered an important element of the
care in order to preserve and enhance the dignity and
well-being of the person with dementia. The latter has
been highlighted as particularly important with regard to
dementia care in several studies [20, 54, 55]. As no
medical curative treatment of dementia exists [2, 7],
individually tailored care is crucial in order to offer the in-
creasing number of persons with dementia and their rela-
tives [1] high-quality professional care in the future. McKeown et al. [49] found that life story work may be
overused and underused, and that finding a balance is
important. From the staff point of view it was sometimes
a challenge when sensitive information and personal dis-
closures emerged uninvited. The results also showed
that involving relatives could be a challenge as to whose
story is uncovered. Questions were raised about the
quality of the life story work when it had been created
by relatives [49]. Developing a life story book either with
the participation of the person with dementia or via
relatives without involving the person with dementia
improved the staff’s knowledge of the person with
dementia regarding details such as hobbies, favourite
food and school [51]. The process of creating life story
work was perceived by staff as being enjoyable [48]. As the results revealed several challenges both in cre-
ating and using the life stories in care, life story work
has to be taken into consideration with a high level of
sensitivity by the staff. It is therefore both worrying and
striking that among the staff, there were only a few RNs. Results For relatives: Quality
of relationship
improved significantly
after the LSBs were
produced by either
pathways. Page 9 of 11 Grøndahl et al. BMC Nursing (2017) 16:28 Page 9 of 11 Discussions The results of this review show that research into the
use of life stories’ and its influence on persons with
dementia, their relatives and staff is still scarce. Even
though the literature search resulted in 749 papers once
the duplicates had been removed, it was found that the
majority of studies focused on the importance of the
phenomenon of life story work and, to a much lesser
extent, on how to actually use it and its influence on Enable staff to understand persons with dementia and
their relatives This might be a coincidence, but most likely is not. Ac-
cording to previous research, nursing homes are facing
major challenges regarding a serious lack of personnel
with formal health education [56] and the utmost need
for a high degree of expertise in order to provide high-
quality care is emphasised [30]. Methodological considerations Using an integrated review method provides an oppor-
tunity to present a comprehensive understanding of a
phenomenon of relevance to health care [57]. Even Grøndahl et al. BMC Nursing (2017) 16:28 Page 10 of 11 though only three quantitative and two qualitative
studies were included in this review, presenting the existing
knowledge is valuable, in order to start creating a know-
ledge base for using the persons’ life stories in dementia
care, and also to uncover areas for further research. Competing interests
The authors declare that they have no competing interest. Competing interests Consent for publication
Not applicable. Ethics approval and consent to participate
Not applicable. The four researchers worked systematically in pairs to
minimize subjectivity. The quality of the papers was
assessed using a reliable quality assessment tool [45]. Any uncertainties were discussed in the research team
until consensus was reached. This increased the validity
and reliability of the selection and quality assessment
process [43, 57]. References
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1 1Faculty of Health- and Social Studies, Østfold University College, 1757
Halden, Norway. 2Faculty of Health, Science, and Technology, Department of
Health Sciences, Karlstad University, Karlstad, Sweden. Different concepts have been used for describing the use
of life stories, which made the search process challenging. To strengthen the validity, we elected to use five concepts
based on our own knowledge of the field. These concepts
were life histories, life story, narratives, diary and bio-
graphical approach. No further concepts were identified
during the search process. To strengthen the reliability, a
search update was performed in September 2015. No fur-
ther studies were found. References in the chosen papers
were scrutinised, but searches for ‘grey literature’ were not
conducted. Received: 5 July 2016 Accepted: 24 May 2017 Received: 5 July 2016 Accepted: 24 May 2017 Funding 16. Nolan M, Davies S, Brown J, Keady J, Nolan J. Beyond ‘person-centred’ care:
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Effects of sample age on data quality from targeted sequencing of museum specimens: what are we capturing in time?
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© The Author(s). 2020 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://creativecommons.org/publicdomain/zero/1.0/) applies to the
data made available in this article, unless otherwise stated in a credit line to the data. McGaughran BMC Genomics (2020) 21:188
https://doi.org/10.1186/s12864-020-6594-0 McGaughran BMC Genomics (2020) 21:188
https://doi.org/10.1186/s12864-020-6594-0 Open Access Abstract Background: Next generation sequencing (NGS) can recover DNA data from valuable extant and extinct museum
specimens. However, archived or preserved DNA is difficult to sequence because of its fragmented, damaged
nature, such that the most successful NGS methods for preserved specimens remain sub-optimal. Improving wet-
lab protocols and comprehensively determining the effects of sample age on NGS library quality are therefore of
vital importance. Here, I examine the relationship between sample age and several indicators of library quality
following targeted NGS sequencing of ~ 1300 loci using 271 samples of pinned moth specimens (Helicoverpa
armigera) ranging in age from 5 to 117 years. Results: I find that older samples have lower DNA concentrations following extraction and thus require a higher
number of indexing PCR cycles during library preparation. When sequenced reads are aligned to a reference
genome or to only the targeted region, older samples have a lower number of sequenced and mapped reads,
lower mean coverage, and lower estimated library sizes, while the percentage of adapters in sequenced reads
increases significantly as samples become older. Older samples also show the poorest capture success, with lower
enrichment and a higher improved coverage anticipated from further sequencing. Conclusions: Sample age has significant, measurable impacts on the quality of NGS data following targeted
enrichment. However, incorporating a uracil-removing enzyme into the blunt end-repair step during library
preparation could help to repair DNA damage, and using a method that prevents adapter-dimer formation may
result in improved data yields. Keywords: Historical DNA, Library quality, Museum genomics, NGS, Targeted capture Effects of sample age on data quality from
targeted sequencing of museum
specimens: what are we capturing in time? Angela McGaughran1,2 Background species, but also from historical samples and even ex-
tinct species. Collectively, this has shed light on human
adaptation [4], relationships among humans and other
hominids [5–7], and the place of extinct species, such as
moa and mammoth, in evolutionary history [8, 9]. The technological innovations underlying next gener-
ation sequencing (NGS) have resulted in an unprece-
dented ability to obtain DNA sequence data from
specimens encompassing the vast diversity of biological
life [1–3]. In recent times, NGS has opened up possibil-
ities not just for recovering DNA data from extant However, ancient DNA (aDNA; > 500 years old) has
proven difficult to work with because of its fragmented
nature – after the death of an organism, DNA is de-
graded by endogenous nucleases, as well as damaged by
chemical and physical events [10]. In addition to short
fragment length, aDNA is commonly characterised by
an increased occurrence of purine residues before strand Correspondence: ang.mcgaughran@gmail.com
1Australian National University, Research School of Biology, Division of
Ecology and Evolution, Acton, Canberra, ACT 2600, Australia
2CSIRO Land and Water, Integrated Omics Team, Black Mountain
Laboratories, Canberra, ACT 2600, Australia Correspondence: ang.mcgaughran@gmail.com
1Australian National University, Research School of Biology, Division of
Ecology and Evolution, Acton, Canberra, ACT 2600, Australia
2CSIRO Land and Water, Integrated Omics Team, Black Mountain
Laboratories, Canberra, ACT 2600, Australia Relationship between sample age and NGS quality
metrics I first checked to see whether older samples had lower
starting material concentrations (i.e., lower concentra-
tions after adapter fill-in), and therefore required a
higher number of indexing PCR cycles during the library
preparation procedures. Both effects were seen in the
data
(T269 = 3.83;
P <
0.01;
R = 0.23(0.11:0.34)
and
T269 = -5.56; P < 0.01; R = -0.32(−0.42:-0.21), for starting
concentration, and number of PCR cycles, respectively)
and can be visualised in Fig. 2. Next, I examined the impact of sample age on several
aspects of library quality, with respect to the alignment
of reads to the full genome. Sample age was positively
correlated with the total number of sequenced reads, the
mean genome coverage, and the estimated library size
(Fig. 3, Table 1). Meanwhile, as samples got older, the
percentage of adapters increased significantly but, inter-
estingly, the total percentage of duplication decreased
slightly. The percentage of unmapped reads was not re-
lated to sample age (Fig. 3, Table 1). The first attempt at using temporal samples in a
population-scale context was made nearly 30 years ago
[32], and was followed by a suite of such studies harnes-
sing the power of museum samples (reviewed in [33]). In
more recent times, new genomic methods that can bet-
ter cope with low concentrations of starting material
have been developed. In particular, targeted enrichment
has
proven
useful
for
working
with
degradation-
vulnerable specimens because the bait sequences are
short and the method involves an amplification step fol-
lowing hybridisation. As a result, users can obtain sub-
stantial amounts of sequence data despite working with
low molarity, fragmented DNA [34–36]. Thus, since its
first applications to museum samples in the early 2010s
[2, 37–41], a January 2020 search on GoogleScholar in-
dicates its now widespread use (search term ‘targeted en-
richment museum’ brings up > 27,000 results, > 2200 of
these are for 2019 only; https://scholar.google.com.au/
scholar; accessed 17/01/2020). To examine the effect of sample age on the success of
the targeted capture, I next evaluated several metrics
with respect to the mapping of reads against the targeted
regions. Sample age was positively correlated with the
percentage of reads that mapped to baits and the mean
bait coverage, as well as the percentage of reads on tar-
get, and was highly correlated (R > 0.33; P < 0.01) with
the percentage of baits covered from 1x to 30x (Fig. DNA damage analysis The program, mapdamage [42], was used to assess and
quantify the damage patterns associated with NGS of
historical specimens. In particular, the frequency of cyto-
sine to thymine (C →T) mutations from the 5′-ends,
and guanine to adenine (G →A) mutations from the 3′-
ends was examined, as these follow cytosine deamin-
ation; a common artefact in preserved DNA [2, 14, 43,
44]. I found no signal of C to T substitutions and G to A
substitutions at high frequency at the 5′- and 3′-ends of
mapped reads, respectively (Fig. 1). NGS methods compound these issues through loss of
DNA in various steps of the library preparation protocol
[18, 19]. Despite this, only a small number of studies
have aimed at improving wet-lab protocols for NGS
(e.g., [20–22]) and current conversion efficiencies remain
around 30–70% [23–25]. Thus, there is scope for im-
proving the efficiency of NGS methods through library
preparation procedure manipulation. p
p
p
p
In addition, the effects of sample age on NGS data
quality are generally understudied in a quantitative
framework. Though some studies have noted negative
relationships between sample age and parameters such
as read length and number of reads [3, 26–31], focused
analyses of the ways in which sample age, alongside ap-
proaches employed during library preparation, may
affect estimators of sequencing quality are rare. Such in-
formation is particularly pertinent to population-scale
museum studies, where users would benefit from further
understanding of the quantitative effects of sample age
on sequencing quality and the adjustments to library
preparation
protocol
that
could
improve
sequence
quality. Page 2 of 10 McGaughran BMC Genomics (2020) 21:188 McGaughran BMC Genomics (2020) 21:188 ages on several indicators of sequenced read quality and
identify key areas in the library preparation protocol that
users should consider carefully when planning their
experiments. breaks [11], and an increased frequency of cytosine to
thymine substitutions near the ends of fragments [12,
13]. These three features also appear in historical (i.e.,
hundreds vs. thousands of years old) samples [2, 14, 15],
and those that have been subjected to harsh conditions
(e.g.,
formalin
fixation)
during
preservation
[16]. Coupled with this, endogenous DNA is generally present
in only small amounts in preserved specimens [17]. Relationship between sample age and NGS quality
metrics 4,
Table 2). Meanwhile, the degree of saturation (which
provides an indication of whether a higher sequence
depth will translate into a higher percentage of covered
positions) decreased as samples got older, as did the de-
gree of enrichment (calculated as: on-target reads per
Kb/off-target reads per Kb) (Fig. 4, Table 2). Here, I use 271 pinned insect specimens of the pest
moth, Helicoverpa armigera, to test the effects of sample
age on NGS library quality following a targeted capture
approach. I use a temporal gradient of samples (5 to
117 years) to compare the effects of different sample Page 3 of 10 McGaughran BMC Genomics (2020) 21:188 McGaughran BMC Genomics Fig. 1 Plots of: a the frequency of C to T base substitutions from the 5′ end of each read; b the frequency of G to A base substitutions from the
3′ end of each read; c the frequency of C to T base substitutions at read position 1 from the 5′ end of reads vs. sample age; and d the frequency
of G to A base substitutions at read position 1 from the 3′ end of reads vs. sample age. The expected signal for DNA damage due to age of
specimens is an increased frequency of C to T and G to A transitions at the 5′ and 3′ end of reads, respectively, as well as a correlation between
the frequency of such transitions at the 1st read position and sample age Fig. 1 Plots of: a the frequency of C to T base substitutions from the 5′ end of each read; b the frequency of G to A base substitutions from the
3′ end of each read; c the frequency of C to T base substitutions at read position 1 from the 5′ end of reads vs. sample age; and d the frequency
of G to A base substitutions at read position 1 from the 3′ end of reads vs. sample age. The expected signal for DNA damage due to age of
specimens is an increased frequency of C to T and G to A transitions at the 5′ and 3′ end of reads, respectively, as well as a correlation between
the frequency of such transitions at the 1st read position and sample age Fig. Relationship between sample age and NGS quality
metrics 2 Plot demonstrating for each sample used in this study, the date of collection, the starting DNA concentration, and (via the colour scale of
points, as indicated by the legend to the right) the number of PCR cycles required during the library preparation Fig. 2 Plot demonstrating for each sample used in this study, the date of collection, the starting DNA concentration, and (via the colour scale of
points, as indicated by the legend to the right) the number of PCR cycles required during the library preparation Fig. 2 Plot demonstrating for each sample used in this study, the date of collection, the starting DNA concentration, and (via the colour scale of
points, as indicated by the legend to the right) the number of PCR cycles required during the library preparation Page 4 of 10 McGaughran BMC Genomics (2020) 21:188 McGaughran BMC Genomics Discussion
In this work I showed that age of samples has a signifi
per dollar sequencing output. Meanwhile, the degree of
enrichment (a direct measure of targeted capture suc
Fig. 3 The correlation between sample age and various measures of sequencing quality, including adapter level, total duplication, total number
of sequences, total number of unmapped reads, mean genome coverage, and estimated library size, when reads were aligned to the reference
genome. In (a), each bar in the plot represents the strength and direction of correlation, and the R-value is displayed in/on the bars. In (b), the
raw data points are plotted for each pair-wise comparison, along with the linear regression trend line. See Table 1 for the detailed statistics Fig. 3 The correlation between sample age and various measures of sequencing quality, including adapter level, total duplication, total number
of sequences, total number of unmapped reads, mean genome coverage, and estimated library size, when reads were aligned to the reference
genome. In (a), each bar in the plot represents the strength and direction of correlation, and the R-value is displayed in/on the bars. In (b), the
raw data points are plotted for each pair-wise comparison, along with the linear regression trend line. See Table 1 for the detailed statistics Discussion Such signals are unlikely to have been
masked by contamination in the current study, because
assessments of damage were made using sequence reads
that had already been aligned to the reference genome. In addition, the percentage of unmapped reads was not
related to sample age, indicating that contamination
does not correlate with the age of the sample. Though I
cannot be absolutely certain, this suggests that USER en-
zyme (Uracil Specific Excision Reagent, which functions
to remove uracil residues and repair resulting abasic
sites; see Methods), was effective in the current study,
and its role in repairing DNA damage is well-supported
in the literature [13, 50–52]. modern humans, herbarium plants, Columbian and
wooly mammoths, horses, and polar bear [45]. The
former study also found that fragment lengths did not
decrease in a consistent manner over time [14]; instead
they are hypothesised to rapidly reduce to a small aver-
age size following death before stabilising due to auto-
lytic processes [14, 46]. Consistent with the current study for more recent (his-
toric) DNA, research shows negative relationships be-
tween sample age and various measures of NGS read
quality, including mean coverage, read length, missing
data, and number of recovered loci [27, 29, 30]. For ex-
ample, a 6% decrease in coverage of targeted regions
with every 10 years of sample age and a lowering of
mean read depth by 40x per 10 years was shown for
formalin-fixed paraffin-embedded (FFPE) tissue samples
up to 32 years old [26]. Meanwhile, a targeted capture
experiment including 185 bird samples up to 142 years
of age compared a subset of modern and historical sam-
ples for each of five bird species and also found signifi-
cant negative relationships between sample age and the
number of sequenced reads [31]. This is particularly true for ancient DNA samples,
where comparisons of samples with and without uracil-
removal treatment have shown marked reductions in
common signals of DNA damage. For example, in one
study of 11 cave bear bones (25,000–50,000 years old), a
comparison of DNA molecules from 87 treated clonal
samples showed zero G/C →A/T substitutions, while 19
such substitutions were present in the 79 clones that re-
ceived no uracil-removal treatment [51]. Marked reduc-
tions
in
deamination
damage
patterns
have
been
similarly shown for historical studies. For example, Gor-
den et al. Discussion For example, a significant
negative correlation between amounts of endogenous
mitochondrial DNA and age has been shown in pri-
mates, horses, and cows [14], and a recent meta-analysis
showed a bulk loss of DNA over time in samples of Page 5 of 10 Page 5 of 10 McGaughran BMC Genomics (2020) 21:188 Table 1 Correlation of sample age and several library quality
metrics when reads were aligned to the full Helicoverpa
armigera reference genome
Library quality metric
Correlation with sample age
Total number of
sequences
T269 = 3.66; P < 0.01; R = 0.2180 (0.1015:0.3286)
Total duplication
T269 = 2.95; P < 0.01; R = 0.1771 (0.0592:0.2901)
Mean genome
coverage
T269 = 5.93; P < 0.01; R = 0.34 (0.23:0.44)
Estimated library
size
T269 = 8.24; P < 0.01; R = 0.45 (0.35:0.54)
Adapter level
T269 = -8.82; P < 0.01; R = -0.47(−0.56:-0.38)
Total number of
unmapped reads
T269 = 4.60; P < 0.01; R = 0.27 (0.16:0.38) Table 1 Correlation of sample age and several library quality
metrics when reads were aligned to the full Helicoverpa
armigera reference genome
Library quality metric
Correlation with sample age
Total number of
sequences
T269 = 3.66; P < 0.01; R = 0.2180 (0.1015:0.3286)
Total duplication
T269 = 2.95; P < 0.01; R = 0.1771 (0.0592:0.2901)
Mean genome
coverage
T269 = 5.93; P < 0.01; R = 0.34 (0.23:0.44)
Estimated library
size
T269 = 8.24; P < 0.01; R = 0.45 (0.35:0.54)
Adapter level
T269 = -8.82; P < 0.01; R = -0.47(−0.56:-0.38)
Total number of
unmapped reads
T269 = 4.60; P < 0.01; R = 0.27 (0.16:0.38) Table 1 Correlation of sample age and several library quality
metrics when reads were aligned to the full Helicoverpa
armigera reference genome and preserved as pinned specimens and, based on tech-
niques in use in recent history, it is likely they were
killed using ethyl acetate, which has been shown to pro-
duce degraded, low molecular weight DNA [48, 49]. Analysis of the moth DNA extracts confirmed a high
level of degradation (most fragments < 500 bp), and re-
search suggests that samples treated with harsh preser-
vation methods (e.g., ethyl acetate, bleach), are likely to
have an accelerated rate of deamination [14]. As a result,
there is a reasonable likelihood that the moth DNA used
here had been subject to chemical, as well as time-based,
degradation. Discussion per dollar sequencing output. Meanwhile, the degree of
enrichment (a direct measure of targeted capture suc-
cess) also decreased as samples got older. This is consist-
ent with the coverage metrics, showing that older
samples require more sequencing for a greater enrich-
ment success. In this work, I showed that age of samples has a signifi-
cant effect on data quality following targeted NGS in H. armigera. In particular, following mapping of reads all
coverage-based metrics, both across the whole genome
and across targeted regions, were significantly correlated
with sample age, such that older samples showed poorer
coverage
when
compared
to
younger
samples. In
addition, saturation (an indicator of whether additional
sequencing would result in a higher capture coverage)
decreased as samples got older; older samples are there-
fore less cost-efficient than younger samples in terms of Previous work has clearly shown a general pattern of
DNA degradation over time. Discussion [53] compared untreated and treated forensic
bone samples up to 50 years of age and found G/C →A/
T substitutions of 3–15 and < 1%, respectively. Mean-
while, Bi et al. [2] used an enzyme which stalls amplifica-
tion of templates containing uracil and found C →T
frequencies of ~ 0.6%. In contrast, studies of similarly-
aged (~ 100 years) museum samples that used no uracil-
based treatment display C →T transition rates nearly an
order of magnitude higher (2–4% [14];), and as high as
30% in some cases ([31]; see above). In the current
study, the maximum rate of C →T transitions at the
first position in mapped 5′ reads was ~ 0.04%. In the current study, mapdamage analysis detected no
signature of deamination in the mapped reads. Previous
work has shown that deamination, particularly the fre-
quency of C →T substitutions, is common in old sam-
ples [13, 42, 45] and significantly positively correlated
with age ([14, 47]; R2 = 0.45; P = 1.44 × 10−10; n = 71 in
the latter study). Generally, rates of both C →T and
G →A substitutions towards the termini of reads tend
to exceed 20% in samples > 500 years and can exceed
10% in historical samples [14], increasing towards 30%
prior to soft-clipping [31]. The benefit of removing deaminated sites is that, left
intact, they can lead to sequencing errors, particularly in
low-coverage sequencing experiments [13]. However,
there is a potential trade-off to consider. Uracil removal
will cut all of the affected DNA fragments, thus poten-
tially resulting in samples in which the majority of frag-
ments have been cut [13, 51]. Even if employing a The
rate
of
hydrolytic
deamination
varies
with
temperature, pH, and salinity, thus different conditions
during the original sample deposition or capture are
likely to account for any differences among samples [14]. Though much of the preservation journey of the samples
studied here is unknown, the moths were all field-caught McGaughran BMC Genomics (2020) 21:188 Page 6 of 10 McGaughran BMC Genomics method to repair the DNA fragment after cutting (see
82% in the oldest samples) which tended to have lower
Fig. 4 The correlation between sample age and various measures of sequencing quality, including saturation, total number of mapped reads,
mean coverage, total number of reads on target, enrichment, and total number of baits with 1x coverage, when reads were aligned to the
targets. Discussion In (a), each bar in the plot represents the strength and direction of correlation, and the R-value is displayed in/on the bars. In (b), the raw
data points are plotted for each pair-wise comparison, along with the linear regression trend line. See Table 2 for the detailed statistics. Note that
the total number of baits at 5x, 10x, 20x, and 30x coverage are excluded from these plots as they were highly correlated with the total number
of baits at 1x coverage Fig. 4 The correlation between sample age and various measures of sequencing quality, including saturation, total number of mapped reads,
mean coverage, total number of reads on target, enrichment, and total number of baits with 1x coverage, when reads were aligned to the
targets. In (a), each bar in the plot represents the strength and direction of correlation, and the R-value is displayed in/on the bars. In (b), the raw
data points are plotted for each pair-wise comparison along with the linear regression trend line See Table 2 for the detailed statistics Note that Fig. 4 The correlation between sample age and various measures of sequencing quality, including saturation, total number of mapped reads,
mean coverage, total number of reads on target, enrichment, and total number of baits with 1x coverage, when reads were aligned to the
targets. In (a), each bar in the plot represents the strength and direction of correlation, and the R-value is displayed in/on the bars. In (b), the raw
data points are plotted for each pair-wise comparison, along with the linear regression trend line. See Table 2 for the detailed statistics. Note that
the total number of baits at 5x, 10x, 20x, and 30x coverage are excluded from these plots as they were highly correlated with the total number
of baits at 1x coverage Fig. 4 The correlation between sample age and various measures of sequencing quality, including saturation, total number of mapped reads,
mean coverage, total number of reads on target, enrichment, and total number of baits with 1x coverage, when reads were aligned to the
targets. In (a), each bar in the plot represents the strength and direction of correlation, and the R-value is displayed in/on the bars. In (b), the raw
data points are plotted for each pair-wise comparison, along with the linear regression trend line. See Table 2 for the detailed statistics. Discussion Note that
the total number of baits at 5x, 10x, 20x, and 30x coverage are excluded from these plots as they were highly correlated with the total number
of baits at 1x coverage method to repair the DNA fragment after cutting (see
Methods), if the starting DNA is highly degraded, the
post-USER fragments could be too short to generate a
final library of meaningful length. Ultimately, the recom-
mendation to use a uracil-removing or stalling enzyme
should come down to an understanding of the level of
fragmentation, the preservation method, and the likeli-
hood of deamination, of ones’ samples. An alternative to
such treatment is the removal of false variant calls bioin-
formatically, e.g., by trimming the ends of reads; how-
ever this may lead to a high loss of data if done
conservatively. 82% in the oldest samples), which tended to have lower
starting concentrations and therefore usually required a
higher number of indexing PCR cycles. Adapter dimers
form when the adapters self-ligate instead of ligating to
the sample DNA, and such dimers can dominate during
PCR, which has a tendency to amplify shorter fragments
more efficiently than longer ones [54]. In addition,
adapter dimers form clusters at high efficiency and
therefore consume valuable flow cell space during se-
quencing, resulting in a high proportion of wasteful
adapters in the sequenced reads [55], as found here. Adapter concentrations can be optimised prior to library
preparation and dimers can usually be removed by doing
some form of bead or gel-based clean-up or titration In the current study, the percentage of adapter con-
tamination was much higher in older samples (up to ~ McGaughran BMC Genomics (2020) 21:188 Page 7 of 10 Page 7 of 10 Table 2 Correlation of sample age and several library quality
metrics when reads were aligned to the targeted regions from
the Helicoverpa armigera reference genome Table 2 Correlation of sample age and several library quality
metrics when reads were aligned to the targeted regions from
the Helicoverpa armigera reference genome in the sequenced reads, thus improving final data
quality. Over the past two centuries, museum collections have
grown in size and importance [58, 59] and simultaneous
advances in sequencing technologies have unleashed a
new frontier in museum genomics [2, 60, 61]. Indeed,
museums hold indispensable records of the past, and act
as libraries of biological diversity in time and space. Sample selection A total of 271 pinned specimens of the insect pest moth,
Helicoverpa armigera, were obtained from several mu-
seums and/or government departments across Australia,
including the
Australian
National
Insect
Collection
(Canberra), the Department of Agriculture and Food
(Western Australia), the Department of Agriculture and
Fisheries (Queensland), the Agricultural Scientific Col-
lections Trust (New South Wales), and Museum Victoria
(Victoria); specimens were collected at various time
points between 1903 and 2015 (Fig. 1). [56], but, in the case of old and fragmented samples, the
adapter-dimer is often very similar in size to the ligated
library (~ 120 cf ~ 150 bp) and can therefore be very dif-
ficult to remove [24, 57]. Fortunately, new kit-based
methods can prevent adapter-dimer formation during li-
brary preparation (e.g., DimerFree technology from
Tecan Genomics Inc., or Dimerator™technology from
DiaCarter, which blocks PCR amplification of adapter-
adapter products). Though such methods were not
widely available at the time the lab work for this project
was undertaken, I have since used the UltraLow Ovation
Kit (Tecan Genomics Inc.) on historical moth specimens
of the same species and enjoyed significantly reduced
adapter-dimer levels (< 5%). Genomic DNA preparation
A ‘salting-out’ protocol [62] was followed to extract gen-
omic DNA for all pinned specimens of H. armigera. Though described more than 20 years ago, this method
is still highly used and has recently been shown to pro-
duce higher DNA yields than other extraction methods,
including phenol chloroform and kit-based [63]. I also
found that the more expensive kit-based extraction
methods
gave
equivalent
starting concentrations
to
salting-out in a small test (data not shown). Here, the
salting-out protocol was followed with a modification to
the first step, which involved soaking moth abdomens in
buffer with Proteinase K (#19133, Qiagen) for 24 h. A
salt solution was then added to the abdomen preparation
(after the abdomen was removed and cleaned), as per
the recommended protocol [62]. Discussion As
wet-lab protocols, sequencing methods, and bioinfor-
matic pipelines continue to improve and evolve, ancient
and archival DNA samples will become even more valu-
able
resources
for
the
study
of
diverse
historical
processes. g
g
Library quality metric
Correlation with sample age
Total number of reads
T269 = 4.38; P < 0.011.726e−05; R = 0.26 (0.14:0.37)
Mean coverage
T269 = 4.47; P < 0.01; R = 0.26 (0.15:0.37)
Total number of baits
on target
T269 = 3.94; P < 0.01; R = 0.23 (0.12:0.34)
Total number of baits
at 1x coverage
T269 = 8.77; P < 0.01; R = 0.47 (0.37:0.56)
Total number of baits
at 5x coverage
T269 = 7.47; P < 0.01; R = 0.41 (0.31:0.51)
Total number of baits
at 10x coverage
T269 = 6.95; P = < 0.01; R = 0.39 (0.28:0.49)
Total number of baits
at 20x coverage
T269 = 6.31; P < 0.01; R = 0.36 (0.25:0.46)
Total number of baits
at 30x coverage
T269 = 5.84; P = < 0.01 R = 0.34 (0.23:0.44)
Saturation
T269 = -0.22; P < 0.01; R = 0.22(−0.33:-0.10)
Enrichment
T269 = 6.65; P = < 0.01; R = 0.38 (0.27:0.47) Library quality metric
Correlation with sample age
Total number of reads
T269 = 4.38; P < 0.011.726e−05; R = 0.26 (0.14:0.37)
Mean coverage
T269 = 4.47; P < 0.01; R = 0.26 (0.15:0.37)
Total number of baits
on target
T269 = 3.94; P < 0.01; R = 0.23 (0.12:0.34)
Total number of baits
at 1x coverage
T269 = 8.77; P < 0.01; R = 0.47 (0.37:0.56)
Total number of baits
at 5x coverage
T269 = 7.47; P < 0.01; R = 0.41 (0.31:0.51)
Total number of baits
at 10x coverage
T269 = 6.95; P = < 0.01; R = 0.39 (0.28:0.49)
Total number of baits
at 20x coverage
T269 = 6.31; P < 0.01; R = 0.36 (0.25:0.46)
Total number of baits
at 30x coverage
T269 = 5.84; P = < 0.01 R = 0.34 (0.23:0.44)
Saturation
T269 = -0.22; P < 0.01; R = 0.22(−0.33:-0.10)
Enrichment
T269 = 6.65; P = < 0.01; R = 0.38 (0.27:0.47) Conclusions Based on the findings presented here and, as shown pre-
viously, museum samples are a great resource for an-
swering an array of evolutionary questions, but there are
inherent challenges linked to DNA degradation. Here, I
identify two major considerations users should carefully
consider when following standard library preparation
protocols during targeted capture experiments of histor-
ical samples. First, after careful consideration of the like-
lihood of sample deamination, USER enzyme or similar
incorporated into the blunt end-repair step could be a
good option for removing and repairing DNA damage
associated with historical specimens. Second, adapter
contamination can be extremely high in sequence reads
of older samples, thus users may find it particularly help-
ful to consider a method that guarantees prevention of
adapter-dimer formation. Each of these considerations
may result in improved yields and reduced DNA damage Library preparation
b Library preparation was broadly based on the procedures
outlined in [20], using the standard steps for NGS library
preparation (i.e., end repair, adaptor ligation and fill-in,
and indexing PCR), but with several modifications due
to the fragmented nature of the starting material. These
modifications included: (1) the omission of a shearing
step: (2) the incorporation of Uracil-Specific Excision
Reagent (USER) enzyme (#M5508, New England Biolabs,
Inc.) in the blunt-end repair step; (3) an ‘on-beads’ McGaughran BMC Genomics (2020) 21:188 Page 8 of 10 Page 8 of 10 place of COT-1 DNA, as COT-1 DNA is not available for
H. armigera. place of COT-1 DNA, as COT-1 DNA is not available for
H. armigera. place of COT-1 DNA, as COT-1 DNA is not available for
H. armigera. clean-up protocol throughout (thus, no elution was per-
formed following the majority of bead clean-ups); and
(4) the use of a calculation to determine the number of
required indexing PCR cycles. Baits were designed by NimbleGen (Roche), with tar-
get sites encompassing ~ 1300 loci extracted from the H. armigera annotated genome [65]. Following hybridisa-
tion, clean-up, and amplification of the pooled library,
qPCR was used to confirm the success of the capture,
before sequencing was carried out on an Illumina Next-
Seq500 (75 bp PE) at the Biomolecular Resource Facility
(Australian National University). The full wet-lab proto-
col is provided in Supplementary Material. I omitted the shearing step because sample aliquots
(3 μl) run on a 1% agarose gel following DNA extrac-
tion showed DNA to predominantly be < 500 bp in
length for all samples. USER was included because
deamination is a recognised outcome of DNA degrad-
ation processes in historical samples and the enzyme
functions to excise uracil sites, forming an abasic
(apyrimidinic) site while leaving the phosphodiester
backbone intact. When followed by T4 DNA poly-
merase (#EP0062, ThermoFisher Scientific) treatment
(a standard step in library preparation), the result is
removal of uracil residues from the DNA, cleavage of
the 5′- and 3′- sides of the resulting abasic sites, and
removal of the 3′-phosphate groups by T4 poly-
nucleotide kinase (PNK; EK0032, ThermoFisher Scien-
tific). Thus, USER removes the DNA damage, but the
treated molecules are repaired and retained in the li-
brary. Bioinformatics pipeline Quality control of raw read data was performed using
FastQC
v.0.10.1
(http://www.bioinformatics.babraham. ac.uk/projects/fastqc/). Trimmomatic v.0.36 [66] was
used to remove adapter sequences, after which trimmed
reads were aligned to the H. armigera genome (“Harm_
1.0”; GenBank assembly accession: GCA_002156985.1),
which spans a total length of ~ 337 Mb, using the bwa
0.7.5a-r405 [67] mem algorithm. Duplicate reads were
removed from sorted bam files using picard v.2.10.6
(http://broadinstitute.github.io/picard/), and low quality
and ambiguous alignments were removed with samtools
v.1.5 [68] commands: -q 20 -f 0 × 0002 -F 0 × 0004 -F
0 × 0008. Finally, bam files were indexed with samtools
and evaluated with the software mapdamage v.2.0 [42]
to quantify DNA damage patterns. Library preparation
b The
on-beads
protocol
(SeraMag
beads;
#45152105050250, GE Healthcare Life Sciences) in-
volved carrying beads and attached DNA directly to
the subsequent step throughout the protocol, with the
relevant solution pipetted gently up and down to re-
suspend beads [64]. In contrast to usual methods,
which involve elution following every bead clean-up,
DNA was only eluted off the beads before and after
the indexing PCR – this should go some way towards
reducing library loss with each elution step (e.g., a re-
cent study of beetles up to 159 years in age found an
average DNA loss of 48.7% following bead clean-up
during library preparation [17]). Finally, a calculation
was used to determine the number of PCR cycles to
use instead of applying a blanket number, or using
qPCR. This calculation was based off Table 1 in the
KAPA Library Amplification Kit Technical Data Sheet
(KR0408_V7,17,
KAPA
BioSystems;
available
at
https://www.kapabiosystems.com/document/kapa-li- Statistical analysis
Th
b The output bam files, generated above, were analysed
with a variety of packages and tools, including samtools
(flagstat), picard (CollectWgsMetrics, EstimateLibrary-
Complexity) and ngscat v.0.1 [69] to obtain various met-
rics
of
library
quality. Statistical
analyses
(e.g.,
correlation, t-tests) were performed to examine the rela-
tionship between sample age and these metrics using
core packages in R v.3.5.1 [70]; the R scripts are pro-
vided as Supplementary Material. Supplementary information brary-amplification-kit-tds/?dl=1),
with
sample
con-
centrations determined using a Qubit dsDNA HS
Assay Kit and Fluorometer (ThermoFisher Scientific). pp
y
Supplementary information accompanies this paper at https://doi.org/10. 1186/s12864-020-6594-0. Indexing PCRs were performed twice for each sample
(12 μl volume of DNA), with a different DNA polymerase
in each reaction (#KK2600, KAPA HiFi, Kapa BioSystems;
and #M0530, Phusion HiFidelity, New England Biolabs,
Inc.) and 9–18 PCR cycles, depending on the sample con-
centration following adapter ligation. Following indexing
PCRs, samples were quantified and pooled with equimo-
larity, then hybridised to baits following a modified ver-
sion of the SeqCap EZ Library SR User’s Guide (Roche). The main modification during hybridisation was use of
Nimblegen SeqCap EZ Developer Reagent (Roche) in Additional file 1. I wish to thank the various Australian museums and government
departments that let me access important museum specimens, including the
Australian National Insect Collection (Canberra), the Department of
Agriculture and Food (Western Australia), the Department of Agriculture and
Fisheries (Queensland), the Agricultural Scientific Collections Trust (New
South Wales), and Museum Victoria (Victoria). I would like to thank Rebecca
Laver for completing the library preparation for many of the samples in this
paper, and Terry Newman for providing statistical advice. Finally, I thank
colleagues, past and present, in the Moritz Lab at Australian National
University, and at the References 1. Zhang J, Chiodini R, Badr A, Zhang G. The impact of next-generation
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Australian National Insect Collection (Canberra), the Department of
Agriculture and Food (Western Australia), the Department of Agriculture and
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Translocated duplication of a targeted chromosomal segment enhances gene expression at the duplicated site and results in phenotypic changes in Aspergillus oryzae
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Fungal biology and biotechnology
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cc-by
| 11,965
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Takahashi et al. Fungal Biol Biotechnol (2018) 5:17
https://doi.org/10.1186/s40694-018-0061-6 Takahashi et al. Fungal Biol Biotechnol (2018) 5:17
https://doi.org/10.1186/s40694-018-0061-6 Fungal Biology and
Biotechnology Fungal Biology and
Biotechnology Open Access Translocated duplication of a targeted
chromosomal segment enhances gene
expression at the duplicated site and results
in phenotypic changes in Aspergillus oryzae Tadashi Takahashi* , Masahiro Ogawa, Atsushi Sato and Yasuji Koyama © The Author(s) 2018. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License
(http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium,
provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license,
and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/
publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Abstract Background: Translocated chromosomal duplications occur spontaneously in many organisms; segmental duplica-
tions of large chromosomal regions are expected to result in phenotypic changes because of gene dosage effects. Therefore, experimentally generated segmental duplications in targeted chromosomal regions can be used to study
phenotypic changes and determine the functions of unknown genes in these regions. Previously, we performed
tandem duplication of a targeted chromosomal segment in Aspergillus oryzae. However, in tandem chromosomal
duplication, duplication of chromosomal ends and multiple chromosomal duplication are difficult. In this study, we
aimed to generate fungal strains with a translocated duplication or triplication of a targeted chromosomal region via
break-induced replication. Results: Double-strand breaks were introduced into chromosomes of parental strains by treating protoplast cells
with I-SceI meganuclease. Subsequently, strains were generated by nonreciprocal translocation of a 1.4-Mb dupli-
cated region of chromosome 2 to the end of chromosome 4. Another strain, containing a triplicated region of
chromosome 2, was generated by translocating a 1.4-Mb region of chromosome 2 onto the ends of chromosomes 4
and 7. Phenotypic analyses of the strains containing segmental duplication or triplication of chromosome 2 showed
remarkable increases in protease and amylase activities in solid-state cultures. Protease activity was further increased
in strains containing the duplication and triplication after overexpression of the transcriptional activator of proteases
prtT. This indicates that the gene-dosage effect and resulting phenotypes of the duplicated chromosomal region
were enhanced by multiple duplications, and by the combination of the structural gene and its regulatory genes. Gene expression analysis, conducted using oligonucleotide microarrays, showed increased transcription of a large
population of genes located in duplicated or triplicated chromosomal regions. Conclusion: In this study, we performed translocated chromosomal duplications and triplications of a 1.4-Mb
targeted region of chromosome 2. Strains containing a duplication of chromosome 2 showed significant increases in
protease and amylase activities; these enzymatic activities were further increased in the strain containing a triplication
of chromosome 2. This indicates that segmental duplications of chromosomes enhance gene-dosage effects, and
that the resulting phenotypes play important phenotypic roles in A. oryzae. Keywords: Targeted chromosomal duplication, Translocated duplication, Break induced replication, Aspergillus
oryzae, Phenotypic change, prtT, Screening, Molecular breeding, Biotechnology, Genome engineering, Gross genome
editing, Protease © The Author(s) 2018. Background chromosomal deletions [9, 10], have been developed to
analyze the nature of A. oryzae and A. sojae. However, in
koji molds, the functions of many genes remain unknown. Because of the presence of endogenous multiple ortholo-
gous genes, disrupting individual genes in strains of koji
molds does not always generate clear phenotypic changes
[5]. Overexpression of individual genes via a strong pro-
moter can also cause reduced growth phenotypes [11]. However, strains with duplicated chromosomes can show
phenotypic changes via increased dosage of unidenti-
fied genes [12]. By examining the genome of targeted
chromosomal segments and phenotypic changes in the
strains, we can determine the role of unknown genes cor-
responding to these phenotypic changes. In this study, we
generated targeted segmental chromosomal duplications
in A. oryzae and examined the phenotypic effects of these
duplications. There are two common types of segmen-
tal chromosomal duplications: tandem duplication and
translocated duplication (Fig. 1). In a tandem duplica-
tion, duplicated regions are arranged next to each other
on the same chromosome by nonallelic homologous
recombination (Fig. 1, top). In translocated duplications, In eukaryotic organisms, duplications, translocations,
reversions, and deletions of chromosomal regions occur
spontaneously. For example, in Saccharomyces cerevisiae,
duplication and translocation of chromosomes frequently
occurs via Ty transposable element sequences, which
are repeat sequences widely distributed in yeast chro-
mosomes [1]. Similarly, previous studies of mammalian
cells indicated that duplications, translocations, and dele-
tions of chromosomes occur via repeat sequences such as
Alu and L1 [2]. Changes in the chromosomal state often
induce significant alterations in gene expression and
result in phenotypic changes. In humans and other mam-
mals, chromosome duplication or translocation events
are reported to be among the causes of genetic diseases
and cancers [3, 4].h The koji molds Aspergillus oryzae and Aspergillus sojae
are filamentous fungi that are used in the fermenta-
tion of soy sauce and sake, and in production of indus-
trial enzymes. The complete genome sequences of A. oryzae and A. sojae have been determined [5, 6]. Previ-
ously, genetic tools such as gene targeting [7, 8] and large Fig. 1 Types of chromosomal duplication. The top part of the figure shows a schematic representation of tandem chromosomal replication by
nonallelic homologous recombination, where the duplicated region was arrayed in the same chromosome. Abstract This article is distributed under the terms of the Creative Commons Attribution 4.0 International License
(http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium,
provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license,
and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/
publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. *Correspondence: ttakahashi@mail.kikkoman.co.jp
Noda Institute for Scientific Research, 399 Noda, Noda City, Chiba Pref
278‑0037, Japan *Correspondence: ttakahashi@mail.kikkoman.co.jp
Noda Institute for Scientific Research, 399 Noda, Noda City, Chiba Pref
278‑0037, Japan *Correspondence: ttakahashi@mail.kikkoman.co.jp
Noda Institute for Scientific Research, 399 Noda, Noda City, Chiba Pref
278‑0037, Japan © The Author(s) 2018. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License
(http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium,
provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license,
and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/
publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Takahashi et al. Fungal Biol Biotechnol (2018) 5:17 Page 2 of 17 Page 2 of 17 Translocated duplication of targeted segment
of chromosome 2 onto chromosome 4 and a strain bearing
translocated triplication We previously constructed strains containing targeted
tandem chromosomal duplications [12]. Chromosome
2 of A. oryzae includes genes encoding alkaline protease
and alpha-amylase, and their respective regulatory genes
prtT and amyR, which are important for fermentation. Accordingly, strains containing a 700-kb tandem chro-
mosomal duplication in chromosome 2 showed increased
protease and amylase activities under solid-state cul-
ture conditions [12]. In the present study, we duplicated
a 1.4-Mb region of chromosome 2 and translocated this
region onto the end of chromosome 4 (Fig. 2). Success-
fully translocated duplications can increase the activities
of protease and amylase in solid-state cultures, as shown
previously by tandem duplication of chromosome 2 [12]. In subsequent analyses using BLASTN, no I-SceI recog-
nition sequence was found in the chromosome of A. ory-
zae strain RIB40 [17]. To translocate the 1.4-Mb region
of chromosome 2 onto the end of chromosome 4, we
placed the 5′ΔpyrG marker (targeted integration of the
basic unit of 5′ΔpyrG and subsequent 5-fluoroorotic acid
[5-FOA] selection) adjacent to the target donor chromo-
somal region. The 3′ΔpyrG marker (targeted integration
of the basic unit of 3′ΔpyrG and subsequent 5-FOA selec-
tion), which included the I-SceI recognition sequence,
was placed adjacent to the acceptor chromosomal region
(Fig. 2, top). The resulting parental strain was then used
to generate translocated duplication of the targeted
region of chromosome 2. For these procedures, proto-
plast cells of the parental strain were prepared and gently
treated with I-SceI meganuclease and PEG. The treated
protoplasts were then incubated at 30 °C on Czapek-Dox
minimum medium (CZ) plates containing 1.2 M sorbi-
tol. After more than 2 weeks of incubation, we observed
a colony that was regenerated from treated protoplasts. The frequency of the number of regenerated colonies
was approximately 10−8 per cell. To confirm that translo-
cated duplication was achieved in the regenerated strain,
genomic DNA of the regenerated strain was extracted The break-induced replication (BIR) mechanism causes
translocated chromosomal duplications in yeast [13–15]. However, no previous studies have shown that the same
mechanism can be used in filamentous fungi such as A. oryzae. To cause BIR in A. oryzae, it is necessary to arti-
ficially introduce double-strand breaks (DSBs) into the
chromosomes (Fig. 1, bottom). In most studies on yeast,
DSBs are introduced after the expression of genes encod-
ing endogenous yeast homothallic switching endonu-
clease (HO) or I-SceI endonuclease (SCEI). Background The bottom of the figure shows a
schematic representation of translocated duplication by break-induced replication, where the duplicated region was translocated to the other
chromosome Fig. 1 Types of chromosomal duplication. The top part of the figure shows a schematic representation of tandem chromosomal replication by
nonallelic homologous recombination, where the duplicated region was arrayed in the same chromosome. The bottom of the figure shows a
schematic representation of translocated duplication by break-induced replication, where the duplicated region was translocated to the other
chromosome Fig. 1 Types of chromosomal duplication. The top part of the figure shows a schematic representation of tandem chromosomal replication by
nonallelic homologous recombination, where the duplicated region was arrayed in the same chromosome. The bottom of the figure shows a
schematic representation of translocated duplication by break-induced replication, where the duplicated region was translocated to the other
chromosome Takahashi et al. Fungal Biol Biotechnol (2018) 5:17 Page 3 of 17 Page 3 of 17 chromosomal duplications are translocated onto another
chromosome by break-induced replication (Fig. 1, bot-
tom). We previously generated A. oryzae strains contain-
ing targeted tandem chromosomal duplications using
protoplasts of the parental strain, in which artificially
generated consensus sequences (partly deleted selection
marker) were introduced into both ends of the duplica-
tion target region [12]. If the copy number of the duplica-
tion target region is increased, such as in triplication, the
phenotypic change in the strain may be further enhanced. However, to maintain stability of a tandem chromosomal
duplication, a selection marker must be located at the
junction between the two duplicated segments. In A. oryzae, this prevents removal of the duplicated region by
recombination events occurring between the duplicated
homologous sequences [12]. Therefore, it is technically
difficult to increase the copy numbers of genes located
in duplicated regions in tandem chromosomal duplica-
tions. Moreover, it is difficult to duplicate chromosomal
ends in tandem duplications because a selection marker
positioned at the chromosomal end is unstable and lost
during regeneration (Takahashi et al. unpublished data). In contrast, generating multiple translocated chromo-
somal duplications is theoretically possible because the
potential for recombination between the two duplicated
regions is low in translocated chromosomal duplications,
and selective pressures are not required to maintain the
translocation. Furthermore, duplication of chromo-
somal ends is straightforward in translocated duplication
because a selection marker is not required at chromo-
somal ends. Background However, no previous studies have gener-
ated translocated duplications of targeted chromosomal
regions in filamentous fungi such as A. oryzae. Therefore,
we generated a translocated duplication of a targeted
chromosomal segment in A. oryzae. chromosomal duplications are translocated onto another
chromosome by break-induced replication (Fig. 1, bot-
tom). We previously generated A. oryzae strains contain-
ing targeted tandem chromosomal duplications using
protoplasts of the parental strain, in which artificially
generated consensus sequences (partly deleted selection
marker) were introduced into both ends of the duplica-
tion target region [12]. If the copy number of the duplica-
tion target region is increased, such as in triplication, the
phenotypic change in the strain may be further enhanced. However, to maintain stability of a tandem chromosomal
duplication, a selection marker must be located at the
junction between the two duplicated segments. In A. oryzae, this prevents removal of the duplicated region by
recombination events occurring between the duplicated
homologous sequences [12]. Therefore, it is technically
difficult to increase the copy numbers of genes located
in duplicated regions in tandem chromosomal duplica-
tions. Moreover, it is difficult to duplicate chromosomal
ends in tandem duplications because a selection marker
positioned at the chromosomal end is unstable and lost
during regeneration (Takahashi et al. unpublished data). In contrast, generating multiple translocated chromo-
somal duplications is theoretically possible because the
potential for recombination between the two duplicated
regions is low in translocated chromosomal duplications,
and selective pressures are not required to maintain the
translocation. Furthermore, duplication of chromo-
somal ends is straightforward in translocated duplication
because a selection marker is not required at chromo-
somal ends. However, no previous studies have gener-
ated translocated duplications of targeted chromosomal
regions in filamentous fungi such as A. oryzae. Therefore,
we generated a translocated duplication of a targeted
chromosomal segment in A. oryzae. strain containing 1.4-Mb segment of the targeted chro-
mosomal region. To the best of our knowledge, this is
the first study to generate a targeted translocated chro-
mosomal duplication using BIR and analyze the effect
of chromosomal duplication on gene expression in fila-
mentous fungi. Phenotypes of the strain resulting from
this chromosomal duplication show increased activities
of protease and amylase, indicating that this method can
be used in functional analysis and molecular breeding of
Aspergillus strains. Fig. 3 a Confirmation of translocated duplication by PCR. Targeted translocated duplication of a 1.4-Mb region of chromosome 2 to chromosome 4
was confirmed by PCR. Lane 1. B–U, B–L; Lane 2. ct166-U, ct166-L; Lane 3. B–U, ct166-L; Lane 4. ct166-U, B–L (Lanes 1–4. translocated duplication strain
J4); Lane 5. B–U, B–L; Lane 6. ct166-U, ct166-L; Lane 7. B–U, ct166-L; Lane 8. ct166-U, B–L (Lanes 5–8. Wild-type strain). b Confirmation of translocated
duplication by comparative genome hybridization (CGH) arrays. Vertical bars show ratios of signal intensities for probes of the strain bearing
translocated duplication (J4) relative to those of the control strain (RIB40). Ratios of hybridization signals in the 1.4-Mb region of chromosome
2 were twice those of the other region, indicating that the 1380-kb region of chromosome 2, including AO090002001035 to AO090002001558,
was duplicated. The ratio of hybridization signals in the 308-kb region of chromosome 4 was nearly zero, indicating that the 308-kb region of
chromosome 4, including AO090166000010 to AO090166000123, was deleted
(See figure on next page.) Gene expression analysis of translocated chromosomal
duplication and triplication strains in solid‑state culture Segmental duplication of large chromosomal regions
may upregulate numerous genes in the duplicated chro-
mosomal region and cause phenotypic changes via gene
dosage effect. To demonstrate the effects of chromo-
somal duplication on gene expression, we examined
gene expression levels of the strains under conditions
of solid-state fermentation. The J4 strain with a translo-
cated duplication of a 1.4-Mb region of chromosome 2,
I-8 strain with a translocated triplication of the 1.4-Mb
region of chromosome 2, and RIB40 strain (control) were
cultivated for 65 h at 30 °C in wheat bran medium; then,
RNA was extracted and analyzed by gene expression
microarrays. The ratios of upregulated genes in dupli-
cated chromosomal regions were remarkably higher in
strains with duplicated and triplicated chromosomes. As
shown in Tables 1 and 2, gene expression was increased
by 11% in the whole chromosomal region (1293 vs. 12010). Gene expression was increased by 37 and 64% in
the strains with duplicated (166 vs. 446) and triplicated
regions (284 vs. 446), respectively. These data indicate
that segmental duplication and triplication of target
chromosomal regions effectively increased transcription
of resident genes. These data were summarized accord-
ing to Clusters of Orthologous Groups (COGs) classifi-
cation [19]. Per COGs classifications, the influence gene
dosage effect on signal transduction mechanisms (T)
was low with 25% increases in the J4 (2 vs. 8) and 38%
increases in the I-8 (3 vs. 8) strains. The expression of
genes categorized into the nucleotide transport and
metabolism (F) group, per COGs classification, was sig-
nificantly increased (5 vs. 5) in the duplicated region of
the strains (Tables 1 and 2). In contrast, gene expression
was decreased by 4 and 2.5% in the duplicated (17 vs. 446) and triplicated chromosomal regions, respectively. For the chromosomes in the J4 (duplicated) strain, sites
of upregulated genes were identified using probes (Addi-
tional file 1: Figure S5), which clearly showed increased
gene transcription in the duplicated chromosomal
region. Approximately 10% of the genes located outside
of the duplicated region (1127 vs. 11,564) were upregu-
lated; several of these genes were markedly upregulated
in the duplicated strain (Additional file 1: Figure S5),
indicating the presence of regulatory factors in the dupli-
cated region. The genes upregulated in the J4 strain are
summarized in Tables 3, 4, 5 and 6. Translocated duplication of targeted segment
of chromosome 2 onto chromosome 4 and a strain bearing
translocated triplication vector for introducing 3′ΔpyrG with the I-SceI recogni-
tion sequence was integrated near the end of chromo-
some 7 (Additional file 1: Figure S3, acceptor region). This
was followed by selection using 5-FOA. The resulting
triplication-containing parental strain (K1-IF5-2-5FOA)
was cultured, and protoplasts were prepared for pheno-
typic analyses. Protoplasts were treated with I-SceI and
PEG as described above. After incubation for 3 weeks at
30 °C, regenerated colonies were analyzed by PCR. After
single-colony isolation (details are described in Addi-
tional file 1: Fig. S4), the strain containing homokaryotic
nuclei with the translocated chromosomes was thereafter
referred to as I-8 strain. vector for introducing 3′ΔpyrG with the I-SceI recogni-
tion sequence was integrated near the end of chromo-
some 7 (Additional file 1: Figure S3, acceptor region). This
was followed by selection using 5-FOA. The resulting
triplication-containing parental strain (K1-IF5-2-5FOA)
was cultured, and protoplasts were prepared for pheno-
typic analyses. Protoplasts were treated with I-SceI and
PEG as described above. After incubation for 3 weeks at
30 °C, regenerated colonies were analyzed by PCR. After
single-colony isolation (details are described in Addi-
tional file 1: Fig. S4), the strain containing homokaryotic
nuclei with the translocated chromosomes was thereafter
referred to as I-8 strain. Translocated duplication of targeted segment
of chromosome 2 onto chromosome 4 and a strain bearing
translocated triplication In contrast,
chromosome modifications have been performed in A. oryzae using polyethylene glycol (PEG)-mediated intro-
duction of enzymes into protoplast cells [12, 16–18]. Therefore, we generated chromosomal duplications by
directly treating protoplast cells with I-SceI meganucle-
ase and monitoring the resulting chromosomal DSBs. This approach eliminated the need for I-SceI expression
and produced a translocated chromosomal duplication Takahashi et al. Fungal Biol Biotechnol (2018) 5:17 Page 4 of 17 Fig. 2 A schematic showing translocated duplication of chromosome 2 in a strain of A. oryzae. A 1.4-Mb target donor region of chromosome 2 was
duplicated and translocated to the acceptor region of chromosome 4 using break-induced replication and analyzed by PCR using primers targeting the border
of the translocated region (Fig. 3a). occurred in the regenerated strain; this strain was there-
after referred to as J4 and used in further analyses. We detected amplification of the 5-kb DNA fragment
using combinations of primers targeting the translocated
position (primers ct166-U and B-L in lane 4 of Fig. 3a)
and original position (primers B-U and B-L in lane 1 of
Fig. 3a) in the regenerated strain. In contrast, amplifica-
tion of the 3-kb fragment was detected only by using the
primer combination corresponding to the original posi-
tion (primes B-U and B-L in lane 5 of Fig. 3a, and primers
ct166-U and ct166-L in lane 6 of Fig. 3a) in the control
strain (RIB40). These analyses confirmed that translo-
cated duplication of the targeted chromosomal region As described above, generating multiple translocated
chromosomal duplications is theoretically possible. Therefore, we constructed a strain in which the targeted
region of chromosome 2 was triplicated, and evaluated
the effects of triplication on the phenotype of this strain. Initially, we removed the pyrG marker at the border of
the translocated duplication region of chromosome 4
by homologous recombination between the chromo-
some and fragment used to remove pyrG (Additional
file 1: Figure S3, top). Transformants were then selected
on 1.2-M sorbitol-CZ plates containing 5-FOA, and the Page 5 of 17 Takahashi et al. Fungal Biol Biotechnol (2018) 5:17 Takahashi et al. Fungal Biol Biotechnol (2018) 5:17 Page 6 of 17 These results indicate that multiple translocated duplica-
tions (such as translocated triplication) of the targeted
chromosomal region were achieved in the I-8 strain. These results indicate that multiple translocated duplica-
tions (such as translocated triplication) of the targeted
chromosomal region were achieved in the I-8 strain. Gene expression analysis of translocated chromosomal
duplication and triplication strains in solid‑state culture Twenty-three proteo-
lytic genes, 8 amylolytic genes, and 23 xylanolytic genes,
which were located outside of the duplicated region, were Confirmation of translocated chromosomal duplications
using array comparative genome hybridization (array CGH)
CGH was used to confirm the presence of translocated
chromosomal duplication in the targeted chromosomal
region. Briefly, genomic DNA isolated from RIB40 (con-
trol) and J4 strains (Δku70 strain with translocated
chromosomal duplication) was labeled with Cy dyes,
hybridized on microarray slides at 65 °C for 24 h, and
scanned with a laser-scanner. Comparison of the two
strains revealed that the signal ratio of the probes in the
1.4-Mb region of chromosome 2 (AO090003001035–
AO090003001558) was approximately two, and that
of the probes located in the 308-kb region near the
terminal end of chromosome 4 (AO090166000010–
AO090166000123) was nearly zero (Fig. 3b). These
observations confirmed the presence of translocated
duplication of the targeted chromosomal region in the
J4 strain (Fig. 3b and Additional file 1: Figure S1). The
BN1-1 strain (ku70 + strain with translocated chromo-
somal duplication) was also analyzed using CGH. Simi-
lar results were obtained (Additional file 1: Figure S2),
indicating that translocated duplication of the targeted
chromosomal region occurred successfully in the J4 and
BN1-1 strains. Next, genomic DNA isolated from RIB40 (con-
trol) and I-8 strains (Δku70 strain with translocated
chromosomal triplication) was labeled with Cy dyes,
hybridized on microarray slides, and scanned using
a laser-scanner. As shown in Fig. 4, comparisons of
triplicate (I-8) and control strains revealed a signal
ratio of approximately 3 for the probes located in the
1.4-Mb region of chromosome 2 (AO090003001035–
AO090003001558). Moreover, the signal ratios of the
probes located in the 308-kb near-telomeric region of
chromosome 4 (AO090166000010–AO090166000123)
and in the 13-kb near-telomeric region of chromosome 7
(AO090011000001–AO090011000008) were nearly zero,
indicating successful translocation of chromosome 2 to
the end of chromosomes 4 and 7 in the I-8 strain (Fig. 4). Takahashi et al. Fungal Biol Biotechnol (2018) 5:17 Page 7 of 17 Fig. 4 Confirmation of translocated duplication by array CGH. Results of array CGH indicate that the 1.4-Mb region of chromosome 2 was triplicated
and translocated to the ends of chromosomes 4 and 7 Fig. 4 Confirmation of translocated duplication by array CGH. Results of array CGH indicate that the 1.4-Mb region of chromosome 2 was triplicated
and translocated to the ends of chromosomes 4 and 7 the duplicated region. Gene expression analysis of translocated chromosomal
duplication and triplication strains in solid‑state culture The expression of xlnR was not
increased. However, we observed upregulated expres-
sion of genes related to xylanase, most of which were
positively regulated by xlnR [20]. This indicate that xlnR2
(AO090003001292) affected the expression of these
genes. The expression of prtT, amyR, and xlnR2 was upregulated. Increased expression of proteolytic genes,
located outside of the duplicated region, was observed in
the J4 strain, suggesting that gene dosage effect exerted
by prtT occurred in the duplicated region. Similarly, the
upregulated expression of amylolytic genes indicated
that gene dosage effect, exerted by amyR, occurred in Takahashi et al. Gene expression analysis of translocated chromosomal
duplication and triplication strains in solid‑state culture Fungal Biol Biotechnol (2018) 5:17 Page 8 of 17 Table 1 Percent increase in the expression of upregulated genes in the duplicated chromosomal region of the J4 strain
*p < 0.02 and fold change > 1 indicate upregulated genes
% increase shows the percent ratio of upregulated genes to total genes in the whole genome or that of the genes in the duplicated region
COG description
Total
Up-regulated
genes
%
Duplicated
region
Up-regulated
genes
%
[A] RNA processing and modification
176
3
2
8
1
13
[B] Chromatin structure and dynamics
38
2
5
4
2
50
[C] Energy production and conversion
371
56
15
9
3
33
[D] Cell cycle control, cell division, chromosome partitioning
101
10
10
5
2
40
[E] Amino acid transport and metabolism
453
65
14
18
9
50
[F] Nucleotide transport and metabolism
97
15
15
5
5
100
[G] Carbohydrate transport and metabolism
500
103
21
27
15
56
[H] Coenzyme transport and metabolism
133
13
10
4
3
75
[I] Lipid transport and metabolism
314
37
12
12
7
58
[J] Translation, ribosomal structure and
biogenesis
277
5
2
6
3
50
[K] Transcription
180
4
2
9
3
33
[L] Replication, recombination and repair
172
11
6
7
2
29
[M] Cell wall/membrane/envelope biogenesis
98
11
11
5
1
20
[N] Cell motility
2
0
0
0
0
0
[O] Posttranslational modification, protein turnover, chaperones
390
19
5
12
6
50
[P] Inorganic ion transport and metabolism
195
21
11
9
2
22
[Q] Secondary metabolites biosynthesis, transport and catabolism
447
68
15
9
4
44
[R] General function prediction only
1370
186
14
51
18
35
[S] Function unknown
333
27
8
16
7
44
[T] Signal transduction mechanisms
310
26
8
8
2
25
[U] Intracellular trafficking, secretion, and vesicular transport
241
5
2
9
1
11
[V] Defense mechanisms
50
11
22
0
0
0
[W] Extracellular structures
3
0
0
0
0
0
[Y] Nuclear structure
6
0
0
0
0
0
[Z] Cytoskeleton
94
10
11
2
0
0
Unannotated
5659
585
10
211
70
33
Total
12,010
1293
11
446
166
37 Table 1 Percent increase in the expression of upregulated genes in the duplicated chromosomal region of the J4 strain xpression of upregulated genes in the duplicated chromosomal region of the J4 strain p < 0.02 and fold change > 1 indicate upregulated genes p
g
g
ent ratio of upregulated genes to total genes in the whole genome or that of the genes in the duplicated region duplication strains under solid-state culture conditions
(Fig. Gene expression analysis of translocated chromosomal
duplication and triplication strains in solid‑state culture 5a). Both translocated (J4) and tandem (700k-dup)
chromosomal duplications led to increased activity of
protease and amylase. Moreover, the activity of acid
carboxypeptidase in the translocated duplication strain
showed slightly higher levels than that in the wild-type
strain (RIB40 control), but lower levels than that in the
tandem duplication strain. A list of genes located in the
overlapped region between J4 and 700k-dup is provided
in Additional file 1: Table S2. We then examined enzy-
matic activity in the triplication strain I-8 under solid-
state culture conditions. Protease activity was increased
by more than fourfold in the triplication strain (I-8) com-
pared to that in the control strain (RIB40), and was higher
than those in the translocated and tandem duplication
strains (J4 and 700k-dup) (Fig. 5a). The activity of amyl-
ase was also higher in the triplication strain (I-8) than
in the duplication strains (J4 and 700k-dup), indicating upregulated in the duplicated region (Table 6). In con-
trast, 1252 genes located outside of the duplicated region
were downregulated in the J4 strain, indicating that genes
involved in negative regulation were also present in the
duplicated region. duplication and triplication strains in solid‑state culture To examine how chromosomal duplication and tripli-
cation affect phenotypes, we assessed enzymatic activ-
ity in translocated chromosomal duplication strains
under solid-state conditions. We have previously
shown increased activity of protease, amylase, and acid
carboxypeptidase in strains with the 700-kb region
(AO090003001003–AO090003001258) of the tandem
duplication of chromosome 2 under conditions of solid-
state cultivation on wheat bran media [12]. Therefore, we
measured the activities of these enzymes in translocated Takahashi et al. duplication and triplication strains in solid‑state culture Fungal Biol Biotechnol (2018) 5:17 Page 9 of 17 Table 2 Percent increase in upregulated genes in the triplicated chromosomal region of the I-8 strain
*p < 0.02 and fold change > 1 indicate upregulated genes
% increase shows the percent ratio of upregulated genes to total genes in the whole genome or that of the genes in the duplicated region
COG description
Total
Up-regulated
genes
%
Duplicated
region
Up-regulated
genes
%
[A] RNA processing and modification
176
9
5
8
7
88
[B] Chromatin structure and dynamics
38
3
8
4
3
75
[C] Energy production and conversion
371
42
11
9
5
56
[D] Cell cycle control, cell division, chromosome partitioning
101
13
13
5
5
100
[E] Amino acid transport and metabolism
453
60
13
18
14
78
[F] Nucleotide transport and metabolism
97
11
11
5
5
100
[G] Carbohydrate transport and metabolism
500
70
14
27
24
89
[H] Coenzyme transport and metabolism
133
13
10
4
3
75
[I] Lipid transport and metabolism
314
39
12
12
9
75
[J] Translation, ribosomal structure and biogenesis
277
8
3
6
6
100
[K] Transcription
180
10
6
9
8
89
[L] Replication, recombination and repair
172
14
8
7
5
71
[M] Cell wall/membrane/envelope biogenesis
98
10
10
5
3
60
[N] Cell motility
2
0
0
0
0
0
[O] Posttranslational modification, protein turnover, chaperones
390
21
5
12
10
83
[P] Inorganic ion transport and metabolism
195
18
9
9
4
44
[Q] Secondary metabolites biosynthesis, transport and catabolism
447
54
12
9
5
56
[R] General function prediction only
1370
138
10
51
24
47
[S] Function unknown
333
29
9
16
14
88
[T] Signal transduction mechanisms
310
21
7
8
3
38
[U] Intracellular trafficking, secretion, and vesicular transport
241
10
4
9
7
78
[V] Defense mechanisms
50
11
22
0
0
0
[W] Extracellular structures
3
0
0
0
0
0
[Y] Nuclear structure
6
0
0
0
0
0
[Z] Cytoskeleton
94
12
13
2
2
100
Unannotated
5659
537
9
211
118
56
Total
12,010
1153
10
446
284
64 ble 2 Percent increase in upregulated genes in the triplicated chromosomal region of the I-8 strain n upregulated genes in the triplicated chromosomal region of the I-8 strain the triplicated chromosomal region of the I-8 strain p < 0.02 and fold change > 1 indicate upregulated genes of the prtT gene, and a pyrG marker. duplication and triplication strains in solid‑state culture pAPRT in circular
state was used to transform the RP1 strain (pyrG deletion
strain), del 1546K4 strain (pyrG deletion strain derived
from the J4 strain), and TLTAs11B strain (pyrG deletion
strain derived from the I-8 strain). Single transformants
showing clear large halos on casein plates, which indi-
cates high protease activity [12], were selected for each
prtT overexpression strain; overexpression of prtT was
confirmed by real-time PCR (Table 8). that gene dosage showed increased phenotypic effects
after multiple duplication of the chromosomal region. The BP-B3 strain, a tandem duplication strain bearing
a 9-kb region (AO090003001033-AO090003001036)
that included alp (gene encoding alkaline protease,
AO090003001036) [21], showed 1.7-fold increase in
protease activity compared to that of the control strain
(Fig. 5a). The expression of alp and prtT in the duplica-
tion strains were examined by real-time PCR (Table 7). y
We then overexpressed the transcription factor prtT
and examined its effects in duplicated and triplicated
chromosomal translocation strains. PrtT regulates pro-
teolytic enzymes in A. oryzae [22]. Our gene expression
microarrays revealed moderate fivefold increases in prtT
expression in duplication strains. These data suggest
that prtT is rate-limiting, indicating increased protease
activity in prtT over-expressing strains. The prtT over-
expression vector pAPRT contains an amyB promoter
and terminator, connected to the open reading frame i
The expression of prtT was increased more than
10-fold in the APRT, 1546 K-APRT, and TLTA-APRT
strains compared to that in the control strain (Table 8). Accordingly, the activity of protease in solid-state cul-
tures (Fig. 5a) was approximately threefold higher in the
APRT-transformed strain than in the RIB40 strain (wild
type). This indicates that a single copy of alp was rate-
limiting for protease activity under condition of prtT
overexpression. Moreover, protease activity was similar
in the 1546 K-APRT and TLTA-APRT strains and nearly Takahashi et al. Fungal Biol Biotechnol (2018) 5:17 Page 10 of 17 Table 3 Upregulation of proteolytic genes located outside of the duplicated chromosomal region in the J4 strain
a Relative gene expression in the J4 strain compared to that in the RIB40 strain was measured by gene expression array. duplication and triplication strains in solid‑state culture p < 0.02
Systematic name
Relative genea expression
Description
AO090001000135
2.7
Mep20-metalloproteinase
AO090003000354
3.2
LapII, transferrin receptor and related proteins
AO090009000148
2.1
OpsA;aspartyl protease
AO090009000171
3.5
SPRT-like metalloprotease
AO090009000593
4.4
Metal-dependent amidase/aminoacylase/carboxypeptidase
AO090010000493
4.5
NpII-neutral protease II
AO090010000534
4.4
Serine carboxypeptidases (lysosomal cathepsin A)
AO090010000540
3.9
Aminoacylase ACY1 and related metalloexopeptidases
AO090011000036
9.7
Np I-neutral protease I
AO090011000052
4.7
LapI-leucine aminopeptidase
AO090011000235
3.0
TppA-tripeptidyl peptidase A
AO090012000022
2.9
Metal-dependent amidase/aminoacylase/carboxypeptidase
AO090012000080
2.4
Metal-dependent amidase/aminoacylase/carboxypeptidase
AO090012000706
4.0
Carboxypeptidase C (cathepsin A)
AO090020000288
3.1
Aminoacylase ACY1 and related metalloexopeptidases
AO090020000351
4.0
Serine carboxypeptidases (lysosomal cathepsin A)
AO090023000382
2.6
Carboxypeptidase C (cathepsin A)
AO090026000083
4.5
AorO-aorsin
AO090026000680
3.8
Serine carboxypeptidases (lysosomal cathepsin A)
AO090103000264
3.9
Predicted molecular chaperone distantly related to HSP70-fold metalloproteases
AO090138000101
4.0
Putative intracellular protease/amidase
AO090138000114
7.1
Meltrins, fertilins and related Zn-dependent metalloproteinases of the ADAMs family
AO090701000220
2.3
Carboxypeptidase C (cathepsin A) Table 3 Upregulation of proteolytic genes located outside of the duplicated chromosomal region in the J4 strain
Systematic name
Relative genea expression
Description egulation of proteolytic genes located outside of the duplicated chromosomal region in the J4 strain a Relative gene expression in the J4 strain compared to that in the RIB40 strain was measured by gene expression array. p < 0.02 Table 4 Upregulation
of
amylolytic
genes
located
outside of the duplicated region in the J4 strain
a Relative gene expression in the J4 strain compared to that in the RIB40 strain
was measured by gene expression array. p < 0.02
Systematic name
Relative genea
expression
Description
AO090001000259
2.8
Beta-galactosidase
AO090001000492
2.6
Arabinogalactan endo-
1,4-beta-galactosidase
AO090012000389
8.3
Beta-galactosidase/beta-
glucuronidase
AO090023000944
2.5
Alpha-amylase
AO090038000471
2.5
Maltase glucoamylase and
related hydrolases, glyco-
syl hydrolase family 31
AO090103000378
2.9
Alpha-amylase
AO090120000158
6.4
Beta-galactosidase
AO090701000558
2.2
Alpha-glucosidases, family
31 of glycosyl hydrolases The APRT, 1546 K-APRT, and TLTA-APRT strains
showed similarly increases in the activity of acid carboxy-
peptidase compared to that of the RIB40 strain. This sug-
gests that acid carboxypeptidase genes are transactivated
by prtT, but are not located in the duplicated chromo-
somal region. Single-copy integration of pAPRT in the
APRT and TLTA-APRT strains, and two-copy integration
of pAPRT in the 1546 K-APRT strain, were confirmed by
quantitative PCR (Additional file 1: Figure S7). duplication and triplication strains in solid‑state culture Table 4 Upregulation
of
amylolytic
genes
located
outside of the duplicated region in the J4 strain q
(i
g
)
The growth phenotypes of translocated duplication
strains on CZ plates are presented in Fig. 5b. The strains
were cultured on 1.2 M sorbitol-CZ plates at 30 °C for
7 days. The J4 strain showed a slight delay in growth
compared to the growth of the RIB40 strain. The I-8
strain showed a slight delay in growth compared to that
of the J4 strain. The growth rate of the strains gradually
decreased as the copy number of the duplicated region
from chromosome 2 increased. The deletion of a 308-kb
region from chromosome 4, resulting from translocation
in the J4 and I-8 strains, may have caused the delay in
growth. The growth rates of the APRT and 1546 K-APRT
strains were similar to those of the RIB40 and J4 strains,
respectively. However, the TLTA-APRT strain showed a a Relative gene expression in the J4 strain compared to that in the RIB40 strain
was measured by gene expression array. p < 0.02 sixfold higher than that in the RIB40 strain; this indicates
that two copies of alp were sufficient for protease activity
when prtT was overexpressed. Takahashi et al. Fungal Biol Biotechnol (2018) 5:17 Page 11 of 17 Table 5 Upregulation
of
xylanolytic
genes
located
outside of the duplicated region in the J4 strain
*Positively regulated by XlnR [20]
a Relative gene expression in the J4 strain compared to that in the RIB40 strain
was measured by gene expression array. duplication and triplication strains in solid‑state culture p < 0.02
Systematic name
Relative genea
expression
Description
AO090001000164
2.3
Protein with predicted
nucleotide binding activity*
AO090001000383
6.9
Extracellular catechol
oxidase*
AO090005000476
2.8
Beta-xylosidase
AO090005000531
3.6
Endoglucanase B; predicted
secretion signal peptide*
AO090005000698
3.7
Beta-xylosidase*
AO090010000063
5.5
Sugar transporter (MFS
family); transcriptionally
induced by growth on
xylose*
AO090011000141
3.6
Putative exoarabinase*
AO090023000001
6.7
AbfB-alpha-L-arabinofuranosi-
dase B
AO090023000401
3.3
PglB-polygalacturonase B*
AO090038000426
4.1
Dehydrogenases related to
short-chain alcohol dehy-
drogenases*
AO090038000631
3.5
xdhA1-Xylitol dehydroge-
nase*
AO090103000087
3.0
Putative endoglucanase
precursor*
AO090103000268
6.2
Beta-xylosidase*
AO090103000326
2.5
Beta-1,4-xylanase
AO090103000423
2.8
XynF1, beta-1,4-xylanase*
AO090103000426
4.0
Shikimate 5-dehydrogenase*
AO090124000023
3.1
AbfA,;alpha-L-arabinofura-
nosidase
AO090701000885
3.1
As Abf-alpha-L-arabinofura-
nosidase*
AO090001000649
3.4
Alpha-glucosidases, family 31
of glycosyl hydrolases*
AO090011000140
3.6
Beta-glucosidase-related
glycosidases*
AO090011000715
2.7
Ak eglA-Endoglucanase
AO090023000056
2.1
Endoglucanase B
AO090038000175
2.5
Endoglucanase Table 6 Upregulation
of
proteolytic,
amylolytic,
and xylanolytic genes, and expression of their respective
regulatory genes, located in the duplicated region
of the J4 strain
a Relative gene expression in the J4 strain compared to that in the RIB40 strain
was measured by gene expression array. p < 0.02
Systematic name
Relative genea
expression
Description
AO090003001036
3.2
Alp, subtilisin-related protease
AO090003001208
2.0
AmyR
AO090003001209
2.5
AgdA, maltase glucoamylase and
related hydrolases, glycosyl
hydrolase family 31
AO090003001211
5.1
prtT
AO090003001258
2.4
Peptidase family M48
AO090003001292
3.0
XlnR2
AO090003001305
2.7
Alpha-D-galactosidase (melibiase)
AO090003001341
8.3
Endoglucanase
AO090003001497
2.1
Glycosidases
AO090003001511
2.3
Beta-glucosidase-related glycosi-
dases Table 5 Upregulation
of
xylanolytic
genes
located
outside of the duplicated region in the J4 strain Table 6 Upregulation
of
proteolytic,
amylolytic,
and xylanolytic genes, and expression of their respective
regulatory genes, located in the duplicated region
of the J4 strain a Relative gene expression in the J4 strain compared to that in the RIB40 strain
was measured by gene expression array. p < 0.02 b Data are expressed as mean ± SD, and all experiments were conducted in triplicate Discussion In this study, we generated strains of A. oryzae in which
a targeted chromosomal region was translocated and
duplicated. CGH and PCR were used to confirm that
targeted translocation indeed occurred. Because CGH is
commonly used to detect chromosomal rearrangement
in yeast. It was confirmed that the original genome of A. oryzae did not contain an I-SceI recognition sequence
[17], indicating a low possibility of unexpected chromo-
somal rearrangement. g
The strain with the translocated duplication of the
targeted chromosomal region was obtained by treat-
ing protoplast cells with the I-SceI enzyme. No strains
containing translocated duplication were generated in
the absence of I-SceI, indicating that translocated chro-
mosomal duplication in A. oryzae requires artificially
introduced DSBs and depends on the break-induced
replication mechanism. We previously obtained tandem
chromosomal duplications from protoplasted cells with-
out I-SceI-derived chromosomal DSBs in A. oryzae [12]
and hypothesized that the tandem chromosomal duplica-
tions were generated by a nonallelic homologous recom-
bination mechanism instead of classical unequal sister
chromatid exchange in diploid budding yeast [23]. In
addition, the time required for regenerating cells and fre-
quency of regenerated colonies differed between tandem
and translocated chromosomal duplications in A. oryzae. Specifically, tandem chromosomal duplications were pro-
duced after incubating protoplast cells for 5–7 days on
regeneration plates, and the frequency of regenerated a Relative gene expression in the J4 strain compared to that in the RIB40 strain
was measured by gene expression array. p < 0.02 a Relative gene expression in the J4 strain compared to that in the RIB40 strain
was measured by gene expression array. p < 0.02 severe delay in growth compared to that of the I-8 strain. As shown in Table 8, the expression of alp was extremely
high in the TLTA-APRT strain compared to that in the
APRT or 1546 K-APRT strains. The expression of alp was
originally high in the control strain (RIB40), suggesting
that increased expression of alp caused growth delays in
the TLTA-APRT strain. severe delay in growth compared to that of the I-8 strain. As shown in Table 8, the expression of alp was extremely
high in the TLTA-APRT strain compared to that in the
APRT or 1546 K-APRT strains. The expression of alp was
originally high in the control strain (RIB40), suggesting
that increased expression of alp caused growth delays in
the TLTA-APRT strain. Takahashi et al. a Relative quantity of gene expression was measured by real-time PCR ean ± SD, and all experiments were conducted in triplicate a Relative quantity of gene expression was measured by real-time PCR Discussion Fungal Biol Biotechnol (2018) 5:17 Page 12 of 17 Fig. 5 Phenotypes of translocated duplication strains. a Enzyme activity in strains bearing chromosomal duplication under solid-state culture
conditions. Total protease, alpha-amylase, and acid carboxypeptidase activity in solid-state cultures; RIB40 (control), J4 (the strain bearing
translocated duplication of chromosome 2), I-8 (the strain bearing translocated triplication of chromosome 2), APRT (prtT overexpression strain),
1546K-APRT (the strain bearing translocated duplication of chromosome 2 with prtT overexpression), TLTA-APRT (the strain bearing translocated
triplication of chromosome 2 with prtT overexpression), Ao-700k-dup (the strain bearing tandem duplication of a 700-kb region of chromosome
2), BP-B3 (the strain bearing tandem duplication of a 9-kb region of chromosome 2). b Growth phenotypes of strains bearing chromosomal
duplication cultured on CZ plates. The strains were inoculated onto 1.2 M sorbitol CZ plates and incubated at 30 °C for 7 days Fig. 5 Phenotypes of translocated duplication strains. a Enzyme activity in strains bearing chromosomal duplication under solid-state culture
conditions. Total protease, alpha-amylase, and acid carboxypeptidase activity in solid-state cultures; RIB40 (control), J4 (the strain bearing
translocated duplication of chromosome 2), I-8 (the strain bearing translocated triplication of chromosome 2), APRT (prtT overexpression strain),
1546K-APRT (the strain bearing translocated duplication of chromosome 2 with prtT overexpression), TLTA-APRT (the strain bearing translocated
triplication of chromosome 2 with prtT overexpression), Ao-700k-dup (the strain bearing tandem duplication of a 700-kb region of chromosome
2), BP-B3 (the strain bearing tandem duplication of a 9-kb region of chromosome 2). b Growth phenotypes of strains bearing chromosomal
duplication cultured on CZ plates. The strains were inoculated onto 1.2 M sorbitol CZ plates and incubated at 30 °C for 7 days Table 7 Quantitative expression of alp and prtT in strains bearing chromosomal duplication
Strain
alp
prtT
Relativea quantity
(dR)
Upperb error bars
Lowerb error bars
Relativea quantity
(dR)
Upperb error bars
Lowerb
error bars
RIB40
1
0.58
0.37
1
0.26
0.21
J4
3.11
0.58
0.49
4.14
0.61
0.53
I-8
7.10
2.18
1.98
5.81
1.32
1.54
D2
2.84
1.16
0.71
4.28
1.75
1.08
BP-B3
1.84
1.47
0.70
2.19
1.67
0.92 Table 7 Quantitative expression of alp and prtT in strains bearing chromosomal duplication Table 7 Quantitative expression of alp and prtT in strains bearing chromosomal duplication Takahashi et al. Discussion Fungal Biol Biotechnol (2018) 5:17 Page 13 of 17 Table 8 Quantitative expression of alp and prtT in prtT overexpression strains
a Relative quantity of gene expression was measured by real-time PCR
b Data are expressed as mean ± SD, and all experiments were conducted in triplicate
Strain
alp
prtT
Relativea quantity
(dR)
Upperb error bars
Lowerb error bars
Relativea quantity
(dR)
Upperb error bars
Lowerb
error bars
RIB40
1
0.08
0.07
1
0.15
0.13
APRT
5.26
1.19
1.00
15.69
2.45
2.14
1546 K APRT
8.07
1.10
1.03
15.34
2.27
2.03
TLTA-APRT
17.31
1.52
1.35
18.33
2.34
2.05 Table 8 Quantitative expression of alp and prtT in prtT overexpression strains Relative quantity of gene expression was measured by real-time PCR
b Data are expressed as mean ± SD, and all experiments were conducted in triplicate in the strains containing duplicated and triplicated
chromosome regions as compared to that of the control
strain (Tables 1 and 2). Thus, the transcription levels of
genes in the duplicated chromosomal regions were pre-
dominantly affected, and the resulting phenotypes were
enhanced as the copy number increased. This suggests
that segmental chromosomal duplication can be used to
identify unknown gene functions based on phenotypic
observations.i colonies from the protoplast cells was approximately
10−7 [12]. In contrast, strains with translocated chromo-
somal duplications were generated only after protoplast
cell regeneration was conducted for more than 2 weeks,
and the frequency of regenerated colonies from the pro-
toplasted cell was approximately 10−8. To obtain trans-
located chromosomal triplications in regenerated state,
nearly 3 weeks were necessary to regenerate the colonies,
and most regenerated cells were heterokaryons con-
taining both the original chromosome and translocated
chromosome (Additional file 1: Figure S4). Hence, in
the present study, single-colony isolation was necessary
to obtain a pure translocated chromosomal triplication
strain, indicating that more time is required for recom-
bination to form translocated chromosomal regions in
A. oryzae. These results indicate that tandem duplication
of a targeted chromosomal region achieved in our pre-
vious study [12], and translocated duplication of a tar-
geted chromosomal region achieved in the present study,
depend on completely different recombination mecha-
nisms and techniques. Protease activity was used to confirm the duplication
stability of chromosome 2. Genome stability of A. oryzae
strains in which translocated duplication was generated
by mutagenesis was described in a United States patent
US8900647B2. Discussion The genomes of the strains bearing trans-
located duplication were stable after 10 generation of
subculture. Additionally, in our previous report [12], we
showed that targeted tandem duplication of chromosome
2 remained stable after 5 rounds of subculture. Translo-
cated duplication is more stable than tandem duplication
because the possibility of losing the duplicated region via
recombination is low. Translocated duplication strains were generated from
both ku70 + and ku70- strains; the BN1-1 strain was
derived from ku70 + and J4 strain was derived from
ku70− (Table 9). This suggests that non-homologous
end-joining pathways involving Ku70/80 heterodimers
are not important in the mechanism of translocated
duplication. As shown previously, undesirable deletions
or illegitimate recombinations were not observed in
the combination of the Δku70 strain and 5FOA counter
selection [17]. This indicates that the Δku70 strain of A. oryzae is suitable for pyrG-mediated targeted chromo-
somal duplication used previously [12] and in our pre-
sent study. Therefore, it is possible to identify interesting
phenotypes by constructing a chromosome duplication
strain library that covers the whole genome and to detect
unknown regulatory genes by screening and analyzing
the library in A. oryzae. In the present study, we generated duplication and trip-
lication strains of A. oryzae chromosome 2 including alp
and prtT. The strains bearing duplicated and triplicated
chromosome 2 showed significant increases in the activ-
ity of protease under solid-state culture conditions. However, protease activity in the BP-B3 strain (gen-
erated using tandem duplication of the 9-kb region,
which included alp but not prtT) was less than those of
the J4 and 700k-dup strains (generated using duplica-
tion of a chromosomal region containing both alp and
prtT) (Fig. 5a). This indicates that duplication of both alp
and prtT, or a structural gene and its regulatory gene,
enhances the activity of protease. The duplicated region
of chromosome 2 included the alpha-amylase gene and
amyR, suggesting that amylase activity in the strains was
enhanced via similar mechanism. Oligonucleotide microarrays revealed increased gene
expression with increasing amounts of genetic material Page 14 of 17 Takahashi et al. Fungal Biol Biotechnol (2018) 5:17 Table 9 Strains used in the present study
A. Conclusion In this study, we achieved translocated chromosomal
duplication and triplication of a 1.4-Mb targeted chro-
mosomal region by directly introducing I-SceI mega-
nuclease into A. oryzae protoplast cells. Strains with
duplication and triplication of chromosome 2 showed
substantial increases in the activity of protease and amyl-
ase. Gene dosage effects were enhanced by combining
the structural gene and its regulatory gene, indicating
that segmental duplications of chromosomes play impor-
tant phenotypic roles in koji mold strains. Discussion oryzae RIB40 strain
Genotype
Source or reference
RIB40
Wild type
Ku70RC7-2
Δku70, ΔpyrG
[10]
RP-1
ΔpyrG
[7, 8]
Ao-700k-dup
Tandem duplication of 700kb region of chromosome 2
[12]
B1036p5′ΔCTp3′Δ
5′ΔpyrG, 3′ΔpyrG (parental strain of BN1-1)
Present study
ku70-B1036p5′ΔCTp3′Δ
Δku70, 5′ΔpyrG, 3′ΔpyrG (parental strain of J4)
Present study
BN1-1
Translocated duplication of 1.4 Mb region of chromosome 2
to chromosome 4
Present study
J4
Δku70, translocated duplication of 1.4 Mb region of chromosome 2 to chromosome 4
Present study
del1546K4
Δku70, translocated duplication of 1.4 Mb of region chromosome 2 to chromosome 4, ΔpyrG
Present study
K1-IF5-2-5FOA
Δku70, translocated duplication of 1.4 Mb region of
chromosome 2 to chromosome 4, 5′ΔpyrG, 3′ΔpyrG
(parental strain of I-8)
Present study
I-8
Δku70, translocated duplication of 1.4 Mb region of chromosome 2 to chromosome 4 and chromo-
some 7
Present study
TLTAs11B
Δku70, translocated duplication of 1.4 Mb region of chromosome 2 to chromosome 4 and chromo-
some 7, ΔpyrG
Present study
APRT
pAPRT
Present study
1546 K-APRT
Δku70, translocated duplication of 1.4 Mb region of chromosome 2 to chromosome 4, pAPRT
Present study
TLTA-APRT
Δku70, translocated duplication of 1.4 Mb region of chromosome 2 to chromosome 4 and chromo-
some 7, pAPRT
Present study
BP-B3
Tandem duplication of 9 kb region of chromosome 2
Present study Table 9 Strains used in the present study Source or reference 30 min in a solution containing 0.05 mL of 1.2 M sorbitol,
0.02 mL of PEG, and 50 U of I-SceI endonuclease (New
England Biolabs, Ipswich, MA, USA). After the addition
of 0.07 mL PEG, the cells were incubated at room tem-
perature for 1 h. Then, the cells were spread on regenera-
tion plates containing 1.2 M sorbitol-CZ and incubated at
30 °C for 2–3 weeks. Regenerated colonies on regenera-
tion plates were transferred to CZ plates for further anal-
ysis. Information on the genome of Aspergillus oryzae
was collected from the genome database at the National
Institute of Technology and Evaluation (http://www.bio. nite.g.o.jp/dogan/Top) and AspGD (http://www.asper
gillusgenome.org). All oligonucleotide primers used in
this study are listed in Additional file 1: Table S1. Strains, media, and transformation Strains, media, and transformation
Host strains included A. oryzae RIB40 (ATCC 42149),
A. oryzae RP-1(ΔpyrG) [7, 8], and A. oryzae Ku70RC7-2
(Δku70, ΔpyrG) [10]. Positive selection of pyrG-defi-
cient strains was performed on Czapek-Dox minimum
medium (CZ) plates containing 20 mM uridine and
1.5 mg/mL 5-fluoroorotic acid (5-FOA). Solid-state cul-
tivation was performed using medium containing 20%
wheat bran and 80% water (wt/wt). Transformation of
Aspergillus strains using protoplasts and PEG was con-
ducted as previously described [17, 24]. Strains bearing
translocated chromosomal duplication were obtained
as follows. Approximately 1 × 108 protoplasts were pre-
pared from the host strain and maintained on ice for DNA techniques and expression analysis The
resulting fragments were treated with DpnI and ligated
into the vector using an In-Fusion Cloning Kits (TaKaRa)
to obtain pCT166pyr3ʹd. The fragment for removing
pyrG from the J4 strain was constructed as follows: a
2-kb amplification fragment and a 2.3-kb fragment were
amplified from RIB40 genomic DNA using the primer
pairs TL-B5626L and TL-B3616U-IF, and TL-ct3685L-
IF and TL-ct1388U, respectively. Fragments were ligated
using In-fusion cloning kits (TaKaRa) to obtain the vec-
tor for removing pyrG from the J4 strain. To construct
the vector for integrating 3′ΔpyrG at the S11 locus of
chromosome 7, a 1.3-kb fragment of genomic DNA from
the RIB40 strain was amplified using the primers S11-U
and S11-L. This fragment was cloned using a TA clon-
ing kit (TOYOBO) to prepare pS11T. pS11T was ampli-
fied via PCR using the primers S11-IFU and S11-IFL. The basic unit of 3′ΔpyrG, BP1130-I, was amplified using
the primers P363U and P3297L. The resulting fragments
were treated with DpnI and ligated into the vector using
In-Fusion Cloning Kits (TaKaRa) to obtain pS11pyr3ʹd. The fragment for removing pyrG from the I-8 strain was
constructed as follows: a 2.8-kb fragment was ampli-
fied using the primers TL-B3616U-IF-S11 and B6217L,
and a 2.7-kb fragment was amplified using the primers
TL-S11-14389U-IF-B and S11-17060L. The two PCR
products were then ligated using In-Fusion Cloning Kits
(TaKaRa) to obtain the vector for removing pyrG from
the I-8 strain. Details of pyrG removal using homologous
fragments were described previously [10]. Construction of vector used for partial deletion of pyrG
Construction of vectors used to create the 5′ΔpyrG and
3′ΔpyrG constructs was carried out in a manner similar
to a method described previously [12]. The schematic
of vector construction is shown in Additional file 1: Fig-
ure S6. The 5′ΔpyrG construct was pyrG-truncated by
removing 631 bp from the 5′ end of pyrG, which included
the promoter region. The 3′ΔpyrG construct was pyrG-
truncated by removing 1236 bp from the 3′ end of pyrG,
which included the terminator region. A 462-bp consen-
sus region was present between 5′ΔpyrG and 3′ΔpyrG,
and 3′ΔpyrG included an I-SceI site in the consensus
region. To construct the 5′ΔpyrG vector, a 5′ΔpyrG vec-
tor backbone was constructed using the primers P499L,
P509U, P1130U-IF5, and P1592L-IF5. DNA techniques and expression analysis The resulting fragments
were treated with DpnI and ligated into the vector using
In-Fusion Cloning Kits (TaKaRa) to obtain pS11pyr3ʹd. The fragment for removing pyrG from the I-8 strain was
constructed as follows: a 2.8-kb fragment was ampli-
fied using the primers TL-B3616U-IF-S11 and B6217L,
and a 2.7-kb fragment was amplified using the primers
TL-S11-14389U-IF-B and S11-17060L. The two PCR
products were then ligated using In-Fusion Cloning Kits
(TaKaRa) to obtain the vector for removing pyrG from
the I-8 strain. Details of pyrG removal using homologous
fragments were described previously [10]. Construction of parental strain for strains bearing
translocated chromosomal duplication PCR amplification was performed using TaKaRa Ex
Taq DNA polymerase (TaKaRa, Shiga, Japan) in a T100
thermal cycler (Bio-Rad, Hercules, CA, USA). Quantita-
tive RT-PCR was performed in a MxPro3000P (Agilent
Technologies, Santa Clara, CA, USA) using PrimeScript™
RT reagent with gDNA Eraser (Perfect Real Time) and
SYBR® Premix Ex Taq™ II (Tli RNase H Plus) (TaKaRa). The expression of alp and prtT were analyzed by com-
parative quantification using MxPro software version
4.10 (Agilent Technologies). AO090005000807 (ortholog
of transcription factor TFIID) was used as normalizer,
and primers are listed in Table S2. Oligonucleotide arrays
were purchased from Agilent Technologies; the experi-
mental protocol was detailed in a previous study [17, 25]. The CGH and gene expression array data obtained in the
present study have been deposited into the NCBI Gene
Expression Omnibus [26] and are accessible using GEO
Series accession number GSE120604. Then, a 5.8 kb fragment was amplified from the pPB9
plasmid [12] using the primer pair P2788L/P2828U, and
a 0.5 kb-fragment was amplified from the pBP9-sceI (a
pBP9-based vector bearing pyrG, including the I-SceI
recognition site) [12] using the primer pair P1130U-IF3/
P1592-IF3. The fragments were then ligated using an In-
Fusion cloning kit (TaKaRa), and the basic construct for
3′ΔpyrG BP1130-I was generated. To construct the vec-
tor for integrating 3′ΔpyrG at the CT166 locus of chro-
mosome 4, a 3-kb fragment of genomic DNA from the
RIB40 strain was amplified using the primers ct166-U
and ct166-L. This fragment was cloned using a TA clon-
ing kit (TOYOBO) to prepare pCT166T. pCT166T was
amplified via PCR using the primers ct166-IFU and
ct166-IFL. The basic unit of 3′ΔpyrG, BP1130-I, was
amplified using the primers P363U and P3297L. DNA techniques and expression analysis DNA techniques and expression analysis
Genomic DNA from Aspergillus strains was extracted
as described previously [24]. RNA samples were pre-
pared from mycelia that were inoculated on wheat bran
medium and cultivated at 30 °C for 65 h. After cultiva-
tion, the mycelia were harvested and ground in liquid
nitrogen using a mortar and pestle; RNA was extracted
using Isogen reagent (Nippon Gene, Toyama, Japan). Fur-
ther purification was performed using RNeasy Mini kits
(Qiagen, Hilden, Germany) according to the manufac-
turer’s instructions. RNA was used in quantitative real-
time PCR (RT-PCR) and gene expression microarrays. Takahashi et al. Fungal Biol Biotechnol (2018) 5:17 Page 15 of 17 Then, a 5.8-kb fragment was amplified from the pPB9
plasmid [12] using the primer pair P2788L/P2828U, and
a 0.5 kb-fragment was amplified from the pBP9-sceI (a
pBP9-based vector bearing pyrG, including the I-SceI
recognition site) [12] using the primer pair P1130U-IF3/
P1592-IF3. The fragments were then ligated using an In-
Fusion cloning kit (TaKaRa), and the basic construct for
3′ΔpyrG BP1130-I was generated. To construct the vec-
tor for integrating 3′ΔpyrG at the CT166 locus of chro-
mosome 4, a 3-kb fragment of genomic DNA from the
RIB40 strain was amplified using the primers ct166-U
and ct166-L. This fragment was cloned using a TA clon-
ing kit (TOYOBO) to prepare pCT166T. pCT166T was
amplified via PCR using the primers ct166-IFU and
ct166-IFL. The basic unit of 3′ΔpyrG, BP1130-I, was
amplified using the primers P363U and P3297L. The
resulting fragments were treated with DpnI and ligated
into the vector using an In-Fusion Cloning Kits (TaKaRa)
to obtain pCT166pyr3ʹd. The fragment for removing
pyrG from the J4 strain was constructed as follows: a
2-kb amplification fragment and a 2.3-kb fragment were
amplified from RIB40 genomic DNA using the primer
pairs TL-B5626L and TL-B3616U-IF, and TL-ct3685L-
IF and TL-ct1388U, respectively. Fragments were ligated
using In-fusion cloning kits (TaKaRa) to obtain the vec-
tor for removing pyrG from the J4 strain. To construct
the vector for integrating 3′ΔpyrG at the S11 locus of
chromosome 7, a 1.3-kb fragment of genomic DNA from
the RIB40 strain was amplified using the primers S11-U
and S11-L. This fragment was cloned using a TA clon-
ing kit (TOYOBO) to prepare pS11T. pS11T was ampli-
fied via PCR using the primers S11-IFU and S11-IFL. The basic unit of 3′ΔpyrG, BP1130-I, was amplified using
the primers P363U and P3297L. DNA techniques and expression analysis Then, 5.8- and
0.5-kb fragments were amplified via PCR from the pPB9
plasmid (a pUC-based plasmid bearing a 3.0-kb fragment
containing pyrG) [12] using the primer pairs P499L/
P509U and P1130U-IF5/P1592L-IF5. The fragments were
then ligated using an In-Fusion cloning kit (TaKaRa), and
the basic construct for 5′ΔpyrG BP1130 was generated. To
construct a vector for integrating 5′ΔpyrG at the B1036
site of chromosome 2, a 3-kb fragment was PCR-ampli-
fied from the genome of the RIB40 strain using primers
B1036-U and B1036-L. Cloning of this fragment using
a TA cloning kit (TOYOBO, Osaka, Japan) produced
pB1036T, and pB1036T and BP1130 were PCR-amplified
using the primers B1036-IFU and B1036IFL, and P363U
and P3297L, respectively. The resulting two fragments
were treated with DpnI and ligated using In-Fusion Clon-
ing Kits (TaKaRa) to generate the pB1036pyr5′d vector. To construct the 3′ΔpyrG vector including the I-SceI site,
a 3′ΔpyrG vector backbone was constructed using the
primers P2788L, P2828U, P1130U-IF3, and P1592L-IF3. Construction of parental strain for strains bearing
translocated chromosomal duplication To construct parental strains for generating strains with
translocated chromosomal duplication, RP-1 (ΔpyrG)
and ku70RC7-2 (Δku70, ΔpyrG) were transformed with
pB1036pyr5′d. After confirming vector integration at
target sites, transformants were subjected to selection Takahashi et al. Fungal Biol Biotechnol (2018) 5:17 Page 16 of 17 Page 16 of 17 Solid‑state cultivation and measurements of enzyme
activity Solid‑state cultivation and measurements of enzyme
activity Solid‑state cultivation and measurements of enzyme
activity using 5-FOA, and strains with 5′ΔpyrG at the target site
of chromosome 2 were isolated (Additional file 1: Figure
S6B). The strains B1036pyrG5′Δ and ku70-B1036pyrG5′Δ
were transformed with pCT166pyr3′d. Strains with
pCT166pyr3′d integrated at the target site were selected
using 5-FOA to obtain parental strains for generating the
strains B1036p5′ΔCTp3′Δ and ku70-B1036p5′ΔCTp3′Δ
containing translocated chromosomal duplication (Addi-
tional file 1: Figure S6C). Construction of parental strain
for translocated triplication was conducted as follows. The del1546 K strain, obtained by removing pyrG from
chromosome 4 of the J4 strain (Additional file 1: Figure
S4), was transformed with pS11pyr3ʹd. After confirming
vector integration of chromosome 7, transformants were
subjected to selection using 5-FOA. The strains with
3′ΔpyrG at the target site of chromosome 7 (K1-IF5-2-
5FOA) were isolated (Additional file 1: Figure S4). Solid-state cultures were generated by inoculating
1 × 108 conidiospores into 5 g of wheat bran medium in
a 150-mL Erlenmeyer flask and incubating at 30 °C for
4 days. Water (50 mL) was then added to the flask and
extracted after shaking. The liquid fraction was filtered
through filter paper and used as sample extract. Pro-
tease activity was determined by mixing the substrate
and 2% milk casein (pH 7) with sample extracts and
incubating at 30 °C for 20 min. Reactions were stopped
using trichloroacetic acid, and quantities of liberated
amino acids were measured at 660 nm using a tyrosine
standard. One unit (U) was defined as the amount of
enzyme yielding 1 µg of tyrosine per min at 30 °C and
at pH 7. The activity of alpha-amylase was determined
using Alpha-Amylase Activity kits (Kikkoman Bio-
chemifa, Minato-ku, Japan) according to the manufac-
turer’s instructions. Briefly, reaction buffer containing
100 mM acetate (pH 5), 2 mM 2-chloro-4 nitrophenyl
65-azido-65-deoxy-beta-maltopentaocid, 50 U/mL glu-
coamylase, 6 U/mL beta-glucosidase, 50 mM NaCl, and
2 mM CaCl2 was mixed with 300 volumes of diluted
sample extract and incubated for 5 min at 37 °C. The
reactions were stopped using trichloroacetic acid, and
liberated 2-chloro-4 nitrophenol contents were deter-
mined at 400 nm. One unit (U) was defined as the
amount of enzyme yielding 1 µmol of 2-chloro-4 nitro-
phenol per min. Construction of prtT overexpression strainsh Construction of prtT overexpression strains
The prtT overexpression vector pAPRT was constructed
as follows. A 3.7 kb amyB fragment, amplified from
RIB40 genome DNA using the primers amyU and amyl,
was cloned by a TA cloning kit (TOYOBO) to generate
pAmyTA. A 6.7-kb fragment, amplified from pAmyTA
using the primer pair Amy118UIF/TA816UIF, and a
2.9-kb pyrG fragment amplified from pBP9 [12] using
the primer pair P363U/P3229L, were fused using an In-
Fusion-Cloning Kit (TaKaRa) to obtain pAmyPYR. A
7.6-kb fragment amplified from pAmyPYR, and a 2.1 kb
fragment containing prtT ORF and amplified from RIB40
genomic DNA using the primer pair prtTstU/prtTteL,
were fused using an In-Fusion-Cloning Kit (TaKaRa) to
obtain the prtT overexpression vector pAPRT. The RP1,
del1546K4, and TLTAS11B strains were transformed
with pAPRT in a circular state to obtain the APRT,
1546 K-APRT, and TLTA-APRT strains, respectively. The copy numbers of the pAPRT vector integrated in
the strains were estimated by quantitative PCR (Addi-
tional file 1: Figure S7). The APRT and TLTA-APRT
strains contained one copy of APRT. The 1546 K-APRT
strain contained two copies of pAPRT. Determining the
copy number of pAPRT in the strains via Southern blot
was difficult. This is because A. oryzae strains originally
contain three copies of amylase genes, and the duplicated
chromosomal region contained prtT and amylase genes. The results of PCR suggested that one copy of pAPRT
in the 1546 K-APRT strain was integrated at one of the
amylase loci (data not shown). The other copy of pAPRT
appeared to be randomly integrated in the strains. The activity of acid carboxypeptidase was determined
using Acid Carboxypeptidase Assay kits (Kikkoman Bio-
chemifa) according to the manufacturer’s instructions. The reaction buffer containing 50 mM acetate (pH 3),
0.5 mM Cbz-Tyr-Ala (carboxybenzoxy-L-tyrosyl-l-ala-
nine), and 5 mM NAD was mixed with 30 volumes of
diluted sample extract and incubated for 10 min at 37 °C. The reaction was stopped using 0.5 M Tris–HCl buffer
(pH 8.5) containing 5 mM WST-8 and 13 U of alanine
dehydrogenase, and the mixture was incubated at 37 °C
for 20 min. Subsequently, 0.5 mM 1-methoxy-5-methyl-
phenazinium methylsulfate was added to reaction mix-
ture and incubated at 37 °C for 10 min. Quantities of
liberated NADH were measured at 460 nm. One unit was
defined as the amount of enzyme that liberated 1 µmol of
l-alanine from Cbz-Tyr-Ala per min. Additional file Ethics approval and consent to participate 17. Takahashi T, Ogawa M, Koyama Y. Analysis of the functions of recom-
bination-related genes in the generation of Large chromosomal
deletions by loop-out recombination in Aspergillus oryzae. Eukaryot Cell. 2012;11:507–17. Additional file Additional file 1. Supplementary figures and tables. Additional file 1. Supplementary figures and tables. Page 17 of 17 Page 17 of 17 Page 17 of 17 Takahashi et al. Fungal Biol Biotechnol (2018) 5:17 Received: 19 April 2018 Accepted: 21 September 2018 19. Tatusov RL, Galperin MY, Natale DA, Koonin EV. The COG database: a tool
for genome-scale analysis of protein functions and evolution. Nucleic
Acids Res. 2000;28:33–6. 20. Noguchi Y, Sano M, Kanamaru K, Ko T, Takeuchi M, Kato M, Kobayashi T. Genes regulated by AoxlnR, the xylanolytic and cellulolytic transcriptional
regulator, in Aspergillus oryzae. Appl Microbiol Biotechnol. 2009;85:141. Authors’ contributions 11. Sopoko R, Huang D, Preston N, Chua G, Papp B, Kafadar K, Snyder M,
Oliver SG, Cyert M, Hughes TR, Boone C, Andrews B. Mapping path-
ways and phenotypes by systematic gene overexpression. Mol Cell. 2006;21:319–30. TT, AS, and YK conceived and designed the experiments. TT and MO
performed the experiments. TT wrote the manuscript. All authors read and
approved the final manuscript. 12. Takahashi T, Sato A, Ogawa M, Hanya Y, Oguma T. Targeted tandem
duplication of a large chromosomal segment in Aspergillus oryzae. Appl
Environ Microbiol. 2014;80:4547–58. Acknowledgements g
We thank Tetsuya Oguma and Naoki Kajiyama for helpful discussions, and Yuki
Nakamura for technical assistance. We thank Tetsuya Oguma and Naoki Kajiyama for helpful discussions, and Yuki
Nakamura for technical assistance. 13. Bosco G, Haber JE. Chromosome break-induced DNA replication
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https://openalex.org/W4223497809
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https://arodes.hes-so.ch/record/10228/files/Monteiro_2022_ability_to_care.pdf
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English
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Ability to Care for an Ill Loved One During the First COVID-19 Lockdown: Mediators of Informal Caregivers’ Stress in Europe
|
Frontiers in psychiatry
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cc-by
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Edited by:
Chung-Ying Lin,
National Cheng Kung University,
Taiwan 1 La Source, School of Nursing Sciences, HES-SO University of Applied Sciences and Arts Western Switzerland, Lausanne,
Switzerland, 2 Aix Marseille Université, LPCPP, Aix-en-Provence, France, 3 AVASAD, Association Vaudoise d’Aide et de Soins
à Domicile Route de Chavannes, Lausanne, Lausanne, Switzerland, 4 HESAV, School of Health Sciences, HES-SO University
of Applied Sciences Western Switzerland, Switzerland, 5 Service de Psychiatrie Générale, Psychiatry Department, CHUV,
Lausanne, Switzerland, 6 Pôle Centre Rive Gauche et Centre Ressource de Réhabilitation Psychosociale et de Remédiation
Cognitive, Centre Hospitalier Le Vinatier, UMR 5229, CNRS, Université Claude Bernard Lyon 1, Lyon, France, 7 Département
des Sciences de la Santé Publique et de la Motricité, Haute Ecole de la Province de Namur, Namur, Belgium, 8 Centre Neuro
Psychiatrique St. Martin, Dave Namur, Belgium, 9 Community Psychiatry Service, Department of Psychiatry, Lausanne
University Hospital and University of Lausanne, Lausanne, Switzerland Reviewed by:
Chia-Wei Fan,
AdventHealth University,
United States
Emma Berry,
Queen’s University Belfast,
United Kingdom Informal caregivers are overlooked, healthcare actors. They are at particular risk of
distress and suffer from poor mental health. This study aimed to investigate the
perceived stress and modulating factors during the first COVID-19 lockdown in Europe,
regardless of the illness that care recipients suffer from. Sociodemographic data,
coping resources, and perceived stress level using the Perceived Stress Scale (PSS-10)
questionnaire were assessed using a web-based survey in Switzerland, France, and
Belgium with 232 informal caregivers. Mediation analyses were used to identify the
factors that modulate stress. Higher perceived stress among informal caregivers was
associated with a younger age for the care recipient, family relationship with the care
recipient, cohabitation, and female sex of the informal caregiver. These associations
were partially mediated by the fear of getting ill (age, cohabitation), the conviction
that lockdowns had a negative impact on health (age, kinship), and the perceived
deterioration of the care recipient’s health (gender). The fear of losing the ability to cope
with caregiving tasks due to an illness (COVID-19 and/or other) and the negative impact
of the lockdown on care recipients’ health, particularly on the mental health of young
care recipients, increased the stress of informal caregivers. Our results emphasize the
importance of informal caregiving support to prevent heightened stress in lockdown
conditions, regardless of care recipient illness or kinship. Informal caregivers are overlooked, healthcare actors. Ability to Care for an Ill Loved One
During the First COVID-19
Lockdown: Mediators of Informal
Caregivers’ Stress in Europe Shadya Monteiro1†, Margot Fournier1†, Jérôme Favrod1, Anne-Laure Drainville1,
Léa Plessis2, Sylvie Freudiger3, Krzysztof Skuza4, Charlene Tripalo5, Nicolas Franck6,
Marie-Clotilde Lebas7, Jocelyn Deloyer8, Hélène Wilquin2, Philippe Golay9 and
Shyhrete Rexhaj1* Keywords: informal caregiver, lockdown, COVID-19, perceived stress, mental health They are at particular risk of
distress and suffer from poor mental health. This study aimed to investigate the
perceived stress and modulating factors during the first COVID-19 lockdown in Europe,
regardless of the illness that care recipients suffer from. Sociodemographic data,
coping resources, and perceived stress level using the Perceived Stress Scale (PSS-10)
questionnaire were assessed using a web-based survey in Switzerland, France, and
Belgium with 232 informal caregivers. Mediation analyses were used to identify the
factors that modulate stress. Higher perceived stress among informal caregivers was
associated with a younger age for the care recipient, family relationship with the care
recipient, cohabitation, and female sex of the informal caregiver. These associations
were partially mediated by the fear of getting ill (age, cohabitation), the conviction
that lockdowns had a negative impact on health (age, kinship), and the perceived
deterioration of the care recipient’s health (gender). The fear of losing the ability to cope
with caregiving tasks due to an illness (COVID-19 and/or other) and the negative impact
of the lockdown on care recipients’ health, particularly on the mental health of young
care recipients, increased the stress of informal caregivers. Our results emphasize the
importance of informal caregiving support to prevent heightened stress in lockdown
conditions, regardless of care recipient illness or kinship. *Correspondence:
Shyhrete Rexhaj
s.rexhaj@ecolelasource.ch
†These authors share first authorship Specialty section:
This article was submitted to
Public Mental Health,
a section of the journal
Frontiers in Psychiatry
Received: 11 January 2022
Accepted: 08 March 2022
Published: 12 April 2022
Citation:
Monteiro S, Fournier M, Favrod J,
Drainville A-L, Plessis L, Freudiger S,
Skuza K, Tripalo C, Franck N,
Lebas M-C, Deloyer J, Wilquin H,
Golay P and Rexhaj S (2022) Ability
to Care for an Ill Loved One During
the First COVID-19 Lockdown:
Mediators of Informal Caregivers’
Stress in Europe. Front. Psychiatry 13:852712. doi: 10.3389/fpsyt.2022.852712 Specialty section:
This article was submitted to
Public Mental Health,
a section of the journal
Frontiers in Psychiatry Specialty section:
This article was submitted to
Public Mental Health,
a section of the journal
Frontiers in Psychiatry
Received: 11 January 2022
Accepted: 08 March 2022
Published: 12 April 2022 Received: 11 January 2022
Accepted: 08 March 2022
Published: 12 April 2022 ORIGINAL RESEARCH
published: 12 April 2022
doi: 10.3389/fpsyt.2022.852712 ORIGINAL RESEARCH
published: 12 April 2022
doi: 10.3389/fpsyt.2022.852712 ORIGINAL RESEARCH
published: 12 April 2022
doi: 10.3389/fpsyt.2022.852712 Design and Recruitment g
This cohort study was an observational retrospective study
targeting informal caregivers to assess their perceived stress,
attitudes, and resources during the first COVID-19 lockdown. Convenience sampling was used to collect data, and a link
to the online survey was sent by the researchers to informal
caregivers in the French-speaking part of Switzerland, France,
and Belgium through various communication channels (e.g.,
social networks, family support associations, and clinical
networks). Questionnaires about the lockdown were completed
retrospectively at the end of the first wave, between May
and October 2020, and the survey was closed to focus on
the early phase of the pandemic. To be included, participants
had to be over 18 years old; live in Switzerland, France,
or Belgium; and be an informal caregiver of at least one
person. Self-identification as an informal caregiver was chosen
to make it possible for all informal caregivers to participate
without attempting to control their involvement in direct care
or support to the care recipient in the particular context of
the pandemic. To be considered informal caregivers for the
purpose of data analysis, participants were to provide valid
information about at least three of the following four items
concerning the care recipient: gender, age, illness duration, and
diagnosis. No inclusion or exclusion criteria were applied to
care recipients. Studies have reported the general effects of pandemics
on informal caregivers. Several studies have noted such
psychological consequences as worry, stress, nervousness, and
anxiety (19–23). The major concerns and stressors for informal
caregivers are their own health and job loss. Being ill would
impact greatly affects care and the possibility of transmitting
COVID-19 (24). The fear of infecting their loved ones and the
anticipated guilt should this happen have even led to greater
avoidance of healthcare facilities among the informal caregiver
population, be it for medical appointments or emergency care for
themselves or their relatives (19). Moreover, informal caregivers
were burdened by a new need to make decisions related to
the health of their ill loved ones, on issues, such as symptom
management or palliative care, to name but a few (21, 25). Some studies have also shown that informal caregivers can
suffer as a result of their socioeconomic situations (18). The
risk of contracting the virus at work or losing income could
affect the level of care the ill person receives (18, 21, 26). INTRODUCTION factors (28). Perceived stress refers to an individual’s feelings
or thoughts about the levels of stress that they experience
at a given time or over a given period of time (29). The
Perceived Stress Scale (PSS) developed by Cohen and Williamson
evaluates whether the person feels able to cope with the event
(28) and how the person perceives his or her control of the
event (30). This study aimed to report the perceived stress
of informal caregivers and the factors mediating this stress
during the first COVID-19 lockdowns in Switzerland, France,
and Belgium. We reported sociodemographic factors associated
with perceived stress and identify mediators that modulate these
associations, thus providing actionable points to alleviate stress
among informal caregivers. In March 2020, the World Health Organization (WHO) declared
the new coronavirus (COVID-19) outbreak to be a pandemic
and called on countries to take action for population health and
health services (1, 2). To reduce the risk of contagion, many
European countries imposed containment measures during
the coronavirus pandemic. Care consultations, day hospitals,
and community facilities have quickly implemented strategies
to protect patients from infection while providing routine
care, such as teleconsultations (3, 4). However, restrictions on
liberty, quarantine, and isolation have substantial, long-lasting,
negative psychological impacts (5), potentially affecting more
severely vulnerable populations. Informal caregivers help family
members, friends, or neighbors to cope with disabilities or long-
term illnesses and usually play an essential role in patient support. On the basis of studies in this domain, the term “informal
caregiver” is applied to anyone who believes they have a caregiver
role (6). Studies have shown that this role affects the quality of
life, well-being, and mental health (7–11). The detrimental effect
of poor informal caregiver health is twofold, as it also affects care
recipients’ health (12, 13). During the first wave of the COVID-19
pandemic, informal caregivers were more often requested to (14–
16) provide support without being able to rely on their specific
usual support (17) due to a deterioration in the condition of their
loved ones or because of the cancelation of certain healthcare
services (18). Design and Recruitment The
various consequences studied in the current scientific literature
do not specify the perceived stress associated with how informal
caregivers experience lockdown. However, it is important to
clarify this link under high-pressure conditions to promote
effective coping strategies for informal caregivers. Frontiers in Psychiatry | www.frontiersin.org Citation: Monteiro S, Fournier M, Favrod J,
Drainville A-L, Plessis L, Freudiger S,
Skuza K, Tripalo C, Franck N,
Lebas M-C, Deloyer J, Wilquin H,
Golay P and Rexhaj S (2022) Ability
to Care for an Ill Loved One During
the First COVID-19 Lockdown:
Mediators of Informal Caregivers’
Stress in Europe. April 2022 | Volume 13 | Article 852712 Frontiers in Psychiatry | www.frontiersin.org 1 Mediators of Informal Caregivers’ Stress Monteiro et al. Perceived Stress Scale The survey assessed the informal caregivers’ experience of
the lockdowns, their attitudes toward the care recipient, their
resources to cope with containment, including social support,
their economic situation, their health, and their perceptions
of information provided on the virus (refer to Table 2 and The PSS-10 comprises 10 items to evaluate the frequency of
stress during a defined period using a scale ranging from
“never” to “very often” (28). We used the validated French
version of the PSS-10 (33, 34). Wording was adjusted to
refer to COVID-19 lockdowns as stress events and to assess TABLE 1 | Sociodemographic variables and their association with perceived stress. Instruments
Online Survey The web-based survey is a self-report questionnaire collecting
three types of data, i.e., (i) sociodemographic data; (ii) level
of perceived stress during the COVID-19 lockdown; and (iii)
attitudes and resources during the first containment, which
corresponds to factors that may modulate perceived stress. The survey was adapted from a study assessing the impact of
containment measures in the general French population (31,
32). It was adjusted by the researchers to match the socio-
health specificities of the three targeted countries: Switzerland,
France, and Belgium. In this study, lockdowns are considered stress-triggering
events as defined by Lazarus and Folkman (27): the person
first interprets whether the stressor is a threat; should that
be the case, the person evaluates the available strategies to
cope with the event (27). The impact of a particular event on
one’s health is not solely determined by the event’s inherent
intensity; it depends on perception and personal and contextual The REDCap web application was used to build the survey and
collect data anonymously. April 2022 | Volume 13 | Article 852712 2 Mediators of Informal Caregivers’ Stress Monteiro et al. Sociodemographic Data perceived stress during the previous month. The PSS-10 score
was calculated as previously described (33). Participants with
more than one missing item were removed from the PSS-10
questionnaire. Remaining missing data were imputed using the
corresponding median value. Three categories of sociodemographic data can be distinguished
(Table 1), i.e., (i) specific information related to the informal
caregiver, (ii) housing conditions, and (iii) specific information
related to the care recipient as provided by the informal caregiver. Values of the corresponding statistical test (degree of freedom) are displayed with the p-values. Significant tests are indicated in bold. *p-value < 0.05; **p-value < 0.01. test (degree of freedom) are displayed with the p-values. Significant tests are indicated in bold. *p-value < 0.05; **p-value < 0.01. Perceived Stress Scale TABLE 2 | List of attitudes and resources of informal caregivers and their association with PSS-10 scores. TABLE 2 | List of attitudes and resources of informal caregivers and their association with PSS-10 scores. Support to care recipient (during containment)
* Frequency of face-to-face interaction
σ = 0.163
p = 0.014
Frequency of phone calls
σ = −0.060
p = 0.417
Frequency of interaction by text
σ = 0.072
p = 0.342
Disruption of therapeutic follow-up
t(227) = −0.932
p = 0.352
**Perceived deterioration of care recipient’s health
t(199) = −3.875
p = 1.45 × 10−4
Resources to cope with containment
Support available
t(190) = −0.109
p = 0.913
Words of relatives and friends
t(230) = –0.632
p = 0.528
*Belief in a positive outcome
t(230) = 2.517
p = 0.013
*Knowledge and scientific progress
t(151) = 2.129
p = 0.035
Experience, ability to face difficulties
t(220) = −0.783
p = 0.434
Community actions and support
t(230) = 0.726
p = 0.469
**Possible positive impact on the planet
t(230) = 2.99
p = 0.003
**Possible positive impact at the individual level
t(230) = 4.293
p = 2.6 × 10−5
Personal economic situation (during containment)
**Negative impact of containment on budget
σ = 0.201
p = 0.002
Health
**Fear of falling ill
F(3,228) = 10.520
p = 2 × 10−6
*Concerns about the access to masks, gel, etc. σ = 0.179
p = 0.006
**Negative impact of containment on health
σ = 0.622
p = 4,5 × 10−26
Clarity of COVID-19-related information
r = −0.032
p = 0.625
Values of the corresponding statistical test (degree of freedom) are displayed with the p-values. Significant tests are indicated in bold. *p-value < 0.05; **p-value < 0.005. Values of the corresponding statistical test (degree of freedom) are displayed with the p-values. Significant tests are indicated in bold. *p-value < 0.05; **p-value < 0.005. In the second step, mediation analyses for PSS-10 scores were
performed to explore whether the relationship between perceived
stress and the previously identified significant sociodemographic
variables was mediated by other variables. Models were estimated
separately for each previously identified potential mediator; for
each model, the dependent variable was the PSS-10 score, and the
independent variable was one of the sociodemographic variables. Perceived Stress Scale For the nominal variables “link to the care recipient” and “fear
of getting ill,” we dichotomized the variables according to the
best multinomial model using the exact likelihood with a uniform
prior on all parameters (35). Supplementary Material). Responses were measured using a
4- or 5-point Likert scale. These factors potentially modulate
perceived stress, and we tested whether they mediated the
association between stress and sociodemographic variables. Statistical Analyses The database (n = 250 entries) was processed as follows: (i)
removal of cases not providing information on care recipients
(n = 10); (ii) removal of duplicates (n = 4); (iii) exclusion
of persons living neither in Switzerland, France, nor Belgium
(n = 3); and (iv) removal of participants with > 1 missing item in
the PSS-10 questionnaire (n = 1). Remaining missing data were
imputed using the corresponding median value. For categorical
sociodemographic variables, categories corresponding to less
than 4% of the cohort were dropped (i.e., “other” for sex)
or pooled (i.e., marital status, educational level, employment
status, link to care recipient, and class of disorder). For potential
mediators, we selected the clinically most meaningful in relation
to stress and the cohort (e.g., more than 20% of the subjects
answered at least two different items). Complete mediation was present when the path between PSS-
10 scores and sociodemographic variables (i.e., the direct effect)
was no longer significant after introduction of the mediator
and the indirect effect was significant; partial mediation was
present when the direct and indirect effects were statistically
significant. Confidence intervals were estimated using bias-
corrected bootstrapping with 1,000 draws. Mediation analyses
were performed using Jamovi version 1.6.15 (36, 37). Ethical Considerations In the first step, the associations between perceived stress
(PSS-10 score) and sociodemographic variables, on the one
hand (Table 1), and potential mediators (Table 2), on the
other, were assessed. For continuous variables (e.g., age), we
tested the association with the PSS-10 score using Pearson’s
correlation; for ordinal variables (e.g., education level), we tested
the association with PSS-10 score using Spearman’s correlation;
for categorical variables, we compared PSS-10 scores between
groups using either Student’s t-test in the case of two groups
(e.g., sex) or one-way ANOVA in the case of three groups
or more (e.g., marital status). The tests were performed using
SPSS version 25. The research protocol was approved by the local ethics committee
of Switzerland (Commission cantonale d’éthique de la recherche
sur l’être humain [CER-VD]), a member of Swissethics. Frontiers in Psychiatry | www.frontiersin.org Perceived Stress Scale Variable name
Categories
Mean ± sd [range]or n (%)
PSS-10 score
Test (d.f)
p-value
Informal caregivers, n = 232
**Age
54.0 ± 13.9 [19–87]
r = −0.178
p = 0.007
**Sex
female
184 (79%)
18.8 ± 0.5
t(228) = 2.995
p = 0.003
male
46 (20%)
15.2 ± 1.1
other
2 (1%)
Marital status
married, partnership
138 (59%)
17.9 ± 0.6
F(2,231) = 1.011
p = 0.366
single
49 (21%)
19.5 ± 1.2
separated, widowed
45 (19%)
17.7 ± 1.1
Country
Switzerland
129 (56%)
18.0 ± 0.7
F(2,231) = 0.192
p = 0.826
France
73 (31%)
18.6 ± 0.9
Belgium
30 (13%)
17.8 ± 1.4
Education level
Compulsory school
9 (4%)
19.7 ± 7.0
σ = 0.005
p = 0.940
Secondary level
50 (22%)
17.7 ± 7.0
Tertiary level
173 (75%)
18.2 ± 7.7
Employment status*
employed
122 (53%)
19.0 ± 0.7
F(2,222) = 3.148
p = 0.045
retired, inactive
88 (38%)
16.6 ± 0.8
other
22 (9%)
19.8 ± 1.6
Occupational rate
81 ± 23 [15–100%]
r = −0.041
p = 0.653
**Link to the care recipient
parent
71 (31%)
19.8 ± 0.8
F(5,231) = 3.361
p = 0.006
spouse
49 (21%)
17.6 ± 1.0
offspring
47 (20%)
18.6 ± 1.1
sibling
40 (17%)
18.2 ± 1.2
relative
13 (6%)
16.3 ± 2.4
other
12 (5%)
10.9 ± 1.8
Housing conditions
N of cohabitants
r = 0.101
p = 0.126
**Living with the care recipient
no
138 (59%)
16.7 ± 0.6
t(230) = –3.831
p < 0.001
yes
94 (41%)
20.4 ± 0.7
Care-recipient
**Age
54.0 ± 25.1 [7–99]
r = –0.212
p = 0.001
Sex
female
94 (41%)
17.7 ± 0.8
t(227) = –0.691
p = 0.490
male
135 (58%)
18.4 ± 0.6
other
3 (1%)
Illness duration
11.0 ± 9.2 [1–49]
r = 0.042
p = 0.536
Class of disorder
psychiatric
104 (45%)
18.6 ± 0.7
F(2,231) = 0.822
p = 0.512
neurological
12 (5%)
19.0 ± 2.1
physiological
28 (12%)
18.7 ± 1.5
other cases
31 (13%)
15.9 ± 1.5
>1 condition
57 (25%)
18.3 ± 1.0
Values of the corresponding statistical test (degree of freedom) are displayed with the p-values. Significant tests are indicated in bold. *p-value < 0.05; **p-value < 0.01. TABLE 1 | Sociodemographic variables and their association with perceived stress. Frontiers in Psychiatry | www.frontiersin.org April 2022 | Volume 13 | Article 852712 3 Mediators of Informal Caregivers’ Stress Monteiro et al. Association Between Perceived Stress
and Sociodemographic Variables In summary, six variables, such as perception of care
recipient’s health deterioration, possible positive impact on the
planet, possible positive impact at the individual level, fear of
falling ill (dichotomized), negative impact of containment on
one’s health, and negative impact of containment on one’s budget,
which were related to resources or attitude were retained for
subsequent analyses. For the 14 sociodemographic variables (Table 1), we assessed the
association with the level of perceived stress using the PSS-10. Six variables were robustly associated with the PSS-10, such as
age of informal caregiver, sex of informal caregiver, employment
status of informal caregiver, relationship with the care recipient,
living with the care recipient, and age of care recipient. Informal
caregivers had higher PSS-10 scores when their care recipients
were younger, when they were relatives of the care recipient, or
when they lived with him or her. Retired or inactive participants
had lower PSS-10 scores than other occupational groups. Demographics Study participants were informal caregivers (n = 232) who were
recruited in Switzerland (56%), France (31%), and Belgium (13%)
(Table 1). They were mainly women (79%), with a mean age of April 2022 | Volume 13 | Article 852712 Frontiers in Psychiatry | www.frontiersin.org 4 Monteiro et al. Mediators of Informal Caregivers’ Stress 54.0 ± 13.9 years. Most participants were relatives of their care
recipients (parents, 31%; spouses, 21%; offspring, 20%; siblings,
17%; or other family relatives, 6%) and were living with the care
recipients (59%). PSS-10 scores among informal caregivers were higher when
they feared getting ill with COVID-19 and/or another disease,
when they reported that the lockdown would likely have a
negative impact on their health or budget, and when they felt
that the health of their care recipient was deteriorating. In
contrast, PSS-10 scores were lower when informal caregivers
considered that a lockdown would have a positive impact at
the individual level or for the planet. The nominal variable
“fear of falling ill” was dichotomized to allow subsequent
mediation analyses: the two categories retained were “yes” (fear
of COVID-19 and/or another disease) and “no,” according to the
best multinomial model. Care recipients were mainly men (58%) with a mean age of
54 ± 25.1 years and diverse illnesses (e.g., psychiatric disorders,
45%; physiological pathologies, such as cancer, 12%; more than
one diagnosis, 25%). The mean illness duration was 11 years
(range, 1–49 years). Identification of Mediators for the
Association Between Perceived Stress
and Sociodemographic Variables We
further
analyzed
only
the
five
most
robust
sociodemographic variables (p < 0.01) and tested whether
some of them were interdependent; mediating models were
computed to assess whether some of the variables concerning
the care recipient (i.e., link to care recipient, living with
care recipient, and age of care recipient) fully mediated the
association between PSS-10 levels and the sociodemographic
variables directly related to the informal caregiver (i.e., age and
sex). The nominal variable “relation to care recipient” needed to
be dichotomized for subsequent analyses, and the two categories
retained were “family member” and “other relative,” according to
the best multinomial model. Six models were tested, indicating
that the age of the care recipient fully mediated the association
between PSS-10 and age of the informal caregiver (p = 0.027,
Supplementary Table 1). Therefore, the ages of the informal
caregivers were not analyzed further. g
p
For each of the four sociodemographic variables associated
with PSS-10 scores, we tested six previously selected potential
mediators (Figure 1A). As previously detailed, two nominal
variables were dichotomized (i.e., link to care recipient and
fear of falling ill); hence, mediations specific to some family
members (e.g., parents vs. spouses) or to a particular illness
were not assessed. Partial mediations were detected in five
cases (Figure 1B). The relationship between younger age of
the care recipient and higher PSS-10 score for the informal
caregiver was partially mediated, on the one hand, by the
conviction that lockdowns had a negative impact on health
(Mediation 1), and on the other hand, by the fear of the informal
caregiver of falling ill (Mediation 2). A higher PSS-10 mean
among women than among men is partially mediated by an
increase in the perceived deterioration of the care recipient’s
health (Mediation 3). Increased perceived stress in informal
caregivers who are family members of the care recipient vs. other relationships was partially mediated by the conviction
that lockdowns have negative impacts on health (Mediation 4). Living together with the care recipient is associated with higher
perceived stress of the informal caregiver, a relationship partially
mediated by the fear of illness (Mediation 5). In summary, four sociodemographic variables were retained
for subsequent analyses, such as sex of informal caregiver,
relationship with the care recipient, living with the care recipient,
and age of care recipient. Selection of Variables Potentially
Mediating the Perceived Stress Participants rated their attitudes and resources during the
first lockdown of the pandemic toward caregiving, resources,
economic status, and health (Table 2). Statistical analyses
indicated that 10 of the 18 corresponding items were associated
with PSS-10. We applied a stringent cutoffto further analyze
the most robust ones (p < 0.005). Six variables, such as
perception of care recipient’s health deterioration, possible
positive impact of containment on the planet, possible positive
impact of containment at the individual level, negative impact
of containment on one’s budget, fear of falling ill, and negative
impact of containment on one’s health, were considered. DISCUSSION This European study focused on informal caregivers to assess
their perceived stress following the COVID-19 lockdown and
identify the mediating factors. Perceived stress among informal
caregivers was robustly associated with four sociodemographic
factors (i.e., age of care recipient, family link to the care recipient,
gender of the informal caregiver, and cohabitation), and these
associations were partially mediated by three distinct attitudes
of the informal caregivers. The relationship between increased Frontiers in Psychiatry | www.frontiersin.org April 2022 | Volume 13 | Article 852712 5 Mediators of Informal Caregivers’ Stress Monteiro et al. FIGURE 1 | (A). The standardized effect size (β) for indirect mediation of all the mediation models tested. Bold highlights p-value < 0.05. In all cases, direct effects
are significant. (B). Diagram illustrating the significant mediations and reporting the standardized effect size (β) of the corresponding effects. *p < 0.05. FIGURE 1 | (A). The standardized effect size (β) for indirect mediation of all the mediation models tested. Bold highlights p-value < 0.05. In all cases, direct effects
are significant. (B). Diagram illustrating the significant mediations and reporting the standardized effect size (β) of the corresponding effects. *p < 0.05. FIGURE 1 | (A). The standardized effect size (β) for indirect mediation of all the mediation models tested. Bold highlights p-value
are significant. (B). Diagram illustrating the significant mediations and reporting the standardized effect size (β) of the correspond ed effect size (β) for indirect mediation of all the mediation models tested. Bold highlights p-value < 0.05. In all cases, direct effects
trating the significant mediations and reporting the standardized effect size (β) of the corresponding effects. *p < 0.05. FIGURE 1 | (A). The standardized effect size (β) for indirect mediation of all the mediation models tested. Bold highlights p-value < 0.05. In all cases, direct effects
are significant. (B). Diagram illustrating the significant mediations and reporting the standardized effect size (β) of the corresponding effects. *p < 0.05. of the measures implemented and governmental communication
strategies, we found no differences in perceived stress among
informal caregivers in the three countries. A second strength is
a focus on informal caregivers, regardless of the care recipient
condition. Although the study participants faced a range of
illnesses, we did not detect any effect of diagnosis on their
perceived stress. Our results support the idea that guidance for
informal caregivers should be provided independently of the
patient’s diagnosis. Frontiers in Psychiatry | www.frontiersin.org DISCUSSION perceived stress of the informal caregiver and lower age of the
care recipient was partially mediated by informal caregivers’
fear of falling ill, on the one hand, and by the conviction that
lockdowns have a negative impact on health, on the other. Compared with other relationships, increased perceived stress
among informal caregivers who are family members of the care
recipient was also partially mediated by the conviction that
lockdowns have negative impacts on health. Higher perceived
stress levels among women were partially mediated by an increase
in the perceived deterioration of the care recipient’s health. The
higher perceived stress level among caregivers living with the care
recipient was partially mediated by fear of illness. The sociodemographic factors associated with perceived stress
among informal caregivers in this study are consistent with
several reports: female sex, close kinship, cohabitation, and
younger age are associated with burden, depressed mood,
and health problems among informal caregivers (9, 38, 39). The first strength of this study is its international design, which
covers Switzerland, France, and Belgium. Despite the diversity April 2022 | Volume 13 | Article 852712 6 Mediators of Informal Caregivers’ Stress Monteiro et al. Furthermore, our data confirmed that these known risk factors
were specifically modulated by lockdowns. Thus, the findings of
a recent Italian study (40) can be extended to the three European
countries included in this study. The analyses further clarified
which attitudes and beliefs mediated these associations, thus
providing actionable points to alleviate stress and burden among
informal caregivers. Furthermore, our data confirmed that these known risk factors
were specifically modulated by lockdowns. Thus, the findings of
a recent Italian study (40) can be extended to the three European
countries included in this study. The analyses further clarified
which attitudes and beliefs mediated these associations, thus
providing actionable points to alleviate stress and burden among
informal caregivers. Cohabitation is another major source of stress and burden for
informal caregivers (40, 48–50). In the present cohort, 59% of
the informal caregivers were living with their care recipients, and
the fear of illness partially mediated their perceived stress. It is
interesting to note that the fear of illness includes causes other
than COVID-19 and, therefore, may involve the fear of not being
able to manage their caregiving duties. Thus, the fear of contagion
does not predominate when informal caregivers are considered
globally (vs. DISCUSSION when focusing on informal caregivers in contact
with at-risk persons, such as the elderly) (40), whereas the fear of
not coping with caregiving tasks is a shared concern. A Japanese
study specifically indicated that 73% of caregivers of persons with
schizophrenia worried about who would care for their patient
if they became infected with COVID-19 (50). The link between
cohabitation and stress, and the concern about not being able
to meet the care recipient’s needs, may also be prevalent outside
the pandemic context. This continuous strain places informal
caregivers under pressure and is detrimental to their health. Interestingly, while Zucca et al. concluded that younger age of
the informal caregiver of patients with dementia is a risk factor
for higher stress in the context of lockdowns (40), our results
show that this association is mediated by the younger age of the
care recipient when various diseases are considered. Therefore,
young age of the informal caregiver per se is not the only risk
factor for increased stress. It might seem counterintuitive that
the age of the care recipient is negatively associated with the
level of perceived stress among informal caregivers, that is, that
stress is higher when the care recipient is younger. In fact, it
is not the at-risk population for COVID-19 complications (e.g.,
the elderly) that informal caregivers are most worried about,
possibly because the health measures that are taken to control
the pandemic also protected vulnerable persons. The mediation
analyses highlighted two explanations for higher perceived stress
results among informal caregivers with young care recipients: (i)
informal caregivers’ fear of falling ill, possibly as she or he will be
unable to cope with the caregiving tasks and (ii) the conviction
that lockdowns have a negative impact on health, possibly as they
perceived this problem early in the mental health of younger
persons. However, several reports have warned about the negative
impact of COVID-19 on the mental health of young people
(i.e., children, adolescents, and students) in the early stages of
the pandemic (41–43). Therefore, informal caregivers’ concern
about the negative impact of lockdown on health for younger
care recipients is likely to underlie mental health issues, but
this point could not be disentangled based on the questionnaire. DISCUSSION Interestingly, the conviction that lockdown had a negative impact
on health also mediated the association of increased perceived
stress in informal caregivers who were family members and those
with other types of relationships. Family members might be
more aware of the importance of mental resources for their care
recipients than more distant relatives. g
p
The cross-sectional design of this study is a limitation
that does not allow us to determine whether the impact of
cohabitation was exacerbated by lockdowns. Another limitation
linked to the study design is the retrospective collection of data;
the level of perceived stress may change significantly as the
situation evolves. The time window for the survey was limited
to the end of the first wave to prevent bias as much as possible. The shortcoming of this pragmatic choice is the small cohort,
which precluded more refined statistical analyses. Furthermore,
the population targeted by the survey limits the generalizability
of the results. Indeed, the channels used to share the survey (e.g.,
online social networks) specifically targeted informal caregivers
in contact with informal caregivers’ associations or with health
professionals. Study participants were better educated than is
usually reported (51), suggesting that some groups were missed,
possibly due to digital poverty or lack of health literacy skills. Moreover, the time spent providing care or support to the care
recipient and the frequency of contact between the informal
caregiver and the care recipient were not used as eligibility criteria
because the pandemic context may have affected them drastically. We showed that among informal caregivers, those who are
relatives of the care recipient have reached similarly high levels
of perceived stress regardless of the type of kinship (e.g., parents,
siblings, or offspring). Moreover, we did not detect any effect
of diagnosis on perceived stress, which is in agreement with
other studies (40, 52). Overall, these findings underscore the
importance of informal caregivers’ oriented support in the
context of sanitary restrictions. With regard to Lazarus and
Folkman, this study confirms the link between personal resources
and the low level of stress perceived in this pandemic situation
(27). For example, belief in a positive outcome is associated
with lower levels of perceived stress, supporting the view that
an optimistic attitude can improve the effectiveness of coping
strategies (51). In practice, this result is favorable for tailored
interventions for informal caregivers (53). Frontiers in Psychiatry | www.frontiersin.org REFERENCES medical illnesses: a systematic review. Int J Environ Res Public Health. (2020)
17:5888. doi: 10.3390/ijerph17165888 1. World Health Organization. Coronavirus Disease 2019 (COVID-19): Situation
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Report, 51. Geneva: World Health Organization (2020). 12. Elliott TR, Pezent GD. Family caregivers of older persons in rehabilitation. NeuroRehabilitation. (2008) 23:439–46. Report, 51. Geneva: World Health Organization (2020). 13. Magliano L, Fiorillo A, Malangone C, De Rosa C, Maj M. Special Section: a
memorial tribute: patient functioning and family burden in a controlled, real-
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57:1784–91. doi: 10.1176/ps.2006.57.12.1784 2. Thome J, Deloyer J, Coogan AN, Bailey-Rodriguez D, da Cruz ESOAB,
Faltraco F, et al. The impact of the early phase of the COVID-19 pandemic on
mental-health services in Europe. World J Biol Psychiatry. (2021) 22:516–25. doi: 10.1080/15622975.2020.1844290 3. Capozzo R, Zoccolella S, Frisullo ME, Barone R, Dell’Abate MT, Barulli MR,
et al. Telemedicine for delivery of care in frontotemporal lobar degeneration
during COVID-19 pandemic: results from Southern Italy. J Alzheimers Dis. (2020) 76:481–9. doi: 10.3233/JAD-200589 14. Brown EE, Kumar S, Rajji TK, Pollock BG, Mulsant BH. Anticipating and
mitigating the impact of the COVID-19 pandemic on alzheimer’s disease and
related dementias. Am J Geriatr Psychiatry. (2020) 28:712–21. doi: 10.1016/j. jagp.2020.04.010 4. Onesti CE, Rugo HS, Generali D, Peeters M, Zaman K, Wildiers H, et al. Oncological care organisation during COVID-19 outbreak. ESMO Open. (2020) 5:e000853. 15. Giebel C, Hanna K, Cannon J, Eley R, Tetlow H, Gaughan A, et al. Decision-
making for receiving paid home care for dementia in the time of COVID-19:
a qualitative study. BMC Geriatr. (2020) 20:333. doi: 10.1186/s12877-020-
01719-0 5. Brooks SK, Webster RK, Smith LE, Woodland L, Wessely S, Greenberg N, et al. The psychological impact of quarantine and how to reduce it: rapid review
of the evidence. Lancet. (2020) 395:912–20. doi: 10.1016/S0140-6736(20)3
0460-8 16. Manacorda T, Bandiera P, Terzuoli F, Ponzio M, Brichetto G, Zaratin P, et al. Impact of the COVID-19 pandemic on persons with multiple sclerosis: early
findings from a survey on disruptions in care and self-reported outcomes. J Health Serv Res Policy. (2021) 26:189–97. doi: 10.1177/13558196209
75069 6. Rexhaj S, Leclerc C, Bonsack C, Golay P, Favrod J. Feasibility and accessibility
of a tailored intervention for informal caregivers of people with severe
psychiatric disorders: a pilot study. Front Psychiatry. ACKNOWLEDGMENTS We are very grateful to Anne Leroy for her support in
preparing the survey and Mercedes Puteo for sharing it with
her network. We thank the informal caregivers for their
participation in this survey. DISCUSSION Our findings suggest
that supporting caregivers’ health and addressing the negative
impact of the lockdown on mental health among young care
recipients should be routinely included in intervention strategies
to prevent heightened stress among informal caregivers. We reported that perceived stress in informal caregivers is
higher for women than for men, which is consistent with reports
covering the lockdown period (40, 44). In the general population,
perceived stress due to the lockdown was also higher among
women than among men, indicating that sex-specific factors were
at stake (41, 42, 45). However, it is noteworthy that women were
overrepresented in studies on informal care, arguably because
they were more likely to self-identify as informal caregivers and
engage in higher levels of care (9, 38, 46). In the context of the
pandemic, the burden on informal caregivers was more likely
to increase when it was initially high, and women were more
likely than men to have an increased caregiving burden due to
COVID-19 (47). This analysis further indicates that women’s
perceived stress is partially mediated by a subjective perception
that care recipients’ health is deteriorating, which may reflect
their greater physical and emotional involvement in caregiving
than what would be common among men. April 2022 | Volume 13 | Article 852712 7 Mediators of Informal Caregivers’ Stress Monteiro et al. DATA AVAILABILITY STATEMENT manuscript. All authors critically reviewed the final manuscript
and approved the final version. The raw data supporting the conclusions of this article will be
made available by the authors, without undue reservation. SUPPLEMENTARY MATERIAL SM, JF, and SR conceived the study. SM, JF, SR, and MF
designed the study. SM, SR, JF, NF, HW, LP, M-CL, and JD
developed the survey. SM, JF, LP, SF, KS, CT, NF, M-CL,
and JD recruited the participants. MF, SR, and PG analyzed
and interpreted the data. SM, MF, A-LD, and SR wrote the The Supplementary Material for this article can be found
online
at:
https://www.frontiersin.org/articles/10.3389/fpsyt. 2022.852712/full#supplementary-material ETHICS STATEMENT This work was supported by the Swiss National Science
Foundation under grant number 10001C_185422. This work was supported by the Swiss National Science
Foundation under grant number 10001C_185422. The studies involving human participants were reviewed
and
approved
by
the
Commission
Cantonale
d’éthique
de
la
Recherche
sur
l’être
Humain
(CER-VD). Written
informed consent for participation was not required for this
study in accordance with the national legislation and the
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and ethnicity in informal caregivers. J Cross Cult Gerontol. (2019) 34:245–63. doi: 10.1007/s10823-019-09381-9 Publisher’s Note: All claims expressed in this article are solely those of the authors
and do not necessarily represent those of their affiliated organizations, or those of
the publisher, the editors and the reviewers. Any product that may be evaluated in
this article, or claim that may be made by its manufacturer, is not guaranteed or
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the family caregiver of a patient with dementia during the coronavirus disease
2019 lockdown. Front Aging Neurosci. (2021) 13:653533. doi: 10.3389/fnagi. 2021.653533 Copyright © 2022 Monteiro, Fournier, Favrod, Drainville, Plessis, Freudiger, Skuza,
Tripalo, Franck, Lebas, Deloyer, Wilquin, Golay and Rexhaj. 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. REFERENCES No
use, distribution or reproduction is permitted which does not comply with these terms. 41. Debowska A, Horeczy B, Boduszek D, Dolinski D. A repeated cross-sectional
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in the early stages of the COVID-19 pandemic in Poland. Psychol Med. (2020):1–4. doi: 10.1017/S003329172000392X [Epub ahead of print]. April 2022 | Volume 13 | Article 852712 Frontiers in Psychiatry | www.frontiersin.org 9
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How software size influence productivity and project duration
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International Journal of Electrical and Computer Engineering
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Corresponding Author: Mridul Bhardwaj,
Amity School of Engineering and Technology,
Amity University, Noida Up, India. Email: mridul2707@gmail.com How software size influence productivity and project duration Mridul Bhardwaj1, Ajay Rana2, Neeraj Kumar Sharma3
1,2Amity School of Engineering and Technology, Amity University, Noida Up, India
3HIMT, Greater NOIDA, UP, India Mridul Bhardwaj1, Ajay Rana2, Neeraj Kumar Sharma3
1,2Amity School of Engineering and Technology, Amity University, Noida Up, India
3HIMT, Greater NOIDA, UP, India Article Info
Article history:
Received Jan 14, 2018
Revised Oct 25, 2018
Accepted Nov 20, 2018
Keywords:
Effort
Productivity
Project duration
Software size International Journal of Electrical and Computer Engineering (IJECE)
Vol. 9, No. 3, June 2019, pp. 2006~2017
ISSN: 2088-8708, DOI: 10.11591/ijece.v9i3.pp2006-2017 International Journal of Electrical and Computer Engineering (IJECE)
Vol. 9, No. 3, June 2019, pp. 2006~2017
ISSN: 2088-8708, DOI: 10.11591/ijece.v9i3.pp2006-2017 International Journal of Electrical and Computer Engineering (IJECE)
Vol. 9, No. 3, June 2019, pp. 2006~2017
ISSN: 2088-8708, DOI: 10.11591/ijece.v9i3.pp2006-2017 2006 Copyright © 2019 Institute of Advanced Engineering and Science.
All rights reserved. ABSTRACT To make a perfect project plan, the software size of the order from the
customer is the most important factor. The biggest challenge for the project
manager is to estimate the project end date in the beginning of the project i.e. in project planning phase with realistic accuracy. Apart from other major
inputs to estimate the project end date, expected team capability
(productivity) and estimated software size are the major inputs that may
influence the project end date. Software size is one of the most significant
independent metric available in the planning phase and project manager has
to estimate the other metrics based on the initial estimated software size. There is no direct relationship available between software size and project
duration or software size and team productivity, however, there are industry
data published by Quantitative Software Management and ISBSG that shows
how these metrics influence each other. In this paper, using the data
published by ISBSG and Quantitative Software Management, we try to
statistically establish how productivity and project duration are influenced by
software size. We have done linear regression analysis by generating the
secondary data based on the data published by ISBSG and Quantitative
Software Management. Linear regression equation validated with the actual
project data and experimental results suggest that that productivity is
significantly dependent on software size, however, project duration does not
significantly depend on software size but may also be dependent on other
metrics like team size, apart from software size. Keywords:
Effort
Productivity
Project duration
Software size Copyright © 2019 Institute of Advanced Engineering and Science. All rights reserved. Journal homepage: http://iaescore.com/journals/index.php/IJECE Corresponding Author:
Mridul Bhardwaj,
Amity School of Engineering and Technology,
Amity University, Noida Up, India.
Email: mridul2707@gmail.com 1.
INTRODUCTION All Software and Information Technology Organizations are Project Based organizations. The Organization is an integration of Project Teams working in tandem. Each Manager whether vertically or
horizontally aligned has to work and deliver projects with varied scope and size. Estimation on the project
end date at the beginning of the project, not only ensures a smooth execution but also helps the organization
on optimum utilization of available resources and an enhanced dollar value for future projects. Software size
is one of the most significant metric available in planning phase and project manager has to estimate the other
metrics based on the initial estimated software size. The importance of software size is explained in
“Estimate Software Functional Size before Requirement phase of Development Life Cycle” [1]. “Imagine
you are driving on an important trip to a distant place where you have not been before. You will not feel
comfortable to start such a journey without knowing at least the general direction of the destination, e.g. distance, the available routes, road conditions etc. Armed with this information and a good map one can feel
more comfortable about taking the trip. These are essential; however your comfort may be seriously
compromised during the journey. Road works or diversions can also hit your journey plan, but at least you
have a good chance of having an early warning, if you check it before starting the journey. Car breakdowns
or wheel punctures can be less predictable, but they can happen. Managing a software project is much harder Journal homepage: http://iaescore.com/journals/index.php/IJECE Int J Elec & Comp Eng 2007 ISSN: 2088-8708 than planning a trip. The biggest difference is that no matter how hard you try, the specifications are not
static and there are challenges in predicting team productivity and project duration.” than planning a trip. The biggest difference is that no matter how hard you try, the specifications are not
static and there are challenges in predicting team productivity and project duration.” Each software development project is unique and possess different challenges to control and
monitor project execution. The project manager faces major challenge to identify the important metrics to
control and monitor the project execution. As per Putnam, Lawrence H., and Ware [2], these metrics are
software size, effort, project duration and productivity. 1.
INTRODUCTION These metrics tells project manager about what to
deliver (size), how it was delivered in past (productivity) and how long will it take to deliver with current
team capability (project duration). It is always a challenge before the project manager to estimate these
metrics because there is no direct relationship among these metrics, however, there are industry data
published by Quantitative Software Management and ISBSG that shows how these metrics influence each
other. In this paper, using the data published by ISBSG and Quantitative Software Management, we try to
statistically establish how productivity and project duration is influenced by software size. f
d h
i i
l
l
i
hi
h f ll
i a. Liner regression analysis for software size (independent varia a. Liner regression analysis for software size (independent variable) and productivity (dependent variable)
b
Liner regression analysis for software size (independent variable) and project duration (dependent a. Liner regression analysis for software size (independent variable) and productivity (dependent variable)
b. Liner regression analysis for software size (independent variable) and project duration (dependent
variable) a. Liner regression analysis for software size (independent variable) and productivity (dependent variable) a. Liner regression analysis for software size (independent variable) and productivity (dependent variab
b. Liner regression analysis for software size (independent variable) and project duration (depe
variable) c. Verification of liner regression equations with actual data points 2.
PROBLEM STATEMENT Most of the Software development projects are conceptualized to implement the requirements
provided by the business users. Users could be an end user, a group of users or a company. Usually in the age
of B2B Commerce the software development projects are essentially taken up by software industry
companies and there are many local and external stakeholders to the project. The stakeholders are varied
between technical and non-technical people. Generally, the marketing team and customer interfacing teams
of the client order software. The scope of a software development project may be by the virtue of a new
development of software or enhancement of existing software depending upon the user base and their
requirements. The business user wants these requirements (most of these are functional in nature) to be
implemented as soon as possible, however, they may or may not be aware about the technical challenges that
would require to overcome before it can actually be delivered. The Project Manager, who is accountable for
successful completion of project, needs to estimate the project duration and the total efforts. In the planning
phase, project manager faces the challenge to estimate the project duration to complete the project. Only
metrics available is the functional size that can be calculated based on the requirements provided by the user,
however, these requirements are also expected to be changed. To estimate the project duration, Project
manager must understand his team capability and composition. Team composition and capability can be
measured in terms of productivity i.e. number of function points delivered in 1 month, therefore, the project
manager needs to understand how he can estimate productivity and project duration using the software size. Unfortunately, most of the time the project manager does not have any method or metrics that help him in
estimating the project duration and productivity with the help of software size. A project manager ponders
whether there is any measurable relation which exists between software size and duration or software size
and productivity. 3.
STUDY OBJECTIVE During project execution, the project manager has to monitor and control the following metrics to
analyze the impact on estimated project duration and the team productivity. They are: y
p
p
j
p
a. Software size (It is expected to increase as the project progresses) y
p
p
j
p
a. Software size (It is expected to increase as the project progresses) b. Team Size (stable team will improve the overall team productivity) b. Team Size (stable team will improve the overall team productivity) Software Size is the most critical input for planning and rollout of a project. The software size is
measurable and it is considered as an input to form the development team i.e. team size which in turn decides
the project duration and the delivery date. A mathematical model will not only help the project manager to
establish a correlation between software size and the project duration but also will help project managers to
deliver the project on time. Accuracy of the calculation will trim down project losses and will enable
organizations to deliver software within agreed timelines. Is there a mathematical correlation between
software size and productivity and the project duration? If yes, how it can be calculated and measured
accurately? This is problem which the authors address in this particular study. The objective of the study is to
perform data analysis to develop in-depth understanding of software size influence on productivity and
project duration. How software size influence productivity and project duration (Mridul Bhardwaj)
2008 2008 ISSN: 2088-8708 a. Is there any co-relation between productivity and software size? b. Can we assume higher team productivity for big projects? c. Is there any co-relation between project duration and software size? Key Software development metrics like efforts, project duration, project cost etc. are dependent on
software size and productivity. Our study is an attempt to find the answer of above mention questions. We
aim to analyze data published by industry of various projects and arrive at mathematical solution to establish
the influence of software size on the productivity of the project as well as how it impact the project duration. This study will help the software professionals and IT Project Managers worldwide in proactivity planning
and mitigate the risk if any. Technical Challenges Major challenge to achieve the research objective was the availability of actual primary dataset for
statistical analysis. 4.1. Software size Software Size is the measure of functionality that will be delivered by software and that can be
validated by end user of the software. It is a numerical measure of functional and non-functional
requirements. Software size is an independent metric and all other metrics can be viewed as function of the
software size. Software Size only depends on what to deliver rather on how to deliver. If software size of two
projects are same then it does not imply that both the projects are same or they deliver the same requirement
but it only indicates that both software are of same size. Software Size is the important metric to estimate
other metrics e.g. total effort and project duration. It always remains a challenge to estimate the software size
in the beginning of the project because only high level requirements are available during the pre-requirement
phase of the project, however, in size-based project estimation, details of software requirement are not
important but relative size of the project is sufficient for initial estimate of the metrics. For example we may
not be able to estimate the software size of proposed project as detail software requirements are not available,
but we can compare the complexity of the proposed project with the already delivered projects. This will help
the project manager to establish initial baseline of key metrics based on the past performance of the similar
projects. There are many software sizing methods viz. function points, use case points, story points (for agile
projects), object based count [3]-[6] etc. but IFPUG function point is the most widely used and acceptable
software sizing method. Int J Elec & Comp Eng, Vol. 9, No. 3, June 2019 : 2006 - 2017 3.
STUDY OBJECTIVE We have used secondary data that was generated using the statistics (mean and standard
deviation) published by ISBSG. Data was generated using the Mini tab tool and data was assumed as
normally distributed. 4.2. Productivity or rate of delivery Effort required to deliver unit software size is defined as Productivity or Rate of delivery. Productivity is require to estimate the overall project effort to deliver the project. Productivity depends on the
various factor like team experience or capability to work in similar technology or domain, the team will be
more productive if they have earlier worked on similar technology or domain. It also depends on the business
process understanding as it will help to translate the business requirements to technical requirements. If the
same team had earlier worked together then it will help in improving the productivity as it will reduce the
time required to resolve the collaboration issues. It is challenging to define team productivity and to give
productivity a number but it an essential metric that not only need to be estimated in the beginning but also
need to be consistently monitored during the project life cycle. The project manager can use the historical
data of similar projects to estimation the productivity of the team. As most of the productivity numbers are
published in range so project manager should carefully chose the productivity number within that range. Figure 1 [7] explain how productivity can be used to drive the overall project efforts. If there is uncertainty to establish the team productivity then Iterative development model is more
preferable to waterfall model. In waterfall model actual productivity of the team will only be known after the
construction phase so project manage will not find any opportunity to re-define the productivity number and
hence the other key metrics (effort and time), however, iterative development model provide project manager
the opportunity to re-define these key metrics. Mridul Bhardwaj and Ajay Rana [8]-[11] explains how effort,
schedule and project duration should be re-define using iterative model as shown in Figure 2. Int J Elec & Comp Eng, Vol. 9, No. 3, June 2019 : 2006 - 2017
2009 2009 Int J Elec & Comp Eng ISSN: 2088-8708 Figure 1. Driving efforts using size and productivity
Figure 2. Iterative model to re-define effort and time during project life cycle Figure 1. Driving efforts using size and productivity Figure 1. Driving efforts using size and productivity Figure 1. Driving efforts using size and productivity Figure 2. Iterative model to re-define effort and time during project life cycle Figure 2. Iterative model to re-define effort and time during project life cycle 4.3. Project duration Project calendar duration represents time required to complete the project. Project duration is the
estimation of project end date for given project start date and estimate the date when we can delivery the
project. It must be understood that project duration and total project effort are not interchangeable metric. There is no direct relationship which exists between time and effort. It must be understood that by adding
more team members we can only reduce the overall project duration to a certain level but adding more
resources may result in longer project duration and increase cost. e.g if total estimated project effort is 12
person months and there is a project team of 4 people. In this case estimated project duration will be 3
months provided there is no planned idle time. We can’t deliver this project in one month with 12 member
team because adding more member will not only add new communication channels but also increase the
integration effort. This relationship must be understood and it is better to have an optimal team size. Figure 3 [7] describe the relationship between Team size and Project duration, increase in team size will help
in reducing the overall project duration only till point of reflection but increase in team size beyond the point
of reflection will increase the project duration. Project managers must understand the point of reflection as it
will help him to commit timelines with project stakeholders. It is not easy to identify the point of reflection
but work break down structure or Delphi techniques can help project manager in identifying the optimal
team size. Figure 3. How increase in team size will impact project duration? Figure 3. How increase in team size will impact project duration? 5. RELATED WORK 5.1. Data published by quantitative software management p
y q
g
Quantitative Software Management (QSM) [12] has published the data based on the study of 2,231
closed projects. Projects are classified as new development, Major/Minor enhancement, Conversion or
Maintenance project based on the ratio of new functionality to be added versus total functionality (added,
modified and deleted). Table 1 shows the median project metrics for various project type. a. New Development (more than 75% new functionality)
b. Major Enhancement (new functionality between 25%-75%)
c. Minor Enhancement (new functionality between 5%-25%)
d. Conversion (less than 5% functionality) s
e. Maintenance (No new functionality) Quantitative Software Management (QSM) [12] has published the data based on the study of 2,231
closed projects. Projects are classified as new development, Major/Minor enhancement, Conversion or
Maintenance project based on the ratio of new functionality to be added versus total functionality (added,
modified and deleted). Table 1 shows the median project metrics for various project type. N
D
l
(
h
75%
f
i
li ) Quantitative Software Management (QSM) [12] has published the data based on the study of 2,231
closed projects. Projects are classified as new development, Major/Minor enhancement, Conversion or
Maintenance project based on the ratio of new functionality to be added versus total functionality (added,
modified and deleted). Table 1 shows the median project metrics for various project type. N
D
l
t (
th
75%
f
ti
lit ) Table 1. Median Project Metrics for Various Project Type
Project Type
Median Project Metrics
New
Development
Major
Enhancement
Minor
Enhancement
Conversion
Maintenance
% of Projects
16%
61%
14%
7%
2%
Median Size (FP)
291.00
119.00
153.00
109.00
68.00
Median Effort Months
29.70
19.30
28.10
23.40
18.60
Median % Functional Efforts
12%
11%
12%
10%
19%
Median Productivity FP/PM
9.16
5.79
5.19
5.06
2.7
Median Duration
7.57
7.23
6.42
6.43
4.73
Median Defects
37
16
38.5
35
16 Table 1. Median Project Metrics for Various Project Type
Median Project Metrics Data shows, Rate of delivery (productivity) is higher for new development projects compared to
maintenance and enhancement projects. Productivity (rate of delivery) for new development projects is 3
times to the productivity (rate of delivery) of maintenance projects and 50% more than productivity of
enhancement projects, however, there are more defects injected in development projects compare to
maintenance projects. 5.
RELATED WORK How software size influence productivity and project duration (Mridul Bhardwaj)
5. RELATED WORK
As per Putnam, Lawrence H., and Ware [2], software size, effort, project duration and productivity
are the key metrics for monitoring and control of software development project. There is no direct
2010 2010 ISSN: 2088-8708 relationship among these metrics, however, there are industry data available that shows how these metrics
influence each other. relationship among these metrics, however, there are industry data available that shows how these metrics
influence each other. 5.1. Data published by quantitative software management Data shows Figure 4, Figure 5 and Figure 6 that median number of defects for new
development projects are more than double for number of defects for maintenance projects. Figure 7 shows how productivity (rate of delivery) changes against software size. It shows that
productivity improves significantly as project size improve. Data in Table 1 shows that median project size
for new development project is 291 function points and median project size for maintenance project is 68
function points. New development projects are bigger in size and rate of delivery is significantly higher than
maintenance projects. Figure 4. Median productivity for various project
type
Figure 5. Median defects for various project type Figure 5. Median defects for various project type Figure 4. Median productivity for various project
type Figure 5. Median defects for various project type Figure 4. Median productivity for various project
type Int J Elec & Comp Eng, Vol. 9, No. 3, June 2019 : 2006 - 2017 ISSN: 2088-8708
2011 Int J Elec & Comp Eng
2011 2011 Figure 6. Median productivity against project size
Figure 7. Total efforts and productivity Figure 6. Median productivity against project size Figure 7. Total efforts and productivity Figure 6. Median productivity against project size Figure 7. Total efforts and productivity Figure 8 shows that rate of delivery decreases sharply as we spend more efforts. It shows that if we
increase the team size it may impact negatively on overall team productivity. When we distribute the overall
efforts to the various project phases, it is important to know how effort distribution to various phases would
impact the key metrics like schedule, productivity and defects etc. Study of Quantitative Software
Management (QSM) [12] shows that overall productivity improves to 28% if more than 20% efforts spends
during analysis and design. Table 2 shows how productivity, schedule and defects improves if we spend more
than 20% efforts during analysis and design phases. Overall duration of the project can be reduced by 14%
and also overall project effort can be reduced by 10% if more than 20% efforts spend during the analysis and
design phase. Table 2. 5.2.2. Total project efforts as function of software size and maximum team size
Dependent Variable=Efforts (Project Efforts in Person Hours)
Independent Variable 1=Size (Software Size in Function Points)
Independent Variable 2=Maximum Team Size (Full Time Equivalent of Maximum Team Size) 5.2.2. Total project efforts as function of software size and maximum team size
Dependent Variable=Efforts (Project Efforts in Person Hours)
Independent Variable 1=Size (Software Size in Function Points)
Independent Variable 2=Maximum Team Size (Full Time Equivalent of Maximum Team Size) Efforts = 37.48 * Size (.504) * Maximum Team Size (0.759) Above equation is derived based on 203 new development projects in ISBSG project repository and
having R2(adj) value as 0.61 which means 61% variability is explained by the above equation. Median MRE
value is 0.37 which implies that there could be 37% variance in actual value and value obtain using the
derived equation. 5.2.4. Project duration as function of software size
Dependent Variable=Project Duration (Total active elapsed time in mon
Independent Variable 1=Size (Software Size in Function Points) Dependent Variable=Project Duration (Total active elapsed time in mo
Independent Variable 1=Size (Software Size in Function Points) Project duration = 0.543 * Size (.408) Above equation is derived, based on 494 new development projects in ISBSG project repository and
having R2(adj) value as 0.30 which means 30% variability is explained by the above equation. Median MRE
value is 0.39 which implies that there could be 39% variance in actual value and value obtain using the
derived equation. 5.2.3. Total project efforts as function of software size
Dependent Variable=Efforts (Project Efforts in Person Hours)
Independent Variable 1=Size (Software Size in Function Points) 5.2.3. Total project efforts as function of software size
Dependent Variable=Efforts (Project Efforts in Person Hours)
Independent Variable 1=Size (Software Size in Function Points) Efforts = 23.25 * Size (.814) Efforts = 23.25 * Size (.814) Above equation is derived, based on 534 new development projects in ISBSG project repository and
having R2(adj) value as 0.45 which means 45% variability is explained by the above equation. Median MRE
value is 0.55 which implies that there could be 55% variance in actual value and value obtain using the
derived equation. 5.2.1. Productivity as function of software size and maximum team size
Dependent Variable=Productivity (Project Delivery Rate in Hours per Function Point)
Independent Variable 1=Size (Software Size in Function Points)
Independent Variable 2=MaxTeamSize (Full Time Equivalent of Maximum Team Size) Productivity = 37.48 * Size (-0.496) * MaxTeamSize (0.759) Productivity = 37.48 * Size (-0.496) * MaxTeamSize (0.759) Above equation is derived based on 203 new development projects in ISBSG project repository and
having R2(adj) value as 0.32 which means 32% variability is explained by the above equation. Median MRE
value is 0.37 which implies that there could be 37% variance in actual value and value obtain using the
derived equation. 5.1. Data published by quantitative software management Impact of Effort Spend in Analysis and Design on Key Metrics
Impact of Effort Spend in Analysis and Design
Effort Spend >20%
Effort Spend <20%
Impact
Productivity FP/PM
7.93
6.2
28%
Median Duration (Months)
6.2
7.23
-14%
Median Efforts (PM)
20.29
22.59
-10%
Median Defects
19.5
20
-3%
Figure 8. Impact of effort spend in analysis and design
7.93
6.2
20.29
19.5
6.2
7.23
22.59
20
28%
-14%
-10%
-3%
-20%
-10%
0%
10%
20%
30%
40%
0
5
10
15
20
25
Productivity FP / PM
Median Duration
(Months)
Median Efforts (PM)
Median Defects
Impact of Effort spend in Analysis and Design
Effort spend >20%
Effort spend<20%
Impact Figure 8. Impact of effort spend in analysis and design 5.2. Data published by international software benchmarking standard group (ISBSG) 5.2. Data published by international software benchmarking standard group (ISBSG)
International Software Benchmarking Standard Group (ISBSG) in its Benchmarking release
published the relationship for software size, efforts, project duration, productivity and maximum team size. These relationship is based on 4,106 software projects from around the world, and made available on Release
10 of Estimating, Benchmarking & Research Suite CD [13]. This relationship have been derived after the How software size influence productivity and project duration (Mridul Bhardwaj)
2012
2012 ISSN: 2088-8708 statistical analysis of projects in the ISBSG repository. ISBSG study [14] showed that software size and
maximum team size are the key metrics for estimating project duration and efforts. statistical analysis of projects in the ISBSG repository. ISBSG study [14] showed that software size and
maximum team size are the key metrics for estimating project duration and efforts. 6.
APPROACH ISBSG data does not represent any meaningful regression equation between productivity and
software size which is one of the most significant metric known in the beginning of the project, however, it
does represent the regression equation of productivity with software size and maximum team size (explain
in 5.2.1) but most of the time maximum team size is not known in the beginning of the project. Following
sections explain the step by step approach taken to establish the regression equation. 5.2.5. Project duration as function of effort Dependent Variable=Project Duration (Total active elapsed time in months
Independent Variable 1=Effort (Total Planned effort in person hours) Project duration=0.370 * Effort (.328) Above equation is derived, based on 1681 new development projects in ISBSG project repository
and having R2(adj) value as 0.35 which means 35% variability is explained by the above equation. Median
MRE value is 0.36 which implies that there could be 36% variance in actual value and value obtain using the
derived equation. Int J Elec & Comp Eng, Vol. 9, No. 3, June 2019 : 2006 - 2017 2013
20 Int J Elec & Comp Eng ISSN: 2088-8708 6.1. Steps to obtain the linear regression equation In both the equations software size is taken as independent variables, while
productivity and project duration is taken as dependent variables p
y
p
j
p
e. Verify the linear equations obtain in step 5 with actual data for 10 closed projects. p
y
p
j
p
e. Verify the linear equations obtain in step 5 with actual data for 10 closed projects. 6.1. Steps to obtain the linear regression equation Using the model published by ISBSG and discussed in section 6.2, we simulate the productivity and
project duration for different software size in the range 50 to 2000 function points, assuming software size it
is normally distributed, we followed the following steps to establish the linear regression equation for
productivity and project duration with software size. Table in annexure shows the complete dataset. a. For all projects, efforts were derived using the regression equation explain in section 6.2.3. Figure 9
shows the graph for the size and corresponding efforts. Figure 9. Total effort v/s size Figure 9. Total effort v/s size b. Productivity for each project was calculate using the effort and size calculated in step 1 (by dividing
software size and effort). Figure 10 shows the graph for software size and productivity. b. Productivity for each project was calculate using the effort and size calculated in step 1 (by dividing
software size and effort). Figure 10 shows the graph for software size and productivity. Figure 10. Productivity v/s size Figure 10. Productivity v/s size c. Project duration in person month was estimated using the regression equation describe in 6.2.5. Figure 11
shows the graph for project duration and software size. c. Project duration in person month was estimated using the regression equation describe in 6.2.5. Figure 11
shows the graph for project duration and software size. c. Project duration in person month was estimated using the regression equation describe in 6.2.5. Figure 11
shows the graph for project duration and software size. How software size influence productivity and project duration (Mridul Bhardwaj) How software size influence productivity and project duration (Mridul Bhardwaj)
2014
14 ISSN: 2088-8708 Figure 11. Project duration v/s size Figure 11. Project duration v/s size d. Using the statistical tools, obtain the linear regression equations for productivity and project duration
depending on software size. In both the equations software size is taken as independent variables, while
productivity and project duration is taken as dependent variables d. Using the statistical tools, obtain the linear regression equations for productivity and project duration
depending on software size. In both the equations software size is taken as independent variables, while
productivity and project duration is taken as dependent variables d. Using the statistical tools, obtain the linear regression equations for productivity and project duration
depending on software size. 7.
EXPERIMENT RESULTS Using the statistical software Minitab version 16, following linear regression equation for
productivity and size is obtained. R2(Adj) for this equation is 93% that means linear equation explain 92% of
variability in dataset. Figure 12. to Figure 15. shows the output of regression analysis of size versus
productivity and size versus project time line. Following linear regression equation for project duration and
size is also obtained. R2(Adj) for this equation is 92% that means linear equation explain 92% of variability
in dataset. Productivity = 4.378+0.001923*Size Figure 12. Regression analysis for productivity and
size
Figure 13. Fitted line plot for regression analysis for
productivity and size
Project duration = 4.378+0.001923*Size Figure 13. Fitted line plot for regression analysis for
productivity and size Figure 13. Fitted line plot for regression analysis for
productivity and size 8.
VERIFICATION OF EXPERIMENT RESULTS Linear regression equation for productivity and project duration was verified for actual project
metrics of 10 closed projects. Actual project size of these projects varies from 175 function points to 1468
function points. For all these projects, actual size, total effort and project duration was collected. We calculated the actual productivity using total effort and size. Productivity and project duration was also calculated based on the regression equation obtained in
section 7. Variation in the actual metric and calculated metric is calculated. Variation in productivity (Actual
v/s Calculated) was between -2.6% to 20.4%, except one data point. All the projects is having a positive
variation which means the actual productivity was more than the productivity calculated using the regression
equation. We can conclude that productivity is significantly dependent on software size. Productivity and
software size linear regression relationship provides productivity estimates with 20% variation thus
regression equation can be a good estimate of productivity in the initial phases of the project. Table 3. Verification Results
Actual Project Data of
Closed Projects
As Per Regression
Equcation
% Variation
S.N
Actual Size
Total
Efforts
Productivity
(FP/PH)
Project
Duration in
Months
Productivity
(FP/PH)
Project
Duration In
Months
In
Productivity
Project
Duration in
Months
1
175
1400
0.125
4.465
0.1236
4.714525
1.1%
-5.3%
2
228
1583
0.144
4.974
0.125296
4.816444
14.9%
3.3%
3
258
1985
0.130
5.232
0.126256
4.874134
3.0%
7.3%
4
325
2600
0.125
5.749
0.1284
5.002975
-2.6%
14.9%
5
339
2568
0.132
5.848
0.128848
5.029897
2.4%
16.3%
6
467
3199
0.146
6.665
0.132944
5.276041
9.8%
26.3%
7
567
3611
0.157
7.214
0.136144
5.468341
15.3%
31.9%
8
775
4506
0.172
8.195
0.1428
5.868325
20.4%
39.6%
9
1245
6803
0.183
9.944
0.15784
6.772135
15.9%
46.8%
10
1468
7567
0.194
10.635
0.164976
7.200964
17.6%
47.7% Table 3. Verification Results Variation of project duration (Actual v/s Calculated) is increasing with project size and this
increment is not linear, thus we can conclude that linear equation does not explain the relationship for project
duration and software size. We can conclude that project duration does not significantly depend on software
size only but may also depend on another metric apart from software size. This other metric could be the
team size, this leaves scope to further analysis the project duration with software size and team size as
depended variables. Figure 13. Fitted line plot for regression analysis for
productivity and size Int J Elec & Comp Eng, Vol. 9, No. 3, June 2019 : 2006 - 2017
2015
2015 ISSN: 2088-8708 2015 Int J Elec & Comp Eng Figure 14. Regression analysis for project duration
and size Figure 15. Fitted line plot of regression analysis for
project duration and size Figure 14. Regression analysis for project duration
and size Figure 15. Fitted line plot of regression analysis for
project duration and size 9.
RESULT AND DISSCUSION Linear regression analysis of data published by ISBSG [13] provides linear regression equation for
productivity and project duration with software size. Verification of linear regression with actual data of 10
projects conclude that productivity is significantly dependent on software size. Productivity and software size How software size influence productivity and project duration (Mridul Bhardwaj) 2016
2016 ISSN: 2088-8708 linear regression relationship provides productivity estimates with 20% variation thus regression equation can
be the good estimate of productivity in the initial phases of the project. linear regression relationship provides productivity estimates with 20% variation thus regression equation can
be the good estimate of productivity in the initial phases of the project. We also conclude that project duration does not significantly depend on software size but may also
depend on other metric apart from software size. This other metric could be the team size, this leaves a scope
to further analyze the project duration with software size and team size as depended variables. It can be
inferred that software size is the key metrics to manage software development project effectively. QSM study
suggests that rate of delivery (productivity) is higher for new development projects compared to maintenance
and enhancement projects. Productivity for new development projects are 3 times to the rate of delivery for
maintenance projects and 50% more than the productivity for enhancement projects, however, there are more
defects injected in development projects compared to maintenance projects. QSM data also suggest that
productivity improves significantly as the project size increases, however, it decreases with the increase in
efforts, and hence, the increasing team size may have negative impact on productivity, cost and increase the
risk of delivering the high cost but low quality projects. Our study also concluded that distribution of efforts over various project phases also impacts the
productivity and schedule. If we spend more than 20% effort during analysis and design phase then we can
improve productivity and project duration, by 28%, 14% respectively. Hence, if a Project Manager applies estimation and techniques prescribed in this study to determine
the productivity of a project, the Project Manager should take the software size as the most important input
factor. Also, factors like the team size are subjective factors, it may or may not have a direct correlation on
the productivity of any software project. REFERENCES [1]
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[2]
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RESULT AND DISSCUSION Team size depends upon the number of team resources and the
productivity of the team resources is a subjective matter which cannot be implied empirically or
mathematically. 10. FUTURE SCOPE The Current study concludes that software size has a significant impact on team productivity,
however, the study is unable to establish any significant impact of software size on project duration on
measurable terms. Project duration has a positive correlation with software size, however, we need to study
further to analyze y
a. How project duration influence by software size and team size. y
a. How project duration influence by software size and team size. a. How project duration influence by software size and team size. p
j
y
b. As software size is a key metrics so we need to establish how we can effectively estimate the software
size in the early stage of project life cycle when only high level requirements are available. b. As software size is a key metrics so we need to establish how we can effectively estimate the software
size in the early stage of project life cycle when only high level requirements are available. The results of the future scope of study will benefit Software Organizations to plan and execute
projects on a mathematical grid accuracy which in turn could become a standardized operating procedure as
further studies may establish mathematical relationship between software size and project duration. The results of the future scope of study will benefit Software Organizations to plan and execute
projects on a mathematical grid accuracy which in turn could become a standardized operating procedure as
further studies may establish mathematical relationship between software size and project duration. [14] Book, “Practical Software Project Estimation,” by International Software Benchmarking Standards Group, Page no
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English
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INDOOR 3D POINT CLOUDS SEMANTIC SEGMENTATION BASES ON MODIFIED POINTNET NETWORK
|
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1.
INTRODUCTION enhance
the automation
and
intelligence
of
point
cloud
segmentation, the segmentation methods for point cloud base on
deep learning has became a latest research hot spot. Deep
learning is a kind of novel technology that automatically extract
the high level features of the input data by the structure of deep
neural network. Currently,the segmentation methods base on
deep learning are mainly divided into 3 types: ①Convert point
cloud into multi-view images then input the images into
2DCNN to realize the segmentation of 3D elements. (Su et al.,
2015) put forward MVCNN network, which utilized 2DCNN
network structure. However,converting point cloud to image
will lose the spatial information of point cloud, which will
affect the precision of segmentation; ②The neural networks that
use voxel as input. Daniel and Sebastian (2015) put forward
VoxNet network model base on point cloud voxelization and
supervised 3DCNN. This network preprocess the point cloud
into voxel, then use 3D convolutional kernel to carry out
convolution operation, which is the original 3DCNN network
but
along
with
the
disadvantages,
such
as:
additional
computation,“dimension explosion” etc. ③The deep neural
network that directly use points as input. Qi et al. (2016), from
Stanford, put forward PointNet network, which utilize multi-
layer perception (MLP) to extract the global feature of point
cloud and use maximum symmetric function to solve the
problem of irregular format to achieve a good segmentation
precision. However this network only pay attention to the global INDOOR 3D POINT CLOUDS SEMANTIC SEGMENTATION BASES ON MODIFIED
POINTNET NETWORK J. Zhao1,2,3,X. Zhang1,3, Y. Wang1,3,* School of Geomatics and Urban Information, Beijing University of Civil Engineering and Architecture, 102616 Beij
zhaojiangh@bucea.edu.cn 1 School of Geomatics and Urban Information, Beijing University of Civil Engineering and Architecture, 102616 Beijing ,China -
zhaojiangh@bucea.edu.cn Key laboratory of Modern Urban Surveying and Mapping. National Administration of Surveying , Mapping and Geo
102616 Beijing, China 2 Key laboratory of Modern Urban Surveying and Mapping. National Administration of Surveying , Mapping and Geoinformation,
102616 Beijing, China
3 Beijing Key Laboratory For Architectural Heritage Fine Reconstruction & Health Monitoring 102616 Beijing China 3 Beijing Key Laboratory For Architectural Heritage Fine Reconstruction & Health Monitoring, 102616 Beijing,
(zhangxiaoguang,2108521519005)@stu.bucea.edu.cn KEY WORDS: 3D LiDAR Point Cloud; Point Cloud Segmentation; Semantic Segmentation; Deep Learning; Indoor Structural
Elements; PointNet ABSTRACT: Indoor 3D point clouds semantics segmentation is one of the key technologies of constructing 3D indoor models,which play an
important role on domains like indoor navigation and positioning,intelligent city, intelligent robot etc. The deep-learning-based
methods for point cloud segmentation take on higher degree of automation and intelligence. PointNet,the first deep neural network
which manipulate point cloud directly, mainly extracts the global features but lacks of learning and extracting local features,which
causes the poor ability of segmenting the local details of architecture and affects the precision of structural elements segmentation . Focusing on the problems above,this paper put forward an automatic end-to-end segmentation method base on the modified PointNet. According to the characteristic that the intensity of different indoor structural elements differ a lot, we input the point cloud
information of 3D coordinate, color and intensity into the feature space of points. Also,a MaxPooling is added into the original
PointNet network to improve the ability of attracting and learning local features. In addition, replace the 1×1 convolution kernel of
original PointNet with 3×3 convolution kernel in the process of attracting features to improve the segmentation precision of indoor
point cloud. The result shows that this method improves the automation and precision of indoor point cloud segmentation for the
precision achieves over 80% to segment the structural elements like wall,door and so on ,and the average segmentation precision of
every structural elements achieves 66%. *
Corresponding author This contribution has been peer-reviewed.
https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-369-2020 | © Authors 2020. CC BY 4.0 License. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume XLIII-B2-2020, 2020
XXIV ISPRS Congress (2020 edition) The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume XLIII-B2-2020, 2020
XXIV ISPRS Congress (2020 edition) 1.1 General Instructions 3D LiDAR technology has gradually became a important
method of understanding the 3D indoor scene because of this
advantages that it can acquire massive point cloud data with
high speed,low cost and high precision. However, the semantic
segmentation has became a hot spot of research fields like: 3D
indoor modeling, indoor navigation, robot pattern etc. The
traditional segmentation methods for point cloud has developed
for a period of time. So there are amounts of classic
segmentation algorithms, such as: segmentation methods base
on edge(Himmelsbach et al.,2009), segmentation methods base
on surface (Li et al., 2011; Zhang et al., 2015; Hu et al., 2012)
segmentation methods base on clustering (Chen et al., 2012;
Sun et al., 2006; Lin et al., 2016), segmentation methods base
on machine learning (Rusu et al., 2008; Rusu et al., 2009;
Aldoma et al., 2011). With the improvement form lots of
researchers, the traditional segmentation methods for point
cloud has been enhanced constantly. However the traditional
segmentation
methods
for
point
cloud
require
manually
designed feature descriptors, which demand the designers
possess empiric knowledge. There are lots of thresholds needed
to be selected for traditional segmentation methods during the
process of point cloud segmentation which is complicated, only
suitable for specified tasks and poor in generalization. To 369 The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume XLIII-B2-2020, 2020
XXIV ISPRS Congress (2020 edition) The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume XLIII-B2-2020, 2020
XXIV ISPRS Congress (2020 edition) The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume XLIII-B2-2020, 2020
XXIV ISPRS Congress (2020 edition) Figure 1. Dataset main scenarios
(Mainly divided into two parts :data set with reflection
intensity information and data set without reflection intensity
information ) feature and ignore the local feature. So this network has poor
capacity of details segmentation. feature and ignore the local feature. So this network has poor
capacity of details segmentation. This paper used the modified PointNet to segment the point
cloud of indoor structural elements. The main works are as
follow: (1)Currently, there are few indoor point cloud dataset which
contain intensity information. 1.1 General Instructions So this paper constructed a indoor
point cloud data set contains 8 types of indoor structural
elements with intensity information for the experiment; (2)Focusing on the indoor structural elements (door, wall,
window etc.) with different intensity information, this paper
input intensity information,coordinate information and color
information into the neural network as tensor to improve the
segmentation precision of PointNet to segment the indoor
structural elements. Figure 1. Dataset main scenarios
(Mainly divided into two parts :data set with reflection
intensity information and data set without reflection intensity
information ) (3)Focusing the problem that the original PointNet only pay
attention to extract the global features of point cloud but ignore
local features, this paper modified the structure of PointNet
network to let it has better ability to extract local features and
improve the segmentation precision of structural elements. 2.
CONSTRUCTING THE INDOOR POINT CLOUD
DATA SET Faro Focus 3D X130 scanner and main technical
indicators
Data Set
Year
Format
Feature of
Point Cloud
Producer
S3DIS
(Armeni et al.,
2017)
2017 Point Cloud
RGB-D
(X,Y,Z,R,G,B) Stanford
Scannet
(Dai et al.,
2017)
2017 Point Cloud
RGB-D
(X,Y,Z,R,G,B) Stanford Table 1. Current open large indoor point cloud datasets
Configuration
Faro Focus3D
X130
Ranging/m
0.5~130
Distance
Accuracy Index
0.6mm/10m
Scanning View
360°×120°
Scanning
precision
0.1mm/50m
Speed
1,200,000points/s
Table 2. Faro Focus 3D X130 scanner and main technical
indicators
Data Set
Year
Format
Feature of
Point Cloud
Producer
S3DIS
(Armeni et al.,
2017)
2017 Point Cloud
RGB-D
(X,Y,Z,R,G,B) Stanford
Scannet
(Dai et al.,
2017)
2017 Point Cloud
RGB-D
(X,Y,Z,R,G,B) Stanford Figure 2. Structure of PointNet This contribution has been peer-reviewed.
https://doi org/10 5194/isprs-archives-XLIII-B2-2020-369-2020 | © Authors 2020 CC BY 4 0 License 2.
CONSTRUCTING THE INDOOR POINT CLOUD
DATA SET The structure of PointNet network is showed in Figure 2. It
utilized transformation network T-net for rigid transformation
and use maximum symmetric function to handle the problem of
disorder. The algorithm can be divided into 3 flowing steps:
(1)Utilize T-Net to learn a transformation matrix and then
multiply the matrix with point cloud to make sure that the rigid
transformation steadiness of point cloud. The structure of PointNet network is showed in Figure 2. It
utilized transformation network T-net for rigid transformation
and use maximum symmetric function to handle the problem of
disorder. The algorithm can be divided into 3 flowing steps: Currently,there are only 2 public large-scale indoor 3D point
cloud data set which are showed in table 1. But these 2 public
data set contain no reflection intensity information. Hence,we
created a data set contains 4 areas, 8 semantic elements and
70,000,000 labeled points for better segmentation result of
indoor structural elements. The point cloud of this data set
contains not only spatial coordinate information (X,Y,Z), color
information (R,G,B), but also reflection intensity information. We mainly utilized Faro Focus3D X130 scanner to acquire
point cloud and the technical index of it are showed in Table 2. After acquiring the original point cloud, preprocessed the
original point cloud like: registering, denoising, getting sparse. After prepocessing, labeled the point cloud manually and
divided the data set into training set and testing set which is
showed in Figure 1 . g
g
p
(1)Utilize T-Net to learn a transformation matrix and then
multiply the matrix with point cloud to make sure that the rigid
transformation steadiness of point cloud. (2)Utilize MLP to extract high dimensional feature from the
point cloud which has been transformed by T-Net and use
maximum symmetric to manipulate the disordered point cloud
to extract global feature. (3)Fuse the global and local features and then utilize MLP to
downsample the features for the probability score to measure
what type the points might belong to. Figure 2. Structure of PointNet Table 1. Current open large indoor point cloud datasets
Configuration
Faro Focus3D
X130
Ranging/m
0.5~130
Distance
Accuracy Index
0.6mm/10m
Scanning View
360°×120°
Scanning
precision
0.1mm/50m
Speed
1,200,000points/s
Table 2. 3.2.2
Local feature extraction 1
pool
pool
values
axis
concat
tf
concat
Figure 5. Segmentation results of indoor dataset 4.
RESULT ANALYSIS Figure 6. Comparison of Reflective including intensity and
without intensity Figure 6. Comparison of Reflective including intensity and
without intensity After modifying the PointNet network, we utilized this network
to segment the S3DIS data set and the indoor data set we
created. We Selected the Area1, Area2, Area3, Area4, Area6 as
training set, and chose Area5 as testing set. Besides, we chose
Area1, Area2, Area3 as training set and Area4 as testing set. To
validate
the
effectiveness
of
the modified
PointNet,
we
compared the segmentation result of using the modified network
and original PointNet on S3DIS data set. We also compare the
result of using the data set we constructed with reflection
intensity and without reflection intensity. In addition, compare
the result of using different kernel size of 3×3 and 1×1. We used
Tensorflow deep learning framework, adam optimizer to train
the network. The learning rate is 0.001,batch siez is 16, epoch is
100 and the training consumed 21hours. The hardware and
software we used to train the network are showed in Table3 and
Table 4. Figure 6. Comparison of Reflective including intensity and
without intensity 3.2.1
The input Feature space Because of the difference of distance between points and the
sparse structure of point cloud, the point cloud need to be
converted to the format that can be understand by neural
network. The 3D coordinate (X,Y,Z )represents the spatial
information and the color (R,G,B) represents the texture
information. Also, the coordinates of original point cloud are
normalized before input. The point cloud are divided according
to the room they belongs to and then normalized base on the
coordinate
of
the
room. After
acquiring
the
coordinate
(X0,Y0,Z0), every room are divided into the area of 1m×1m. In
addition, the reflection intensity information is added, because
different structural elements contain different information of
reflection intensity. Finally,every points in the point cloud are
input as
0
0
0
,
,
,
,
,
,
,
,
Z
Y
X
B
G
R
Z
Y
X
, the feature space of 10
dimension, into the neural network. This contribution has been peer-reviewed.
https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-369-2020 | © Authors 2020. CC BY 4.0 License. 4.1 Result The segmentation results of using modified PointNet network to
segment S3DIS data set are showed in Fig 4, and the results of
segmenting the data set we constructed are showed in Figure5. The upper half part of the result figure shows input data, and the
lower half part shows the segmentation result. The data set we
constructed consist with the part contains reflection intensity
and the part without that and Figure 6.shows the comparing
result. The upper half part shows the result of using the intensity
information, and the lower half part shows the result without
using intensity information. The objects in the red pane are
important objects needed to be compared Figure 6. shows that
the result of upper half part is better than the lower one. 3.2.2
Local feature extraction During the process of optimizing the original PointNet network,
we found that adding MLP with 4 layers on the original MLP
helps to improve the precision of segmentation. Hence,we add 2
more layers of MLP behind the MLP-2 layer of the original
network as the extracting layer for local features. Also,Adding a
MLP layer behind the original MLP-5 and parallel with the
extracting layer for local features as the extracting layer for
global features. Compared with the original PointNet, our structure use more
MLP layers to extracting the local feature, which have better
ability to extract the correlation features between points. When
optimizing the index of MLP layer network used to extract the
high dimensional features, we found that the convolutional
kernel in bigger size will get better segmentation precision
during the semantic segmentation of indoor scene. So,we
replace some of the 1×1 convolutional kernel of original
PointNet network with 3×3 convolutional kernel to improve the
segmentation precision of the network to segment the indoor
structural elements. In addition, we add a MaxPooling layer
behind the MLP-4 layer to extract the local feature for better
ability to input the local feature of point cloud. Besides, let
every point contain not only local feature but also global feature
by fusing the local feature extracted by the first MaxPooling
layer and the global feature extracted by the second MaxPooling
layer. Utilizing the Concat operation of tensorflow framework
to achieve the fusion of features. The algorithm of the Concat
operation is showed in (1).
Figure 4. Segmentation Results of Area5 in S3DIS Dataset Figure 4. Segmentation Results of Area5 in S3DIS Dataset
Figure 5. Segmentation results of indoor dataset
Figure 6. Comparison of Reflective including intensity and
without intensity Figure 4. Segmentation Results of Area5 in S3DIS Dataset Figure 5. Segmentation results of indoor dataset
],
1,
4096
[,4
2
max_
. 1
VALID
padding
conv
d
pool
tf
pool
)'
'
],
1,
4096
[,8
(
2
max_
. 2
VALID
padding
conv
d
pool
tf
pool
(1)
])
2
,1
[
,3
(
. 1
pool
pool
values
axis
concat
tf
concat
]
[
_
p
g
p
f
p
)'
'
],
1,
4096
[,8
(
2
max_
. 2
VALID
padding
conv
d
pool
tf
pool
(1)
])
2
,1
[
,3
(
. 3.2 Modify PointNet We modified the original PointNet network. First, add reflection
intensity information of the point cloud into the feature space. Then we add a layer to extract local feature and then fuse the
global feature and local feature. The modified network structure
is showed in Figure 3. g
Figure 3. The Structure of Modified PointNet indicators Figure 3. The Structure of Modified PointNet This contribution has been peer-reviewed. 370 The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume XLIII-B2-2020, 2020
XXIV ISPRS Congress (2020 edition) The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume XLIII-B2-2020, 2020
XXIV ISPRS Congress (2020 edition) The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume XLIII-B2-2020, 2020
XXIV ISPRS Congress (2020 edition) The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume XLIII-B2-2020, 2020
XXIV ISPRS Congress (2020 edition) 4.3 Result analysis Figure 5. shows the mIoU of every categories of using modified
PointNet algorithm and original PoingNet algorithm to segment
the Area5 in S3DIS. We found that the modified network got
higher precision than PointNet except chair, which showed in
Table 5. Consequently, the modification for PointNet of this
paper is effective. 4.2 Precision norms According
to the analysis, we think there are two main reasons: ①The
ability of the modified network base on the PointNet is weak to
learn the local details of wall and board, so the segmentation
results are poor. ②The number of different semantic elements
are not well-distributed, so the segmentation precision of the
elements which contain small quantity, like lamp, will be lower. Hence, the following research could follow these two following
aspects: (1)Keep on improving the structure of network for a
better ability to learn the local features of point cloud and
improve the segmentation precision. (2)Enlarge the size of data
set and make sure the uniformity of the number of every
categories. 5. CONCLUSION
Network
mIoU
ceiling
floor
window
door
board
lamp
Publicity
cabinet
others
PointNet (with I)
65.46
92.06
95.89
79.29
82.53
40.06
25.36
62.42
50.09
ointNet (without I)
64.97
91.27
94.76
77.21
81.39
38.52
24.79
61.63
50.16
Ours(with I)
68.24
92.93
96.23
80.68
85.37
42.63
26.43
63.56
50.58
Ours (without I)
66.78
92.13
95.53
78.36
83.12
41.73
25.63
62.26
50.45 Table 7 The Segmentation Accuracy of our Dataset
Network
mIoU
ceiling
floor
window
door
board
lamp
Publicity
cabinet
others
PointNet (with I)
65.46
92.06
95.89
79.29
82.53
40.06
25.36
62.42
50.09
PointNet (without I)
64.97
91.27
94.76
77.21
81.39
38.52
24.79
61.63
50.16
Ours(with I)
68.24
92.93
96.23
80.68
85.37
42.63
26.43
63.56
50.58
Ours (without I)
66.78
92.13
95.53
78.36
83.12
41.73
25.63
62.26
50.45 FN
FP
TP
TP
IoU
(2)
k
i
i
IoU
k
mIoU
0
1
1
(3)
k
i
k
j
ij
k
i
ii
p
p
OA
0
0
0
(4)
is (2) (3) (4) 5.
CONCLUSION Focusing on the problem that PointNet network has poor ability
to extract local feature of point cloud,this paper put forward a
modified end-to-end deep neural network base on PointNet for
semantic segmentation of indoor 3D LiDAR point cloud. Base
on the structure of PointNet, we replac the original 1×1
convolutional kernel to 3×3 convolutional kernel. And add
several layers of MLP and MaxPooling layer to improve the
ability of extracting local feature. Also add a layer to fuse
features for the segmentation task of indoor structural elements. At last we compare the results of using S3DIS and the data set Focusing on the problem that PointNet network has poor ability
to extract local feature of point cloud,this paper put forward a
modified end-to-end deep neural network base on PointNet for
semantic segmentation of indoor 3D LiDAR point cloud. Base
on the structure of PointNet, we replac the original 1×1
convolutional kernel to 3×3 convolutional kernel. And add
several layers of MLP and MaxPooling layer to improve the
ability of extracting local feature. Also add a layer to fuse
features for the segmentation task of indoor structural elements. At last,we compare the results of using S3DIS and the data set
we constructed and the original PointNet. The modified network base on PointNet acquires higher
precision compared with the original PointNet according to the
result which proves that the modification are effective Network
PointNet
(IoU)
Ours
(IoU)
mIoU
53.87
56.84
ceiling
90.80
91.09
floor
95.33
96.13
wall
70.56
73.35
beam
10.25
0.15
columu
13.92
26.51
window
66.26
67.04
door
78.62
80.36
table
55.32
62.86
chair
54.75
54.53
sofa
15.32
29.26
bookcase
50.76
51.14
board
45.52
52.35
clutter
52.86
54.17
Table 5. IoU of Area5 in S3DIS Dataset
Size of convolutiona
l kernel in PointNet
MIoU(%)
OA(%)
1×1(original PointNet)
54.12%
80.59
3×3
54.96%
81.03
Table 6. Segmentation Results of PointNet with Different
Convolution Kernels on S3DIS At last,we compare the results of using S3DIS and the data set
we constructed and the original PointNet. The modified network base on PointNet acquires higher
precision compared with the original PointNet according to the
result, which proves that the modification are effective. This contribution has been peer-reviewed. 4.2 Precision norms The Intersection over (IoU), mean Intersection over Union
(mIoU), overall accuracy (OA) are frequently-used norms in 371 The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume XLIII-B2-2020, 2020
XXIV ISPRS Congress (2020 edition) The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume XLIII-B2-2020, 2020
XXIV ISPRS Congress (2020 edition) The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume XLIII-B2-2020, 2020
XXIV ISPRS Congress (2020 edition) Table 7. The Segmentation Accuracy of our Dataset
omestic and foreign countries to evaluate segmentation
on of every semantic elements. Therefore, this paper use
IoU and OA as norms to evaluate the precision. IoU is
o of the area of segmentation result to the area of ground
mIoU is the average of IoU, OA is the ratio of the number
points accurately segmented to the number of total points. gorithm of IoU is showed in (2),TP means true positive,
ns false positive,FN means false negative. The algorithm
U is showed in (3), the algorithm of OA is showed in (4),
means there are K+1 types, P represent every point and
resents the number of the points are correctly segmented,
esents the points belong to type i but segmented as type j,
resents the points belong to type j but segmented as type
FN
FP
TP
TP
IoU
(2)
k
i
i
IoU
k
mIoU
0
1
1
(3)
k
i
k
j
ij
k
i
ii
p
p
OA
0
0
0
(4)
esult analysis
5. shows the mIoU of every categories of using modified
Table 7. shows the comparison of the results of using both
modified network and original PointNet to segment the data set
with reflection intensity and without intensity. Table 6. shows
that adding reflection intensity information into the point cloud
helps to improve the segmentation precision of segmenting door,
window, board and so on no matter we use the modified
network or the original PointNet. However,the improvement is
not obvious for ceiling, floor and others. The segmentation
results of using modified network and the data set we
constructed are better than using original PointNet on
segmenting ceiling, floor, window, door and so on. However the
segmentation results of segmenting board and lamp are not
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Conference on Robotics & Automation. ALDOMA A, Vincze M, Blodow N et al., 2011. CAD model
recognition and 6 DOF pose estimation using 3D cues. IEEE
International Conference on Computer Vision Workshops,
ICCV 2011 Workshops, Barcelona, Spain, November:6-13. Su H, Maji S, Kalogerakis E et al., 2015. Multi-view
Convolutional Neural Networks for 3D Shape Recognition. IEEE International Conference on Computer Vision, 945-953. Daniel M and Sebastian S., 2015. VoxNet:A 3D convolutional
neural network for real-time object recognition. Proceedings of
2015 IEEE/RSJ International Conference on Intelligent Robots
and Systems, Congress Center Hamburg, Sept 28-Oct 2. Hamburg, Germany, 922-928. C.R.Qi, H.Su, K.Mo et al., 2016. REFERENCES Pointnet: Deep learning on
point sets for 3d classification and segmentation. Computer
Vision and pattern Recognition, 217-223. Armeni I, Sax S, Zamir A R et al.,2017. Joint 2D-3D-Semantic
Data for Indoor Scene Understanding. Computer Vision and
pattern Recognition, 113-118. Dai A, Chang A X, Savva M et al., 2017. ScanNet: Richly-
annotated 3D Reconstructions of Indoor Scenes. Computer
Vision and pattern Recognition, 261-268 This contribution has been peer-reviewed.
https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-369-2020 | © Authors 2020. CC BY 4.0 License. APPENDIX ( Foundation Support: the National Natural Science Foundation
of China,No.41601409; National Natural Science Foundation of
China,No.41501495 Foundation Support: the National Natural Science Foundation
of China,No.41601409; National Natural Science Foundation of
China,No.41501495 373
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English
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Spectral Diversity Successfully Estimates the α-Diversity of Biocrust-Forming Lichens
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Remote sensing
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Received: 18 September 2019; Accepted: 6 December 2019; Published: 9 December 2019 Abstract:
Biocrusts, topsoil communities formed by mosses, lichens, liverworts, algae, and
cyanobacteria, are a key biotic component of dryland ecosystems worldwide. Experiments carried
out with lichen- and moss-dominated biocrusts indicate that climate change may dramatically reduce
their cover and diversity. Therefore, the development of reproducible methods to monitor changes in
biocrust diversity and abundance across multiple spatio-temporal scales is key for evaluating how
climate change may impact biocrust communities and the myriad of ecosystem functions and services
that rely on them. In this study, we collected lichen-dominated biocrust samples from a semi-arid
ecosystem in central Spain. Their α-diversity was then evaluated using very high spatial resolution
hyperspectral images (pixel size of 0.091 mm) measured in laboratory under controlled conditions. Support vector machines were used to map the biocrust composition. Traditional α-diversity metrics
(i.e., species richness, Shannon’s, Simpson’s, and Pielou’s indices) were calculated using lichen
fractional cover data derived from their classifications in the hyperspectral imagery. Spectral diversity
was calculated at different wavelength ranges as the coefficient of variation of different regions of
the reflectance spectra of lichens and as the standard deviation of the continuum removal algorithm
(SD_CR). The accuracy of the classifications of the images obtained was close to 100%. The results
showed the best coefficient of determination (r2 = 0.47) between SD_CR calculated at 680 nm and the
α-diversity calculated as the Simpson’s index, which includes species richness and their evenness. These findings indicate that this spectral diversity index could be used to track spatio-temporal
changes in lichen-dominated biocrust communities. Thus, they are the first step to monitor α-diversity
of biocrust-forming lichens at the ecosystem and regional levels, a key task for any program aiming
to evaluate changes in biodiversity and associated ecosystem services in drylands. Keywords: biocrusts; biological soil crust; spectral diversity; chlorophyll; continuum removal;
biodiversity; α-diversity; support vector machine; remote sensing Spectral Diversity Successfully Estimates the
α-Diversity of Biocrust-Forming Lichens Javier Blanco-Sacristán 1,*
, Cinzia Panigada 1, Giulia Tagliabue 1, Rodolfo Gentili 1
,
Roberto Colombo 1, Mónica Ladrón de Guevara 2,3, Fernando T. Maestre 4 and Micol Rossini 1 1
Remote Sensing of Environmental Dynamics Lab, University of Milano – Bicocca, 20126 Milan, Italy;
cinzia.panigada@unimib.it (C.P.); giulia.tagliabue@unimib.it (G.T.); rodolfo.gentili@unimib.it (R.G.);
roberto.colombo@unimib.it (R.C.); micol.rossini@unimib.it (M.R.) (
);
(
)
2
Universidad Rey Juan Carlos, 28933 Móstoles, Spain; monigue28@yahoo.es
3 Centre for Ecological Research and Forestry Applications, CREAF CSIC UAB, 08193 Barcelona, Spain
4
Department of Ecology, University of Alicante, 03690 San Vicente del Raspeig, Alicante, Spain;
ft.maestre@gmail.com *
Correspondence: javier.blanco@unimib.it; Tel.: +34-610-681-243 remote sensing remote sensing remote sensing 1. Introduction Biocrusts are communities formed by photoautotrophic (algae, lichens, cyanobacteria, liverworts,
and bryophytes) and heterotrophic (bacteria, fungi, protozoa, and nematodes) organisms that live on
the soil surface and cover a large part of the non-vegetated surface in drylands worldwide [1]. These
communities influence fundamental ecosystem processes in drylands, including—but not limited Remote Sens. 2019, 11, 2942; doi:10.3390/rs11242942 www.mdpi.com/journal/remotesensing 2 of 16 Remote Sens. 2019, 11, 2942 to—nutrient cycling, soil respiration, and runon-runoffdynamics [2], and are critical for maintaining
the multiplicity of ecosystem services they provide [3]. Attributes of biocrust communities, such
as their cover, composition, and diversity, largely modulate their impacts on multiple ecosystem
functions simultaneously [4,5], and thus have been suggested as indicators of ecosystem functioning
in drylands [6,7]. Multiple lines of evidence suggest that ongoing climate change can dramatically affect biocrust
communities, reducing their cover and diversity [8]. Reference [9] estimated a global reduction of
their cover by 40% globally within the next 65 years, and quick reductions in their cover have already
been observed in experiments simulating climate change [10–12]. As biocrusts contribute to ecosystem
multifunctionality [2,11,13,14], changes in their composition, cover and diversity could lead to a
reduction of the capacity of drylands to provide essential ecosystem services such as atmospheric CO2
sequestration and the maintenance of soil fertility. For this reason, finding accurate and operational
methods to estimate the cover and diversity of biocrust constituents is a key goal for any ecosystem
monitoring program in drylands. Remote sensing has been highlighted several times as an important tool for biodiversity monitoring
and conservation [15–18]. It is one of the most cost-effective approaches to identify biodiversity hotspots
and to predict changes in species composition, potentially providing repeated measurements and
making it possible to study temporal changes in biodiversity [19]. In this context, the spectral variation
hypothesis (SVH) proposes that the larger the spectral heterogeneity of an environment is, the higher
the number of species found here will be [20]. This hypothesis has been validated several times using
α-diversity metrics with vascular plants [21–25]. Even though measures of spectral diversity based on
spectral dispersion (i.e., the coefficient of variation (CV) or the standard deviation (SD)) have shown
good correlations with the richness, diversity, evenness, and composition of vascular plants [25–27],
the SVH has never been tested using lichens. 1. Introduction The use of optical remote sensing of biocrusts so far has mainly focused on mapping and monitoring
their distribution [28–33] and only one study [34] investigated lichens’ α-diversity at the landscape
level through correlation of high-resolution data with field samples. Since biocrusts are spectrally
characterized by narrow absorption features in specific spectral regions [35], hyperspectral data have
shown potential when discriminating them from vegetation and other soil features (e.g., [35–37]). However, confounding factors such as water content and biocrust tridimensional structure might
hinder their spectral characterization. For this reason, several authors [31,33,35,38–40] proposed the
use of the continuum removal (CR) algorithm [41] to ensure the comparability of biocrusts’ absorption
features. The CR quantifies the absorption features at specific wavelengths, normalizing the reflectance
spectra to a common baseline. This is achieved by approximating the continuum between local spectral
maxima through straight-line segments: a value of 1 is assigned to the local maxima, and a value
between 0 and 1 is obtained in correspondence of the absorption features. This approach might be
particularly useful to enhance the discrimination of lichens, which are characterized by subtle spectral
differences [42]. In this framework, the objective of this study was to apply the SVH to capture the α-diversity of
lichens to support dryland monitoring by (i) evaluating the potential of hyperspectral high spatial
resolution images to identify biocrust-forming lichens (at the genus level); (ii) exploring the relationships
between spectral diversity metrics and the α-diversity of lichens within biocrust communities. 2.1. Study Area and Sampling Location of the study area in central Spain and some examples of the dominant lichen
communities found in the area. 2.2. Hyperspectral Imagery Acquisition
Hyperspectral images of the biocrust samples were acquired with a hyperspectral scanning
imaging system [45] measuring spectral reflectance in 840 bands in the visible (VIS) and near-infrared
(NIR) spectral region (i.e., 380–1000 nm), with a spectral resolution of 2–3 nm (calculated at full width
at half maximum; Figure 2) The system consists of a custom high precision linear stage that embeds
Following the sampling protocol described in [30], we collected 54 biocrust samples using Petri
dishes of 8.5 cm of diameter from 18 plots (three samples per plot randomly chosen). These plots were
distributed following two altitudinal transects in two separated slopes of the study area with different
exposures (north- vs. south-facing). Each transect was divided in three levels depending on the height
of the transect respect to its base, placing three plots on each level. 2.1. Study Area and Sampling The study area is located in Aranjuez, central Spain (40◦01′53.9”N 3◦32′50.8”W; Figure 1). The
climate is semi-arid Mediterranean, with mean annual temperature and rainfall of 15 ◦C and 349 mm,
respectively. The plant cover is below 40%, and is dominated by Macrochloa tenacissima and other
small shrubs, such as Helianthemum squamatum and Gypsophila struthium. A well-developed biocrust 3 of 16
3 of 16 Remote Sens. 2019, 11, 2942
Remote Sens. 2019, 11, x FOR community, a mixture of lichens and mosses, is present between vegetation, covering up to more
than 50% of the plant interspaces. In lichen-dominated biocrusts, Acarospora spp., Buellia spp.,
Diploschistes spp., Fulgensia spp., Psora spp., and Squamarina spp. are the most abundant genera, while
in moss-dominated biocrusts, Pleurochaete squarrosa, Tortula revolvens, and Didymodon acutus are the
most abundant mosses. Since this study focused on lichens, we decided to cluster the mosses identified
(under the term Moss). Finally, in patches of soil dominated by cyanobacteria, genera as Microcoleus
spp., Tolypothrix spp., and Nostoc spp. are present [43]. See [44] for a species list of the biocrust-forming
lichens and mosses in our study area. most abundant mosses. Since this study focused on lichens, we decided to cluster the mosses
identified (under the term Moss). Finally, in patches of soil dominated by cyanobacteria, genera as
Microcoleus spp., Tolypothrix spp., and Nostoc spp. are present [43]. See [44] for a species list of the
biocrust-forming lichens and mosses in our study area. Following the sampling protocol described in [30], we collected 54 biocrust samples using Petri
dishes of 8.5 cm of diameter from 18 plots (three samples per plot randomly chosen). These plots
were distributed following two altitudinal transects in two separated slopes of the study area with
different exposures (north- vs. south-facing). Each transect was divided in three levels depending on
the height of the transect respect to its base, placing three plots on each level. Figure 1. Location of the study area in central Spain and some examples of the dominant lichen
communities found in the area. Figure 1. Location of the study area in central Spain and some examples of the dominant lichen
communities found in the area. Figure 1. Location of the study area in central Spain and some examples of the dominant lichen
communities found in the area. Figure 1. g
)
y
a hyperspectral imaging spectromet
d di
t d h l
t bl
li ht
2.2. Hyperspectral Imagery Acquisition dedicated halogen stable light source (i.e. 600 or 1000 W, LOT Quantum Design). Powered by an
electrical engine, both the spectrometer and the halogen light source are able to move back and forth
at a defined speed. The system is a push-broom scanner and it measures lines of 1004 pixels while
moving forward by means of the linear stage until an image of the whole studied object is collected. We used a water-filter tube between the lamp and the mirror reflecting the light to the samples to
avoid sample overheating. Hyperspectral images of the biocrust samples were acquired with a hyperspectral scanning
imaging system [45] measuring spectral reflectance in 840 bands in the visible (VIS) and near-infrared
(NIR) spectral region (i.e., 380–1000 nm), with a spectral resolution of 2–3 nm (calculated at full width
at half maximum; Figure 2). The system consists of a custom high-precision linear stage that embeds a
hyperspectral imaging spectrometer (Hyperspec® VNIR, HeadWall Photonics, USA) and a dedicated
halogen stable light source (i.e., 600 or 1000 W, LOT Quantum Design). Powered by an electrical engine,
both the spectrometer and the halogen light source are able to move back and forth at a defined speed. The system is a push-broom scanner and it measures lines of 1004 pixels while moving forward by
means of the linear stage until an image of the whole studied object is collected. We used a water-filter
tube between the lamp and the mirror reflecting the light to the samples to avoid sample overheating. 4 of 16
4
f 16
f 16 Remote Sens. 2019, 11, 2942
R
t S
2019 11
FOR
R
t S
2019 11
FO Figure 2. Picture of the system used to acquire the hyperspectral imagery. The system consists of: (a)
samples holder and motor driver; (b) HeadWall VNIR camera thermostated by heaters; (c) stable
halogen lamp; (d) calibrated Lambertian Spectralon panel; (e) PC connected to the spectrometer by a
dedicated interface. Figure 2. Picture of the system used to acquire the hyperspectral imagery. The system consists of:
(a) samples holder and motor driver; (b) HeadWall VNIR camera thermostated by heaters; (c) stable
halogen lamp; (d) calibrated Lambertian Spectralon panel; (e) PC connected to the spectrometer by a
dedicated interface. Table 1. Diversity metrics used in this study. pi is the fractional cover of the ith class
α-diversity metric. g
)
y
a hyperspectral imaging spectromet
d di
t d h l
t bl
li ht
2.2. Hyperspectral Imagery Acquisition Formula
Species richness (S)
S = Number of classes
Shannon’s index (H’)
H′ = −∑pi ∗ ln (pi)
Reciprocal of Simpson’s index (D)
D = 1 / ∑pi 2
Pielou’s index (J’)
J′ = H′ / ln (S)
2.7. Statistical Analysis
To evaluate the spectral diversity metrics that better capture the α-diversity of biocrust-forming
ichens, we evaluated through linear regression models the relationships between spectral diversity
calculated as the average CV and CR of the three samples from each plot) and α-diversity metrics
species richness, Shannon’s index, Simpson’s index, and Pielou’s index), calculated using the
ractional cover of each plot (the average of three samples). Due to the high heterogeneity of four
plots, their samples were not averaged, and the values of the single samples were used in the analysis. Species richness was calculated as the total number of genera observed in the three samples from
each plot. Due to the small sample size (n = 26) in this analysis, the cross-validated statistics obtained
with the leave-one-out cross-validation procedure were also computed to compare performances of Figure 2. Picture of the system used to acquire the hyperspectral imagery. The system consists of: (a)
samples holder and motor driver; (b) HeadWall VNIR camera thermostated by heaters; (c) stable
halogen lamp; (d) calibrated Lambertian Spectralon panel; (e) PC connected to the spectrometer by a
dedicated interface. Figure 2. Picture of the system used to acquire the hyperspectral imagery. The system consists of:
(a) samples holder and motor driver; (b) HeadWall VNIR camera thermostated by heaters; (c) stable
halogen lamp; (d) calibrated Lambertian Spectralon panel; (e) PC connected to the spectrometer by a
dedicated interface. p
(
g
p
)
g
g
y
ots, their samples were not averaged, and the values of the single samples were used in the analysis
pecies richness was calculated as the total number of genera observed in the three samples from
ach plot. Due to the small sample size (n = 26) in this analysis, the cross-validated statistics obtained
ith the leave-one-out cross-validation procedure were also computed to compare performances of Two sets of images were collected: one with the dry samples (dry set) and another 10 minutes
after evenly watering the samples with 30 ml of distilled water (wet set). A total of 18 images (six
samples on each set; Figure 3) with a spatial resolution of 0.091 mm were taken. g
)
y
a hyperspectral imaging spectromet
d di
t d h l
t bl
li ht
2.2. Hyperspectral Imagery Acquisition A calibrated white
Lambertian Spectralon® panel (Labsphere, North Sutton, USA) was placed close to the samples to
calculate the reflectance as the ratio between the radiance reflected by the biocrust samples and the
panel. The instrument’s dark current signal was measured by manually closing the imaging
spectrometer aperture prior to capturing each image and subtracted from the measured radiance. Two sets of images were collected: one with the dry samples (dry set) and another 10 min after
evenly watering the samples with 30 mL of distilled water (wet set). A total of 18 images (six samples
on each set; Figure 3) with a spatial resolution of 0.091 mm were taken. A calibrated white Lambertian
Spectralon® panel (Labsphere, North Sutton, USA) was placed close to the samples to calculate the
reflectance as the ratio between the radiance reflected by the biocrust samples and the panel. The
instrument’s dark current signal was measured by manually closing the imaging spectrometer aperture
prior to capturing each image and subtracted from the measured radiance. different spectral diversity metrics in predicting α diversity. 3. Results
3.1. Classifications and Accuracy Evaluation
The classification (Figure 3) of both dry and wet images was highly accurate. The high values of
the AUC derived from the ROC curves showed that the SVMs used were successfully trained to
classify biocrust-forming lichens (Figure 4). .3. Images Processing and Classification
Both sets of images were pre-processed and classified to characterize the composition of each
ample. First, the parts in the images not belonging to the samples were masked and the reflectanc
was computed between 420 and 900 nm. To reduce the noise in the measured signal, a Savitzky-Golay
moothing filter [46] was applied using a 20 band-window width. A minimum noise fraction (MNF
ransformation was applied to the smoothed reflectances to synthesize the main information in
educed number of MNF components as well as to remove the residual noise in the data. The first 15
MNF components of each image transformation were used as input of the classification algorithm. The training set for the classification was created by selecting pure endmembers of each classe
by visual-identification on the images of the samples. The following classes were considered in th
lassification process: Acarospora (Acarospora spp.), Buellia (Buellia spp.), Diploschistes (Diploschiste
Figure 3. True color composite samples (upper images) from one of the hyperspectral images used
and the classification derived (lower images). Figure 3. p
p
(
spp.), Fulgensia (Fulgensia spp.), Psora (
Bi
t l
ifi
ti
f
d
The classification of the wet datas
2.3. Images Processing and Classification Biocrust classification was performed with a supervised machine learning method, using a total of
around 1000 pixels per class identified in each image to train the support vector machine (SVM)
algorithm. The SVM is a supervised classification method based on statistical learning theory [47,48]. Using
training samples from the classes of interest, it separates them by a decision surface, called
hyperplane, that maximizes the margin between them. The closest training samples to the hyperplane
are the ones used by the algorithm, called support vectors. SVM is a binary classifier in its simplest
form but can also act as a multiclass classifier by creating a binary classifier for each possible pair of
of 0.97 and an overall accuracy of 97.83% (Table 2). The lowest accuracies were achieved classifying
Moss and Fulgensia, with AUCs of 0.91 and 0.92, respectively. The most accurate results were obtained
for Buellia and Psora, with AUCs values of 0.99 and 0.98, respectively. Bare soil was the most confused
class, mostly with moss, even though it was better classified than in the dry set of images, where it
presented an AUC of 0.82. The dry set was less accurate, presenting an average AUC of 0.93, an
average kappa coefficient of 0.95 and an overall accuracy of 95.69%. All the lichens were accurately
classified, with values of AUC over 0.95, similar to those obtained from the wet set. Moss presented
the lowest accuracy with an AUC of 0 75 and was the most misclassified being confused mostly
Both sets of images were pre-processed and classified to characterize the composition of each
sample. First, the parts in the images not belonging to the samples were masked and the reflectance
was computed between 420 and 900 nm. To reduce the noise in the measured signal, a Savitzky-Golay
smoothing filter [46] was applied using a 20 band-window width. A minimum noise fraction (MNF)
transformation was applied to the smoothed reflectances to synthesize the main information in a
reduced number of MNF components as well as to remove the residual noise in the data. The first 15
MNF components of each image transformation were used as input of the classification algorithm. form, but can also act as a multiclass classifier by creating a binary classifier for each possible pair of
classes. SVM uses a penalty parameter that allows a certain degree of misclassification. g
)
y
a hyperspectral imaging spectromet
d di
t d h l
t bl
li ht
2.2. Hyperspectral Imagery Acquisition True color composite samples (upper images) from one of the hyperspectral images used and
the classification derived (lower images). The training set for the classification was created by selecting pure endmembers of each cla
visual-identification on the images of the samples. The following classes were considered in
sification process: Acarospora (Acarospora spp ), Buellia (Buellia spp ), Diploschistes (Diplosch
Figure 3. True color composite samples (upper images) from one of the hyperspectral images used
and the classification derived (lower images). Figure 3. True color composite samples (upper images) from one of the hyperspectral images used and
the classification derived (lower images). p
p
(
spp.), Fulgensia (Fulgensia spp.), Psora (
Bi
t l
ifi
ti
f
d
The classification of the wet datas
2.3. Images Processing and Classification Fine tuning
is important to avoid overfitting of the model because increasing its value increases the cost of
misclassifying points and forces the creation of a more accurate model, which might be not
the lowest accuracy, with an AUC of 0.75, and was the most misclassified, being confused mostly
with bare soil. The training set for the classification was created by selecting pure endmembers of each classes
by visual-identification on the images of the samples. The following classes were considered in the
classification process: Acarospora (Acarospora spp.), Buellia (Buellia spp.), Diploschistes (Diploschistes spp.), 5 of 16 Remote Sens. 2019, 11, 2942 Fulgensia (Fulgensia spp.), Psora (Psora spp.), Squamarina (Squamarina spp.), Moss and Bare Soil. Biocrust
classification was performed with a supervised machine learning method, using a total of around 1000
pixels per class identified in each image to train the support vector machine (SVM) algorithm. The SVM is a supervised classification method based on statistical learning theory [47,48]. Using
training samples from the classes of interest, it separates them by a decision surface, called hyperplane,
that maximizes the margin between them. The closest training samples to the hyperplane are the ones
used by the algorithm, called support vectors. SVM is a binary classifier in its simplest form, but can
also act as a multiclass classifier by creating a binary classifier for each possible pair of classes. SVM
uses a penalty parameter that allows a certain degree of misclassification. Fine tuning is important to
avoid overfitting of the model because increasing its value increases the cost of misclassifying points
and forces the creation of a more accurate model, which might be not generalizable. We used a radial
basis kernel function, which usually performs well in remote sensing applications [49]. This kernel is
controlled by two parameters that determine the final classification accuracy, the penalty parameter (C)
and the width of the Gaussian kernel (c). A large C reduces the training dataset error, but may result in
model overfitting to the training data, reducing their generalizability. We used the SVM in a pairwise
classification way to classify the images and evaluate the best parameters to use for each classification
using the LIBVSM library [31,50]. 2.4. Validation of Classifications The validation set for each classification was created selecting 300 pixels per class of pure
endmembers by visual-identification. We assessed the accuracy of the classifications using the receiver
operating characteristics (ROC) technique [51] and the area under the curve (AUC) [52,53] derived from
it. A ROC graph is a two-dimensional depiction of a classifier’s performance [54] and is constructed
calculating the sensitivity and specificity of the resulting classification for each possible classification
threshold, where sensitivity = a/a + c
specificity = b/b + d, sensitivity = a/a + c
specificity = b/b + d, specificity = b/b + d, with a and d as the true positives and the true negatives for a certain classification, respectively, and b
and c as the corresponding false positives and false negatives. The ‘sensitivity’ is the probability that a
pixel of a particular class is correctly classified, while the ‘specificity’ is the probability that a pixel not
belonging to that class is correctly classified. In this way, the best performing classification would be
that with the highest possible value of both sensitivity and specificity. We evaluated the probability of
detection (calculated as the sensitivity) against the false positive rate (calculated as 1 – specificity). A
ROC graph was calculated for each of the classifications produced (i.e., 18 classifications, six samples
each), averaging the curves obtained for each class. From each ROC graph, we calculated its corresponding area under the curve (AUC), that is an
overall quantitative performance score of the classification that allows to reduce the ROC performance
to a single scalar value independent of a single prediction threshold [52,54]. The AUC represents the
probability that a randomly chosen positive sample is correctly classified with greater suspicion than a
randomly chosen negative one [53]. This value might range from 0.5 (a random assignment to the class
of interest) to 1 (a perfect classification). The AUC values were calculated by joining the points of the
ROC through a composite trapezoid rule using the AUC function from the R package DescTools [55]. To assess classification accuracy, we also evaluated the average accuracy creating a confusion matrix
with the average accuracies from the classifications of each set of images (i.e., dry and wet), extracting
the overall accuracy and Cohen’s kappa coefficient [56]. The points used to create these matrices were
the same used to create the ROC curves. Remote Sens. 2019, 11, 2942 6 of 16 2.5. Computation of the Spectral Diversity Using the classifications previously obtained, we calculated, for each biocrust sample, the average
spectral reflectance of each lichen genera from the reflectance images. We then calculated the pigment
absorption features by the continuum removal method, normalizing the spectra to a common baseline. Several metrics were then calculated as indicators of spectral diversity for each sample: the coefficient
of variation (CV; i.e., ratio of the standard deviation to the mean), calculated between 420–900 nm
(CV420-900), between 550–750 nm (CV550–750), and at 680 nm (CV680), and the standard deviation of
the continuum removal (SD_CR), calculated between 550–750 nm (SD_CR550–750; i.e., absorption
feature related to the presence of chlorophyll) and at 680 nm (SD_CR680; i.e., maximum peak of this
absorption feature). 2.7. Statistical Analysis To evaluate the spectral diversity metrics that better capture the α-diversity of biocrust-forming
lichens, we evaluated through linear regression models the relationships between spectral diversity
(calculated as the average CV and CR of the three samples from each plot) and α-diversity metrics
(species richness, Shannon’s index, Simpson’s index, and Pielou’s index), calculated using the fractional
cover of each plot (the average of three samples). Due to the high heterogeneity of four plots, their
samples were not averaged, and the values of the single samples were used in the analysis. Species
richness was calculated as the total number of genera observed in the three samples from each plot. Due to the small sample size (n = 26) in this analysis, the cross-validated statistics obtained with the
leave-one-out cross-validation procedure were also computed to compare performances of different
spectral diversity metrics in predicting α-diversity. 2.6. Biodiversity Metrics The fractional cover of each lichen class (classified at the genus level) was used to calculate
the following α-diversity metrics for each sample: species richness (S), Shannon’s index (H’; [57]),
Simpson’s index (D; [58]) and Pielou’s index (J’; [59]). The details of the calculation are reported in
Table 1. These metrics were calculated using the ‘vegan’ R package, version 2.4–5 [60]. Table 1. Diversity metrics used in this study. pi is the fractional cover of the ith class Table 1. Diversity metrics used in this study. pi is the fractional cover of the ith class
α-Diversity Metric. Formula
Species richness (S)
S = Number of classes
Shannon’s index (H’)
H′ = −Ppi ∗ln (pi)
Reciprocal of Simpson’s index (D)
D = 1 / Ppi 2
Pielou’s index (J’)
J′ = H′ / ln (S)
tical Analysis 3.1. Classifications and Accuracy Evaluation Fulgensia
0
0.04
0
0
99.31
0
0.05
0
Moss
0
0.76
0
0
0.05
99.65
0.3
0
Psora
0
0.02
0
0
0.05
0.03
97.29
0
quamarina
0
0
0.06
0.09
0
0
0
98.79
2 Spectral Characterization of Biocrusts
Table 2. Average confusion matrix obtained crossing the ground truth (columns) with the results of
the classification (lines) performed on wet samples. 300 pixels per class in each image were randomly
selected as validation set to create this matrix. A total of 20,400 random selected pixels were used. The
ground truth (%) shows the class distribution in percent for each ground truth class. 3.2. Spectral Characterization of Biocrusts
Dry biocrusts had increasing reflectances from the blue region until 700 nm. In the visible region
the reflectances of various biocrust classes differ because of different pigment content and
composition (Figure 5) differences in the NIR region are mainly related to the biocrust tridimensiona
structure. Lichens presented higher reflectances than bare soil and moss across the whole spectrum
Their higher reflectance in the NIR region is related to their more developed structure, which cause
multi-scattering of light in this region. Acarospora, Squamarina, Buellia, and Diploschistes are light
colored lichens that showed higher reflectances in the visible region; Psora presented the lowes
reflectance among lichens. Mosses had the lowest reflectance due to their darker color and les
developed structure, resulting in a reduction of light scattering. The application of the continuum
Ground truth (%)
Acarospora
Bare Soil
Buellia
Diploschistes
Fulgensia
Moss
Psora
Squamarina
Acarospora
99.96
0
0
0.04
0
0
0
0
Bare soil
0.04
97.55
0
0.72
0.4
0.32
1.06
0
Buellia
0
0
93.45
4.26
0
0
0
0.98
Diploschistes
0
1.63
6.49
94.89
0.24
0
1.3
0.23
Fulgensia
0
0.04
0
0
99.31
0
0.05
0
Moss
0
0.76
0
0
0.05
99.65
0.3
0
Psora
0
0.02
0
0
0.05
0.03
97.29
0
Squamarina
0
0
0.06
0.09
0
0
0
98.79
3.2. Spectral Characterization of Biocrusts g
developed structure, resulting in a red
3.2. Spectral Characterization of Biocrusts removal algorithm in the spectral range 450–900 nm highlighted the absorption features caused by
different pigments. The chlorophyll absorption feature at 680 nm was present in all the classes. Bare
soil showed a weak absorption feature at 680 nm, evidencing the presence of cyanobacteria colonizing
the soils interspace within lichens and moss patches. 3.1. Classifications and Accuracy Evaluation The classification (Figure 3) of both dry and wet images was highly accurate. The high values
of the AUC derived from the ROC curves showed that the SVMs used were successfully trained to
classify biocrust-forming lichens (Figure 4). 7 of 16
7
f 16 Remote Sens. 2019, 11, 2942
O ote Sens. 2019, 11, x FOR PEER REVIEW
7 o
Figure 4. ROC curves of the genera classifications and the derived AUC values of the wet samples. Figure 4. ROC curves of the genera classifications and the derived AUC values of the wet samples. Figure 4. ROC curves of the genera classifications and the derived AUC values of the wet samples. Figure 4. ROC curves of the genera classifications and the derived AUC values of the wet samples. Table 2. Average confusion matrix obtained crossing the ground truth (columns) with the results of
the classification (lines) performed on wet samples. 300 pixels per class in each image were randomly
selected as validation set to create this matrix. A total of 20400 random selected pixels were used. The
ground truth (%) shows the class distribution in percent for each ground truth class. Ground truth (%)
Acarospora
Bare Soil
Buellia
Diploschistes
Fulgensia
Moss
Psora
Squamarina
Acarospora
99.96
0
0
0.04
0
0
0
0
Bare soil
0.04
97.55
0
0.72
0.4
0.32
1.06
0
Buellia
0
0
93.45
4.26
0
0
0
0.98
Diploschistes
0
1.63
6.49
94.89
0.24
0
1.3
0.23
The classification of the wet dataset had an average AUC of 0.95 (Figure 4), a kappa coefficient of
0.97 and an overall accuracy of 97.83% (Table 2). The lowest accuracies were achieved classifying Moss
and Fulgensia, with AUCs of 0.91 and 0.92, respectively. The most accurate results were obtained for
Buellia and Psora, with AUCs values of 0.99 and 0.98, respectively. Bare soil was the most confused
class, mostly with moss, even though it was better classified than in the dry set of images, where it
presented an AUC of 0.82. The dry set was less accurate, presenting an average AUC of 0.93, an average
kappa coefficient of 0.95 and an overall accuracy of 95.69%. All the lichens were accurately classified,
with values of AUC over 0.95, similar to those obtained from the wet set. Moss presented the lowest
accuracy, with an AUC of 0.75, and was the most misclassified, being confused mostly with bare soil. 3.1. Classifications and Accuracy Evaluation Psora showed an absorption feature around 550
nm due to phycoerythrin, which is absent in the other lichens. An absorption feature at 500 nm related
to the presence of carotenoids was observed in mosses. Fulgensia presented an absorption peak
around 490 nm due to the presence of carotenoids or phycoerythrin. Dry biocrusts had increasing reflectances from the blue region until 700 nm. In the visible region
the reflectances of various biocrust classes differ because of different pigment content and composition
(Figure 5) differences in the NIR region are mainly related to the biocrust tridimensional structure. Lichens presented higher reflectances than bare soil and moss across the whole spectrum. Their higher
reflectance in the NIR region is related to their more developed structure, which causes multi-scattering
of light in this region. Acarospora, Squamarina, Buellia, and Diploschistes are light-colored lichens that
showed higher reflectances in the visible region; Psora presented the lowest reflectance among lichens. Mosses had the lowest reflectance due to their darker color and less developed structure, resulting in
a reduction of light scattering. The application of the continuum removal algorithm in the spectral
range 450–900 nm highlighted the absorption features caused by different pigments. The chlorophyll
absorption feature at 680 nm was present in all the classes. Bare soil showed a weak absorption feature Remote Sens. 2019, 11, 2942 8 of 16 at 680 nm, evidencing the presence of cyanobacteria colonizing the soils interspace within lichens and
moss patches. Psora showed an absorption feature around 550 nm due to phycoerythrin, which is
absent in the other lichens. An absorption feature at 500 nm related to the presence of carotenoids was
observed in mosses. Fulgensia presented an absorption peak around 490 nm due to the presence of
carotenoids or phycoerythrin. Remote Sens. 2019, 11, x FOR PEER REVIEW
8 of 16 Remote Sens. 2019, 11, x FOR PEER REVIEW
8 of 16
Figure 5. Top: RGB composites of some of the samples used in the study, showing the change of color
that takes place from dry (first row) to wet (second row) state of biocrusts. Down: Mean reflectance
spectra and mean continuum removal absorption spectra between 450–900 nm of the biocrust classes
and bare soil studied in this work. The red dashed line marks the absorption feature at 680 nm related
to the presence of chlorophyll. (a) Dry samples; (b) Wet samples. 3.1. Classifications and Accuracy Evaluation Watering had a strong effect on biocrust optical properties (Figure 5b) causing a decrease of
Figure 5. Top: RGB composites of some of the samples used in the study, showing the change of color
that takes place from dry (first row) to wet (second row) state of biocrusts. Down: Mean reflectance
spectra and mean continuum removal absorption spectra between 450–900 nm of the biocrust classes
and bare soil studied in this work. The red dashed line marks the absorption feature at 680 nm related
to the presence of chlorophyll. (a) Dry samples; (b) Wet samples. Watering had a strong effect on biocrust optical properties (Figure 5b), causing a decrease of Figure 5. Top: RGB composites of some of the samples used in the study, showing the change of color
that takes place from dry (first row) to wet (second row) state of biocrusts. Down: Mean reflectance
spectra and mean continuum removal absorption spectra between 450–900 nm of the biocrust classes
and bare soil studied in this work. The red dashed line marks the absorption feature at 680 nm related
to the presence of chlorophyll (a) Dry samples; (b) Wet samples
Figure 5. Top: RGB composites of some of the samples used in the study, showing the change of color
that takes place from dry (first row) to wet (second row) state of biocrusts. Down: Mean reflectance
spectra and mean continuum removal absorption spectra between 450–900 nm of the biocrust classes
and bare soil studied in this work. The red dashed line marks the absorption feature at 680 nm related
to the presence of chlorophyll. (a) Dry samples; (b) Wet samples. Watering had a strong effect on biocrust optical properties (Figure 5b), causing a decrease of
reflectance across the whole spectrum. The change was particularly evident in the absorption feature
caused by chlorophyll at ~680nm, which became deeper, evidencing the abrupt change in the
reflectance from red to NIR, typical of vegetation (i.e., red edge region). The continuum removal
algorithm allowed to enhance this absorption feature at ~680 nm related to the activation of
chlorophyll after watering, increasing its variation (Figure 6). Watering had a strong effect on biocrust optical properties (Figure 5b), causing a decrease of
reflectance across the whole spectrum. 3.3. Fractional Cover of Biocrusts and Diversity Metrics
3.3. Fractional Cover of Biocrusts and Diversity Metrics The most abundant classes were moss and bare soil, covering more than 76% and 46% of th
surface in some samples, respectively (Table 3). The most abundant lichen was Diploschistes, whil
the least were Psora and Buellia, which appeared scarcely. Species richness ranged from 2 to 6
Shannon’s index ranged from 0.18 to 1.53, with a mean value of 1.03, and Simpson’s index from 0.0
to 0.77, with a mean of 0.56. Pielou’s index ranged from 0.14 to 0.95, with a mean value of 0.66. The most abundant classes were moss and bare soil, covering more than 76% and 46% of the
surface in some samples, respectively (Table 3). The most abundant lichen was Diploschistes, while the
least were Psora and Buellia, which appeared scarcely. Species richness ranged from 2 to 6. Shannon’s
index ranged from 0.18 to 1.53, with a mean value of 1.03, and Simpson’s index from 0.08 to 0.77, with
a mean of 0.56. Pielou’s index ranged from 0.14 to 0.95, with a mean value of 0.66. Table 3. Fractional cover values of the classes evaluated in this work. Samples: number of samples
where the class was identified. Plots: number of plots where the class was identified. Mean Fc, Max
Fc, Min Fc, SD Fc: mean, maximum, minimum and standard deviation of the fractional cover observed
for each class. Classes: Acarospora: Acarospora spp.; Buellia: Buellia spp., Bare Soil: bare soil;
Diploschistes: Diploschistes spp., Fulgensia: Fulgensia spp.; Moss: mosses; Psora: Psora spp.;
Squamarina: Squamarina spp. Table 3. Fractional cover values of the classes evaluated in this work. Samples: number of samples
where the class was identified. Plots: number of plots where the class was identified. Mean Fc,
Max Fc, Min Fc, SD Fc: mean, maximum, minimum and standard deviation of the fractional cover
observed for each class. Classes: Acarospora: Acarospora spp.; Buellia: Buellia spp., Bare Soil: bare
soil; Diploschistes: Diploschistes spp., Fulgensia: Fulgensia spp.; Moss: mosses; Psora: Psora spp.;
Squamarina: Squamarina spp. 3.1. Classifications and Accuracy Evaluation The change was particularly evident in the absorption feature
caused by chlorophyll at ~680nm, which became deeper, evidencing the abrupt change in the reflectance
from red to NIR, typical of vegetation (i.e., red edge region). The continuum removal algorithm
allowed to enhance this absorption feature at ~680 nm related to the activation of chlorophyll after
watering, increasing its variation (Figure 6). 9 of 16 9 of 16 Remote Sens. 2019, 11, 2942 Figure 6. Mean continuum removal at ~680 nm of the lichen classes identified. Bars indicate the first
and third quartile of each class. (a) dry samples; (b) wet samples. Figure 6. Mean continuum removal at ~680 nm of the lichen classes identified. Bars indicate the first
and third quartile of each class. (a) dry samples; (b) wet samples. Figure 6. Mean continuum removal at ~680 nm of the lichen classes identified. Bars indicate the first
and third quartile of each class. (a) dry samples; (b) wet samples. Figure 6. Mean continuum removal at ~680 nm of the lichen classes identified. Bars indicate the first
and third quartile of each class. (a) dry samples; (b) wet samples. 3.3. Fractional Cover of Biocrusts and Diversity Metrics
3.3. Fractional Cover of Biocrusts and Diversity Metrics 3.3. Fractional Cover of Biocrusts and Diversity Metrics
3.3. Fractional Cover of Biocrusts and Diversity Metrics Slopes, coefficients of determination (r2) and p-values (between brackets) of the linear
regression models calculated between spectral diversity metrics (standard deviation of the continuum
removal calculated between 550–750 nm (SD_CR550–750) and at 680 nm (SD_CR680); coefficient of
variation calculated between 420–900 nm (CV420–900), between 550–750 nm (CV550–750), and at 680 nm
(CV680)) and α-diversity metrics (Species richness (S), Shannon’s index (H’), Simpson’s index (D), and
l
’ I d
( ’))
h
h
l α-Diversity Metric
SD_CR550–750
SD_CR680
CV420–900
CV550–750
CV680
Species richness (S)
0.001
0.003
0.005
0.013
0.08
-
-
-
-
-
Shannon’s Index (H’)
0.012
0.022
0.056
0.063
0.071
0.33(0.001)
0.41(0.0004)
-
-
0.16(0.03)
Simpson’s Index (D)
0.02
0.049
0.156
0.164
0.184
0.39(0.0004)
0.47(0.0001)
-
-
0.26(0.007)
Pielou’s Index (J’)
0.023
0.041
0.112
0.118
0.141
0.39(0.0004)
0.42(0.0002)
-
-
0.19(0.02)
Pielou s Index (J )) when the samples were wet. α-diversity metric
SD_CR550–750
SD_CR680
CV420–900
CV550–750
CV680
Species richness (S)
0.001
0.003
0.005
0.013
0.08
-
-
-
-
-
Shannon’s Index (H’)
0.012
0.022
0.056
0.063
0.071
0.33(0.001)
0.41(0.0004)
-
-
0.16(0.03)
Simpson’s Index (D)
0.02
0.049
0.156
0.164
0.184
0.39(0.0004)
0.47(0.0001)
-
-
0.26(0.007)
Pielou’s Index (J’)
0.023
0.041
0.112
0.118
0.141 When the spectral diversity was calculated as SD_CR550-750 and SD_CR680, the relationships
with α-diversity were positive and strongly significant for all the diversity metrics (Table 4). The
standard deviation of the CR at 680 nm (SD_CR680), which is related to the difference in chlorophyll
content, was the spectral diversity metric better related to α-diversity metrics. Neither the SD_CR
nor the CV captured the species richness. The Simpson’s index was positively correlated to the
CV at all the spectral ranges analyzed (420–900, 550–750, and 680 nm), especially at 680 nm. While
Simpson’s and Pielou’s indices were the metrics that correlated best with SD_CR680 (r2 = 0.47 and
r2 = 0.42, respectively; Table 4, Figure 7), they did not show any significant correlation with CV420–900
or CV550–750. The statistics in cross-validation (Table 5) of the linear regressions presented similar
values to the original analysis, showing the stability of the predictions made by the linear regression
models between spectral diversity and α-diversity of lichens. 0.39(0.0004)
0.42(0.0002)
-
-
0.19(0.02)
When the spectral diversity was calculated as SD_CR550-750 and SD_CR680, the relationships with
α-diversity were positive and strongly significant for all the diversity metrics (Table 4). 3.3. Fractional Cover of Biocrusts and Diversity Metrics
3.3. Fractional Cover of Biocrusts and Diversity Metrics Class
Samples
Plots
Mean Fc (%)
Max Fc (%)
Min Fc (%)
SD Fc (%)
Acarospora
37
17
3.8
32.8
0.3
5.8
Bare Soil
54
18
21.6
46.1
5.1
8.1
Buellia
33
13
2.4
13.8
0.5
3
Diploschistes
54
18
14.6
53.1
0.1
11
Fulgensia
53
18
12
25.4
0.7
7.3
Moss
54
8
43.5
76.9
4.9
17
Psora
41
16
1.9
12.6
0.1
2.6
Squamarina
27
13
4.3
4.3
0.3
4.5
Class
Samples
Plots
Mean Fc (%)
Max Fc (%)
Min Fc (%)
SD Fc (%)
Acarospora
37
17
3.8
32.8
0.3
5.8
Bare Soil
54
18
21.6
46.1
5.1
8.1
Buellia
33
13
2.4
13.8
0.5
3
Diploschistes
54
18
14.6
53.1
0.1
11
Fulgensia
53
18
12
25.4
0.7
7.3
Moss
54
8
43.5
76.9
4.9
17
Psora
41
16
1.9
12.6
0.1
2.6
Squamarina
27
13
4.3
4.3
0.3
4.5 Squamarina
27
13
4.3
3.4. Relationships between Biodiversity and Spectral Diversity 3.4. Relationships between Biodiversity and Spectral Diversity
The correlation analysis between spectral diversity (CV and SD_CR) and α-diversity metrics (i.e. species richness, Shannon’s Index, Simpson’s Index, and Pielou’s Index) showed that there were no
significant correlations with the dry samples (results not shown). Conversely, positive and
ll
f
l
h
f
d
h
h
l
bl
The correlation analysis between spectral diversity (CV and SD_CR) and α-diversity metrics (i.e.,
species richness, Shannon’s Index, Simpson’s Index, and Pielou’s Index) showed that there were no
significant correlations with the dry samples (results not shown). Conversely, positive and statistically
significant relationships were found when the samples were wet (Table 4). 10 of 16 Remote Sens. 2019, 11, 2942 Table 4. Slopes, coefficients of determination (r2) and p-values (between brackets) of the linear regression
models calculated between spectral diversity metrics (standard deviation of the continuum removal
calculated between 550–750 nm (SD_CR550–750) and at 680 nm (SD_CR680); coefficient of variation
calculated between 420–900 nm (CV420–900), between 550–750 nm (CV550–750), and at 680 nm (CV680))
and α-diversity metrics (Species richness (S), Shannon’s index (H’), Simpson’s index (D), and Pielou’s
Index (J’)) when the samples were wet. Table 4. 3.3. Fractional Cover of Biocrusts and Diversity Metrics
3.3. Fractional Cover of Biocrusts and Diversity Metrics The standard
deviation of the CR at 680 nm (SD_CR680), which is related to the difference in chlorophyll content,
was the spectral diversity metric better related to α-diversity metrics. Neither the SD_CR nor the CV
captured the species richness. The Simpson’s index was positively correlated to the CV at all the
spectral ranges analyzed (420–900, 550–750, and 680 nm), especially at 680 nm. While Simpson’s and
Pielou’s indices were the metrics that correlated best with SD_CR680 (r2 = 0.47 and r2 = 0.42,
respectively; Table 4, Figure 7), they did not show any significant correlation with CV420–900 or CV550–
750. The statistics in cross-validation (Table 5) of the linear regressions presented similar values to the
original analysis, showing the stability of the predictions made by the linear regression models
between spectral diversity and α-diversity of lichens Figure 7. Linear regression between the spectral diversity measured as the Standard Deviation of the
Continuum removal at 680 nm and three α-diversity metrics: (a) Shannon’s index, (b) Simpson’s
index, and (c) Pielou’s index. Shaded areas represent ±95% symmetrical confidence interval. Figure 7. Linear regression between the spectral diversity measured as the Standard Deviation of the
Continuum removal at 680 nm and three α-diversity metrics: (a) Shannon’s index, (b) Simpson’s index,
and (c) Pielou’s index. Shaded areas represent ±95% symmetrical confidence interval. Figure 7. Linear regression between the spectral diversity measured as the Standard Deviation of the
Continuum removal at 680 nm and three α-diversity metrics: (a) Shannon’s index, (b) Simpson’s
index, and (c) Pielou’s index. Shaded areas represent ±95% symmetrical confidence interval. Figure 7. Linear regression between the spectral diversity measured as the Standard Deviation of the
Continuum removal at 680 nm and three α-diversity metrics: (a) Shannon’s index, (b) Simpson’s index,
and (c) Pielou’s index. Shaded areas represent ±95% symmetrical confidence interval. Table 5. Summary of statistics in fitting (r2 and RMSE) and cross-validation (r2cv and RMSEcv) of the
linear regression models between the spectral diversity measured as the standard deviation of the
continuum removal at 680 nm and the α-diversity metrics (Shannon’s, Simpson’s, and Pielou’s
i di
) RMSE
2
ffi i
f d
i
i
Table 5. Summary of statistics in fitting (r2 and RMSE) and cross-validation (r2cv and RMSEcv) of the
linear regression models between the spectral diversity measured as the standard deviation of the
continuum removal at 680 nm and the α-diversity metrics (Shannon’s, Simpson’s, and Pielou’s indices). 4. Discussion The high accuracies obtained using SVM to classify hyperspectral imagery reinforce their use
to differentiate biocrusts [31]. Differences in the reflectance of biocrust constituents are subtle
(Figure 5), but SVMs are capable of differentiating spectrally similar classes when the inputs are spectral
signatures [61–63]. Even though the accuracy metrics from both sets of images were similar, the
classification improved when biocrusts were wet. This result is explained by the enhanced differences
that appear in the reflectance spectra when biocrusts are metabolically activated after irrigation [35]. Several studies have characterized the optical properties of biocrust communities in the same optical
range used in this study [42]. However, the spatial scale of these studies only allowed characterization
of biocrust communities. Conversely, the fine spatial resolution of the imaging system used in this
work allowed to characterize for the first time the pure spectral signature of six lichen genera, to
compare their characteristics and to capture the spectral diversity among them. In fact, we used a pixel
size lower than the size of each object of interest (i.e., thallus of lichens), as suggested by [64,65]. j
(
)
gg
y [
]
Lichens present different structural and biochemical traits, which create wavelength-dependent
variations that can be integrated by spectral diversity, as shown in vascular plants by [66]. Different
genera of lichens are characterized by particular biochemical traits that promote spectral variations,
so their spectral diversity can be exploited to infer their α-diversity. However, it is important to
understand which are the best metrics to represent the relationship between lichen spectral diversity
and α-diversity. Since the absorption peak around 680 nm has been widely investigated as a spectral
feature of biocrusts and is present in all lichens (e.g., [35,40,67–69]), we tested if a spectral diversity
metric focused on this feature may be suitable for monitoring changes in their composition. We found
that using a spectral diversity metric based on this absorption feature (i.e., the SD_CR680) increases
the spectral variability determined by the chlorophyll content of different lichens, while removing the
confounding influence of other factors such as the structure of lichens. In fact, some lichen genera
are characterized by a strong tridimensional component (e.g., Diploschistes spp., Squamarina spp.)
relative to others, which can determine a higher intra-genera variability compared to the inter-genera
variability. 3.3. Fractional Cover of Biocrusts and Diversity Metrics
3.3. Fractional Cover of Biocrusts and Diversity Metrics RMSE: root mean square error; r2: coefficient of determination. indices). RMSE: root mean square error; r : coefficient of determination. α-Diversity Metric
r2
RMSE
rCV2
RMSECV
hannon’s index (H’)
0.41
0.01
0.32
0.01
mpson’s index (D)
0.47
0.009
0.39
0.01
Pielou’s index (J’)
0.42
0.009
0.35
0.01
α-Diversity Metric
r2
RMSE
rCV2
RMSECV
Shannon’s index (H’)
0.41
0.01
0.32
0.01
Simpson’s index (D)
0.47
0.009
0.39
0.01
Pielou’s index (J’)
0.42
0.009
0.35
0.01 Remote Sens. 2019, 11, 2942 11 of 16 11 of 16 4. Discussion The normalization of the reflectance spectra to a common baseline through the CR algorithm
minimized these structural effects, allowing to capture the spectral variability of lichens determined by
the chlorophyll content. Conversely, the CV is influenced by both variations in the content of pigments
and the structure of biocrusts, which may hide inter-genera variability. This might be the reason
why the CV did not perform as well as expected in previous studies conducted with vascular plants
(e.g., [23–25]), where the structural component constitutes were the main source of spectral variability. Conversely, the results obtained in this study highlight the dominant role of the chlorophyll content to
determine the differences between lichen genera and the importance of using the absorption feature
centered at ~680 nm to capture their spectral diversity. Nevertheless, using absorption features that are
found in the shortwave infrared region of the spectra of lichens [35] might help to improve the results
obtained in this study, that investigated only the visible and near infrared spectral domain. Among the α-diversity metrics tested, the Simpson’s index correlated the most with the spectral
diversity of lichens. The better performance of the Simpson’s index compared to the Shannon’s index
is in agreement with recent studies conducted in tropical forests [21] and in a prairie grassland [24]. The latter found similar and weaker relationships between spectral diversity and evenness (calculated
as Pielou’s index) as we did here, although they correlated these metrics with the CV instead of the
SD_CR. This might be due to the fact that Shannon’s index assumes that all the species are present and
randomly sampled [70], and the Simpson’s index is more sensitive to dominant or common species,
as noted by [24], making it more suitable when this is the case. The similar relationships obtained in
cross-validation show that these results are reliable despite their sample size. The imagery used in this study captured with high detail the lichen genera present in our samples,
allowing to identify positive and significant relationships between the spectral diversity and the
α-diversity of lichens. The methodology proposed in this study should be in principle applied to
monitor α-diversity of lichens at wider scales, a key task to understand the shifts in the composition Remote Sens. 2019, 11, 2942 12 of 16 that these communities are undergoing in the actual context of global change [9–12]. 4. Discussion However, the
upscaling of this methodology may be not trivial due to the decreased spatial and/or spectral resolution
when working on wider scales. Many ecological processes maintain scale-dependent relations [24,71–73] and a sampling scale
bigger than the object studied might cause a loss of information that is provided at finer spatial
resolutions [26]. In order to understand if the relations found in this work hold with decreasing
spatial resolution, the spatial sensitivity of the spectral diversity–biodiversity relationship should be
investigated. A previous work in a prairie grassland [24] identified a strong scale dependence of the
spectral diversity–biodiversity relationships and suggested that the optimal pixel size for distinguishing
α-diversity in prairie plots was similar to the size of an individual herbaceous plant (1 mm to 10 cm). This might hamper the monitoring of the α-diversity of lichen-dominated biocrusts at landscape scale
with sensors installed on satellite or airborne platforms, which most likely would have a bigger pixel
size than the one used in this work. Conversely, the use of unmanned aerial vehicles (UAVs), which can carry light-weight imaging
sensors of different spatial (reaching 2–4 cm/pixel in many cases) and spectral resolutions [74] may
allow replicating studies like ours at landscape level [75]. Many of these sensors do not have very high
spectral resolution, but have at least one band at ~680 nm [74], which would allow to calculate the
SD_CR680 (the spectral diversity metric that presented the highest predictability of lichens’ α-diversity
in our study) to monitor α-diversity of lichens at larger spatial scales. Achieving the results shown in
this work at landscape scale might also be hampered by the spectral properties that other components
(e.g., vascular plants, mosses, bare soil) have on the spectral reflectance measured from remote sensors,
which might hinder the separation of the pure spectral component of lichens and to estimate their
α-diversity. This issue could be however solved using spectral mixture analysis [76], a technique that
models a mixed spectrum as a combination of its spectral components weighted by the correspondent
subpixel fractional covers [77] and has already proved to be successful for mapping biocrusts [31]. Conflicts of Interest: The authors declare no conflict of interest. References 1. Belnap, J.; Lange, O.L. Biological Soil Crusts: Structure, Function, and Management; Springer Science & Business
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reliability of this methodology to identify different biocrust-forming lichens. Therefore, we were able
to extract pure spectral signatures of different biocrust constituents and to evaluate the relationships
between α-diversity and spectral diversity of lichens. We found that the SD_CR680 nm was the spectral
diversity metric that predicted the best the α-diversity metrics that include richness and evenness in
their calculations (i.e., Pielou’s and Simpson’s indices). As such, we suggest that this index could help
to track spatio-temporal changes in lichen-dominated biocrust communities. In this context, the results
of this study will help to improve future works upscaling the methodology here shown to coarser
scales in drylands, a key task in any monitoring program aiming to assess the impacts of ongoing
climate change and desertification processes in these environments. Author Contributions: J.B.-S., C.P., G.T., R.G., M.L.d.G., F.T.M., and M.R. designed the field sampling; J.B.-S.,
C.P., G.T., R.G., M.L.d.G., conducted the field sampling; J.B.-S. and C.P. conducted imaging measurements; J.B.-S. analyzed the data; J.B.-S., C.P., G.T., and M.R. interpreted the results. All authors contributed to the discussion of
the results and the final version of the manuscript. Funding: The research has received funding from the European Union’s Horizon 2020 research and innovation
514 program under the Marie Sklodowska-Curie grant agreement no. 721995. F.T.M. acknowledges support from
the European Research Council grant agreement no. 647038 (BIODESERT). Acknowledgments: We thank Roberto Garzonio and Khelvi Biriukova for their help during the hyperspectral
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Case Report: Trans-Articular External Skeletal Fixation of the Hip for a Highly Comminuted Juxta-Articular Fracture of the Proximal Femur Caused by Gunshot Injury in a Cat
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Frontiers in veterinary science
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Case Report: Trans-Articular External
Skeletal Fixation of the Hip for a
Highly Comminuted Juxta-Articular
Fracture of the Proximal Femur
Caused by Gunshot Injury in a Cat Hyun-Jung Han 1, Kyeongpung Lee 2 and Hun-Young Yoon 3* 1 Department of Veterinary Emergency and Critical Care, Konkuk Veterinary Medical Teaching Hospital, Konkuk University,
Seoul, South Korea, 2 Department of Materials Science and Engineering, Seoul National University, Seoul, South Korea,
3 Department of Veterinary Surgery, College of Veterinary Medicine, Konkuk University, Seoul, South Korea Keywords: cat, comminuted fracture, external skeletal fixation, gunshot, juxta-articular, proximal femur, trans-
articular, coxofemoral joint Received: 13 January 2021
Accepted: 24 June 2021
Published: 19 July 2021 Received: 13 January 2021
Accepted: 24 June 2021
Published: 19 July 2021 CASE REPORT
published: 19 July 2021
doi: 10.3389/fvets.2021.652847 CASE REPORT
published: 19 July 2021
doi: 10.3389/fvets.2021.652847 This report describes a novel surgical technique for trans-articular external skeletal
fixation (TA-ESF) of the hip to stabilize a rare, highly comminuted juxta-articular fracture
of the proximal femoral segment involving the metaphysis and diaphysis in a cat. A
2-year-old, castrated male, Korean shorthair cat was admitted for a left femoral fracture
caused by gunshot injury. Radiographs and computed tomography (CT) scans revealed
a highly comminuted proximal femoral diaphyseal fracture that involved the femoral neck
and the greater trochanter. The left femoral head was intact on CT. Under fluoroscopic
guidance, an intramedullary Steinmann pin was placed to align the femur, and five
positive-profile, end-threaded pins were placed in the left hemipelvis and distal femur. A
triangulated frame of connecting bars was constructed using Steinmann pins and epoxy
resin for TA-ESF. This secured the pins placed in the pelvis and femur as well as the
intramedullary pin, providing proximal femoral stabilization by trans-articular fixation of
the hip. The cat began placing weight on the left pelvic limb 4 days postoperatively,
and progressively obtained near-normal limb function by day 112. The TA-ESF was
partially dismantled to a linear tie-in construct on day 64 and was completely removed
on day 161. Final radiographs on day 161 revealed lack of bone healing in the proximal
segment, especially femoral head and neck, despite functional recovery of the injured
leg. At one year postoperatively, the cat had normal limb function without any noticeable
complications. On follow-up 29 months after surgery, the owner reported that the cat
had normal limb function without any noticeable complications. Despite insufficient bone
healing in the cat, TA-ESF of the hip allowed for satisfactory functional recovery of this
challenging juxta-articular fracture of the proximal femur, which was not amenable to
stabilization with a traditional non-load-sharing fixation system. Edited by:
Young-Sam Kwon,
Kyungpook National University,
South Korea Reviewed by:
Jason Bleedorn,
University of Wisconsin-Madison,
United States
Haebeom Lee,
Chungnam National University,
South Korea *Correspondence:
Hun-Young Yoon
yoonh@konkuk.ac.kr Specialty section:
This article was submitted to
Veterinary Surgery and
Anesthesiology,
a section of the journal
Frontiers in Veterinary Science CASE DESCRIPTION A 2-year-old castrated, male, Korean shorthair cat weighing
4.4 kg was admitted with a highly comminuted proximal femoral
fracture caused by a gunshot injury sustained 3 days earlier. On
presentation, the cat could not bear weight on the left pelvic limb. Additionally, there was a small skin puncture wound, suspected
to be the bullet trajectory, over the left hemipelvis. The cat
showed signs of pain during palpation of the left pelvis and pelvic
limb, but did not show any neurological deficits. Abnormalities
on a complete blood count and biochemistry panel included a
decreased packed cell volume of 24.7% (reference range, 30.3–
52.3%) and an elevated creatine kinase level of 675 U/L (reference
range, 0–314 U/L). To construct the TA-ESF of the hip, two 2.5 mm and one
1.8 mm positive-profile end-threaded pins were placed in the
ilium and ischium, respectively. Then, one 2.0 mm and one
1.8 mm positive-profile end-threaded pins were also placed
perpendicular to the distal femur (Figures 2C,D). The three
pins placed in the ilium and ischium were connected to the
first connecting rod, and the two pins in the distal femur
were connected to the second connecting rod. The first and
second connecting rods were linked to each other, and the third
connecting rod was placed to link the first and second bars
cranially. The preplaced intramedullary pin was tied into the
first connecting rod. The connecting rods were fashioned using
3.0 mm Steinmann pins and epoxy resin (Figures 3A,B). For
a stable triangular configuration, the magnitudes of forces and
moments at intersection points were considered to distribute the
external loads equally. A proximal segmental fracture of the left femur and multiple
radiopaque objects of various sizes were identified on both
plain radiographs and computed tomography scans (Figure 1). A comminuted spiral diaphyseal fracture and comminution of
the neck and greater trochanter with an intact femoral head were
identified on computed tomography. Injuries to the major organs
were not identified. However, there was parenchymal damage to
the left gluteal and thigh muscles. The comminuted proximal femoral fracture was stabilized
with a closed approach. Written informed consent for the
surgical procedure and complications was obtained from the
owner. The major bullet fragments embedded in the abdominal
wall were removed. Abbreviations: ESF, External Skeletal Fixation; TA-ESF, Trans-articular External
Skeletal Fixation. INTRODUCTION FIGURE 1 | Preoperative radiographs and computed tomography scan of the
left hind limb. (A,B) Craniocaudal (A) and mediolateral (B) radiographic views
showing highly comminuted fractures at the proximal femur, including the
neck, trochanteric, subtrochanteric, and the proximal half of the diaphysis. (C,D) Volume-rendered computed tomography scan of the cranial (C) and
caudoventral (D) views showing the comminuted bones of the neck and
trochanter and the comminuted spiral fracture of the proximal half of the
femoral diaphysis. The hip joint is confirmed to be intact (white arrowheads). Surgical stabilization of highly comminuted fractures of the
proximal or distal juxta-articular bones has rarely been reported
in veterinary literature. These comminuted juxta-articular
fractures are difficult to stabilize since the presence of a short
proximal or distal segment limits the types of fixation that can
be used (1). A circular external skeletal fixation (ESF) is preferred
for fractures with very short proximal or distal segments in dogs
and cats, particularly if the fracture cannot be reconstructed (1–
3). The ring components of these ESFs, which use fixation wires,
are particularly advantageous in such comminuted fractures with
short segments since they provide the ability to use multiple
points of fixation in extremely small fracture segments (1). However, the application of such circular ESFs is limited by
the anatomical location. In the cat described in the present
case, application of ring components of the circular ESF to the
proximal femur was limited due to the proximity to the body
wall (1). FIGURE 1 | Preoperative radiographs and computed tomography scan of the
left hind limb. (A,B) Craniocaudal (A) and mediolateral (B) radiographic views
showing highly comminuted fractures at the proximal femur, including the
neck, trochanteric, subtrochanteric, and the proximal half of the diaphysis. (C,D) Volume-rendered computed tomography scan of the cranial (C) and
caudoventral (D) views showing the comminuted bones of the neck and
trochanter and the comminuted spiral fracture of the proximal half of the
femoral diaphysis. The hip joint is confirmed to be intact (white arrowheads). This report describes a novel surgical technique for the
successful management and functional recovery of a highly
comminuted juxta-articular fracture of the proximal femur
caused by a gunshot injury using trans-articular ESF (TA-ESF)
of the hip in a cat. These results were obtained despite a lack of
bone healing. Citation: Han H-J, Lee K and Yoon H-Y (2021)
Case Report: Trans-Articular External
Skeletal Fixation of the Hip for a Highly
Comminuted Juxta-Articular Fracture
of the Proximal Femur Caused by
Gunshot Injury in a Cat. Front. Vet. Sci. 8:652847. doi: 10.3389/fvets.2021.652847 July 2021 | Volume 8 | Article 652847 Frontiers in Veterinary Science | www.frontiersin.org 1 Han et al. TA-ESF for Juxta-Articular Femur Fracture INTRODUCTION bullet fragments were not removed due to the costs involved and
since they did not pose any immediate clinical problems. Under general anesthesia, the cat was placed in the right
lateral recumbent position, and the left pelvic limb was prepared
using a routine hanging limb preparation. Under fluoroscopic
guidance, the femoral condyles were secured with a pair of AO
forceps and indirect reduction was achieved by applying traction
to the distal femur. A small skin incision was made medial
to the greater trochanter, and a 2.4-mm Steinmann pin was
inserted into the medullary canal of the femur in a normograde
fashion (Figure 2A). The intramedullary pin occupied 47% of the
medullary cavity at the isthmus (5.1 mm) and stabilized the major
diaphyseal segments but not the comminuted femoral neck or the
greater trochanter (Figure 2B). CASE DESCRIPTION However, the other small intraabdominal During this process, the limb was temporarily supported by
an assistant to maintain appropriate rotation and angulation
of the femur based on palpation of the condyles and the
comminuted
greater
trochanter. This
also
allowed
for
fluoroscopic
identification
of
the
femoral
head,
femoral
diaphysis, and linea aspera. Additionally, the coxofemoral joint July 2021 | Volume 8 | Article 652847 Frontiers in Veterinary Science | www.frontiersin.org 2 TA-ESF for Juxta-Articular Femur Fracture Han et al. bandaged, and the cat was then re-positioned in left lateral
recumbency to remove the bullet from the right abdominal wall. FIGURE 2 | Intraoperative fluoroscopic series showing closed reduction and
implant insertion in a 2-year-old cat with a comminuted proximal femur
fracture. (A,B) The intramedullary pin is inserted into the trochanteric region,
normograde from proximal to distal (A), and it stabilizes the proximal and the
distal femoral diaphyseal fragments (B). (C,D) For trans-articular external
skeletal fixation of the hip, three of the five positive-profile end-threaded pins
are inserted to the left pelvis, including two pins in the ileum (white arrows) and
the third pin in the ischium (black arrow), while the other two pins are placed in
the distal fragments of the fractured femur (white arrowheads). The cat recovered from anesthesia and surgery without
complications and was administered a constant-rate infusion
of fentanyl for 24 h (fentanyl: loading, 4 µg/kg; constant-rate
infusion, 4 µg/kg/h), followed by meloxicam for 4 days (0.1
mg/kg PO for 24 h) for analgesia. Postoperative radiographs were
taken to verify appropriate placement of the pins and alignment
of the femur (Figure 4A). Craniocaudal imaging was not possible
due to the immovable left hip joint. The day after surgery, the cat would not place weight on
the left pelvic limb, which was very painful, and could not
tolerate palpation of the left femur (Supplementary Video 1). On
postoperative day 4, the cat was more comfortable, ambulatory,
and could place nominal weight on the left pelvic limb. The
cat was discharged 4 days after surgery with instructions to the
owners to restrict the cat’s activity, including confining the cat to
a small room and taking it for short walks on a leash. The owners
were also instructed to clean the fixation pin–skin interfaces daily
with saline and chlorhexidine solution. The cat was re-evaluated on postoperative days 18, 32,
46, 64, 80, 112, and 161. CASE DESCRIPTION (A,B) The intramedullary pin is inserted into the trochanteric region,
normograde from proximal to distal (A), and it stabilizes the proximal and the
distal femoral diaphyseal fragments (B). (C,D) For trans-articular external
skeletal fixation of the hip, three of the five positive-profile end-threaded pins
are inserted to the left pelvis, including two pins in the ileum (white arrows) and
the third pin in the ischium (black arrow), while the other two pins are placed in
the distal fragments of the fractured femur (white arrowheads). FIGURE 3 | (A,B) Triangular frame composed of connecting bars with
epoxy-putty molded pins for trans-articular external skeletal fixation of the hip:
the 3.0-mm Steinmann pin (#1, blue dashed line) links the fixation pins placed
in the left pelvis (black arrows); the other 3.0-mm Steinmann pin (#2, red
dashed line) links to the fixation pins placed in the distal segment of the
fractured femur (white arrows); #1 and #2 connecting bars are linked to each
other at the intersection; the 2.4-mm Steinmann pin (#3, yellow dashed line)
links to the #1 and #2 connecting bars; the other 2.4-mm Steinmann pin (#4,
black dashed line) is tied into the intramedullary pin (yellow arrow) and links to
the #1 connecting bar. Epoxy-putty covers all the pins composed of
connecting bars including column of the pins and those connections. FIGURE 3 | (A,B) Triangular frame composed of connecting bars with
epoxy-putty molded pins for trans-articular external skeletal fixation of the hip:
the 3.0-mm Steinmann pin (#1, blue dashed line) links the fixation pins placed
in the left pelvis (black arrows); the other 3.0-mm Steinmann pin (#2, red
dashed line) links to the fixation pins placed in the distal segment of the
fractured femur (white arrows); #1 and #2 connecting bars are linked to each
other at the intersection; the 2.4-mm Steinmann pin (#3, yellow dashed line)
links to the #1 and #2 connecting bars; the other 2.4-mm Steinmann pin (#4,
black dashed line) is tied into the intramedullary pin (yellow arrow) and links to
the #1 connecting bar. Epoxy-putty covers all the pins composed of
connecting bars including column of the pins and those connections. The cat’s condition progressively improved over the next
couple of weeks, and it did not appear to be in pain when
examined on postoperative day 80. The examination on day
112 showed nearly normal gait (Supplementary Video 4). CASE DESCRIPTION During these evaluations, the
fixator was monitored for complications. Pain and limb
function were subjectively assessed using an ordinal scoring
system (Supplementary Table 1). Serial radiographs were also
obtained to assess progression of the fracture toward union. By postoperative day 32, the cat had progressed to weight-
bearing lameness. However, it still had a distinct head nod and
mild pain on palpation of the left femur. On postoperative
day 64, perceived pain and lameness were similar to those
in the previous evaluation, and radiographs revealed an
interfragmentary callus and cortical remodeling, bridging the
diaphyseal femoral fracture gap. The femoral neck and greater
trochanter were remodeling, exhibiting corticalization with
heterogeneous opacity (Figure 4B). The fixation pin placed in the
ischium had broken, and the triangular construct was partially
disassembled to a linear tie-in construct by removing the fixation
pins placed in the pelvis using Jacob’s hand chuck. Additionally,
the first and third connecting rods were cut near the area of
linkage using a saw and pin cutter, while avoiding impairment of
the remaining linear tie-in frame (Figure 4B). This disassembly
re-established motion in the left coxofemoral joint. The cat
showed more pain immediately after disassembly than before
disassembly of the frame. However, it still placed weight on
the left pelvic limb with notable lameness and a distinct head
nod (Supplementary Video 2). Although, regained the range of
motion of the left hip joint and passive manipulation, including
flexion and extension of the hindlimb, were reduced, showing
mild discomfort (Supplementary Video 3). FIGURE 2 | Intraoperative fluoroscopic series showing closed reduction and
implant insertion in a 2-year-old cat with a comminuted proximal femur
fracture. (A,B) The intramedullary pin is inserted into the trochanteric region,
normograde from proximal to distal (A), and it stabilizes the proximal and the
distal femoral diaphyseal fragments (B). (C,D) For trans-articular external
skeletal fixation of the hip, three of the five positive-profile end-threaded pins
are inserted to the left pelvis, including two pins in the ileum (white arrows) and
the third pin in the ischium (black arrow), while the other two pins are placed in
the distal fragments of the fractured femur (white arrowheads). FIGURE 2 | Intraoperative fluoroscopic series showing closed reduction and
implant insertion in a 2-year-old cat with a comminuted proximal femur
fracture. CASE DESCRIPTION The
range of motion of the left coxofemoral joint steadily improved
and was nearly normal (40◦of flexion and 140◦of extension)
by day 112. When evaluated on day 161, the cat did not
have an appreciable lameness, no longer experienced pain was flexed and maintained at a normal weight-bearing angle
while the epoxy resin polymerized. After polymerization, the
left coxofemoral joint was fixed at ∼90◦. The fixator was lightly July 2021 | Volume 8 | Article 652847 Frontiers in Veterinary Science | www.frontiersin.org 3 Han et al. TA-ESF for Juxta-Articular Femur Fracture FIGURE 4 | Postoperative serial radiographic views of the left femur. (A) Lateromedial radiograph acquired immediately after surgery shows good alignment and
normal length of the left femur with trans-articular external skeletal fixation of the hip and a tied-in intramedullary pin. (B) On postoperative day 64, periosteal callus
bridges the femoral fracture gap with cortical remodeling. Heterogenous opacity of the femoral neck and greater trochanter are identified on the craniocaudal
radiographic view (white arrows). Trans-articular external skeletal fixation of the hip is disassembled to the linear tie-in frame by removal of fixation pins in the left pelvis
and the associated connecting bars. The connecting bars are cut at the linkage area (green arrows) to preserve the linear tie-in frame. The fixation pin in the ischium is
broken and partially embedded in the ischium (black arrow). (C) On day 161, the whole frame of the external skeletal fixation is removed, leaving the intramedullary pin
and embedded part of the broken pins (black arrows). Fracture union showing good progression in bone healing is identified as a heterogeneous opacity with a
mottled appearance at the femoral head and neck (white arrows). FIGURE 4 | Postoperative serial radiographic views of the left femur. (A) Lateromedial radiograph acquired immediately after surgery shows good alignment and
normal length of the left femur with trans-articular external skeletal fixation of the hip and a tied-in intramedullary pin. (B) On postoperative day 64, periosteal callus
bridges the femoral fracture gap with cortical remodeling. Heterogenous opacity of the femoral neck and greater trochanter are identified on the craniocaudal
radiographic view (white arrows). Trans-articular external skeletal fixation of the hip is disassembled to the linear tie-in frame by removal of fixation pins in the left pelvis
and the associated connecting bars. The connecting bars are cut at the linkage area (green arrows) to preserve the linear tie-in frame. CASE DESCRIPTION The fixation pin in the ischium is
broken and partially embedded in the ischium (black arrow). (C) On day 161, the whole frame of the external skeletal fixation is removed, leaving the intramedullary pin
and embedded part of the broken pins (black arrows). Fracture union showing good progression in bone healing is identified as a heterogeneous opacity with a
mottled appearance at the femoral head and neck (white arrows). on manipulation of the left pelvic limb, and could jump up
onto an examination table. Radiographs demonstrated advanced
remodeling of the comminuted greater trochanter and a callus
bridging the diaphyseal fracture. Bone resorptions were identified
in the femoral head and neck, represented by a mottled
appearance of the head and thinning, sclerotic changes of the
neck, and the rotational malalignment of the femoral head was
confirmed as the head was superimposed over the femoral shaft
(Figure 4C). The proximal fixation pin in the distal femur had
broken. The remainder of the fixator was removed, leaving the
intramedullary pin and broken segments of the fixation pins
embedded in the bone (Figure 4C). The length of the left femur
and the left pelvic limb muscle volume were comparable to those
of the contralateral limb. through a closed approach. This is the biggest benefit of ESF since
it preserves the fracture hematoma and periosteal vascularity
while providing longitudinal distraction forces to hold the
fragment closer together using surrounding soft tissues (16, 17). The TA-ESF frame in the present study was creatively
developed based on the anatomical features of the pelvis–distal
femoral interconnection and physical distribution of the load. For stabilizing the comminuted proximal juxta-articular femur,
the pelvis was utilized as the proximal segment instead of the
comminuted proximal segment of the femur. The fixation pins in
the pelvis were placed in the sacropelvic area of the ilium and the
ischiatic tuberosity based on a previous study (18), considering
stress concentration, amount of bony stock, and the risk of
iatrogenic injury to the sciatic nerve. This TA-ESF frame of the
hip was reinforced by making a triangular configuration, which
placed a third connecting rod to induce load distribution. It is
considered that this triangular configuration could reduce the
load of the conventional TA-ESF frame, ultimately increasing the
stability of the TA-ESF frame. Telephone
follow-up
was
conducted
for
29
months
postoperatively. CASE DESCRIPTION The owner reported that the cat represented
normal
gait
without
any
noticeable
pain
and
lameness
(Supplementary Video 5). Frontiers in Veterinary Science | www.frontiersin.org DISCUSSION y
A previous case report revealed a similar TA-ESF frame of the
hip in a cat (19). However, there are significant differences in the
frame between the previous and present studies. Whereas, the
previous frame secured the proximal femoral segment, the frame
of this study was a more complex fracture that could not secure
the proximal femoral segment due to its high comminution. Thus, the previous TA-ESF frame of the hip only served to
support the primary ESF placed in the femur, while the TA-
ESF frame of the hip in the present study played a primary role
in stabilizing the comminuted proximal juxta-articular femur
in the pelvis utilized as the proximal segment instead of the
comminuted proximal segment of the femur. Further, to restore
the femoral length and to enhance the bending resistance, the
tied-in configuration, which was not used in the previous frame,
was additionally constructed in the present study. ESF, as chosen in this cat, is the preferred mode of trans-
articular fixation in small animals for supporting tendon (4,
5) and ligament injuries (4, 6, 7). Further, it supports the
primary implants for fractures (6, 8) of various joints, such
as the stifle (4, 9–14), tarsal (5, 7, 10), and elbow (15). In
particular, since the trans-articular fixation using ESF preserves
the joint during the procedure (4–8), it is valuable for temporary
immobilization of the associated joint without the articular
invasion. Therefore, ESF was considered the most feasible
option for temporary fixation of the coxofemoral joint in this
cat, providing sufficient stabilization of the proximal femur,
while preserving the coxofemoral joint. Additionally, with ESF,
biological osteosynthesis, and ligamentotaxis can be enhanced July 2021 | Volume 8 | Article 652847 Frontiers in Veterinary Science | www.frontiersin.org 4 TA-ESF for Juxta-Articular Femur Fracture Han et al. Femoral malalignment and deformities were the major
concerns for this patient. To align the fractured femur and avoid
postoperative deformities, the anatomical landmarks, including
the greater trochanter, femoral condyle, and linea aspera, were
consistently assessed by palpation and fluoroscopic guidance. The greater trochanter, though highly comminuted, could be
easily palpated since its fragments were not scattered and
remained closely enough to maintain a near-normal shape. Thus, it could be used as a landmark to evaluate the rotational
alignment of the femur with the condyles and the linea
aspera. DISCUSSION Using these landmarks, intramedullary pinning was
performed to restore the length and axial alignment of the
femur, thus, helping the cat gain functional recovery of the
injured gait. However, due to the limitations of the closed
approach in this kind of comminuted fracture for bridging
and biological osteosynthesis, each bone fragment could not
be opposed accurately, and this might lead to delayed bone
healing and the residual rotational malalignment of femoral head. Additionally, since the femoral neck had a highly comminuted
fracture, the anteversion and inclination angle of the femoral
neck could not be accurately assessed perioperatively. Therefore,
the appropriate angles were estimated intraoperatively under
fluoroscopic guidance by comparing the locations of the center
of the femoral head, greater trochanter, and ideal axis of
the shaft to avoid increasing these angles markedly. If an
abnormal anteversion and inclination angle occurred despite
these preventive efforts, a salvage procedure was planned,
involving femoral head and neck osteotomy. head of this cat. Arterial branches that supply blood to the
femoral head propagate from extra osseous vessels, such as the
lateral and medial circumflex femoral arteries and the caudal
and cranial gluteal and iliolumbar arteries, which are supplied
from the surrounding soft tissue to the femoral head through
the femoral neck and trochanteric fossa (22, 23). Compromise
of this vascular network may induce changes in the femoral
head and neck, such as resorption and degenerative joint disease
(24–26). Although, avascular necrosis of the femoral head was
not a common sequela in a dog and cat with femoral head
and neck fractures (25), the comminuted neck, trochanter, and
the surrounding soft tissue injury from the gunshot in the
present case may have caused more extensive compromise of this
vascular network than in cases with only neck fracture, markedly
disrupting the blood supply of the femoral head and neck, and
potentially led to the development of avascular necrosis in this
cat. Additionally, the femoral neck was not stabilized in this
cat because the comminuted neck fragments could not hold the
implants engaging the neck. Thus, this consistent instability may
also contribute to sclerotic changes and non-union of the neck
and degenerative changes of the femoral head (25). However,
it did not become a serious clinical problem causing pain and
lameness since the cat is currently very active with a normal gait,
29 months after surgery. DISCUSSION At the last follow-up, lack of bone healing was identified
in the proximal diaphyseal segments of the radiograph, despite
functional recovery of the injured leg. This is thought to be due to
the characteristics of a comminuted fracture and impaired blood
supply caused by high energy-induced trauma, such as gunshot
injury. Further, the sustained instability of the proximal segment
caused by the inability to place implants in the comminuted
proximal segment was also considered to have contributed to
delayed bone healing. To increase the stability of the proximal
segment, the preferred surgeries for biologic osteosynthesis
of comminuted fractures, such as minimally invasive plate
osteosynthesis or an interlocking nail, were considered. However,
these conventional methods were unsuitable for this cat since the
proximal segment was comminuted and not durable enough to
place the implants. And, the femoral head and neck osteotomy
with repair of diaphyseal fracture were also considered as a
salvage procedure, however, since the femoral head was intact, it
was decided to withhold and considered as a later option. Due to
the limitations of conventional surgery, a TA-ESF of the hip was
used for bridging osteosynthesis and a triangular configuration
was developed to reduce the load and increase the stability of
the TA-ESF. Nevertheless, since a secure connection between
TA-ESF and the proximal segment was not possible due to the
comminuted and longitudinally fractured proximal diaphyseal
fragment, it might have led to constant instability of the proximal
segment inducing deficient bone healing. Another major concern was postoperative degenerative
changes of the femoral head, possibly due to immobilization of
the hip joint and ischemic osteonecrosis secondary to reduced
blood supply. Joint immobilization is the most significant cause
of degenerative joint disease associated with trans-articular
ESF (11, 15, 20), but it was not considered the primary
cause of femoral head degeneration in this cat. Previous
experimental and clinical studies have reported that prolonged
joint immobilization alters the biochemical characteristics of
synovial joints (3, 20), inducing softening of the articular cartilage
and decreasing cartilage thickness, leading to the development of
degenerative joint disease (10, 14). These changes were apparent
after 11 weeks of immobilization. However, they were reversible
even after 11 weeks of immobilization. Thus, no significant
difference was seen between the immobilized joint and the age-
matched controls after a remobilization period of 50 weeks (21). Additionally, weight-bearing during immobilization of the limb
might promote recovery of articular cartilage (13). Frontiers in Veterinary Science | www.frontiersin.org DISCUSSION In this cat, the
left hip joint was immobilized for 64 days, which was not long
enough to induce degenerative changes in the articular cartilage,
relative to the immobilization period of previous studies (21). Moreover, consistent weight bearing-use of the limb during the
immobilization period may have helped minimize these changes
and facilitated recovery of the articular cartilage. Therefore, it
is less likely that joint immobilization would have contributed
significantly to degenerative changes of the affected femoral head
in this cat. Performed surgery and contributed to the conception and
design There are some limitations to the present case report. Although, this cat had several problems requiring long-term
follow-up, this was not possible. In the radiograph at the
last follow-up visit, lack of fracture healing, degenerative
change of the affected femoral head and thinning and
sclerotic changes of the femoral neck were identified. These Damaged blood supply to the proximal femur was considered
to be the main cause of degenerative changes in the femoral July 2021 | Volume 8 | Article 652847 5 Han et al. TA-ESF for Juxta-Articular Femur Fracture abnormalities should have been consistently monitored because
they might progress to malunion of the fractured femur,
especially non-union of the femoral neck and degenerative
joint disease of the hip joint. Moreover, the intramedullary pin,
which was left due to insufficient remodeling of the femoral
diaphysis, was to be removed as soon as complete union
was confirmed. For this reason, constant long-term follow-
up was strongly recommended to the owner. However, the
owner did not presented after ESF removal, since the cat
could walk normally, without any signs and the owner had
financial and long-distance restrictions. Additionally, partial
failure of this TA-ESF of the hip due to several weak points,
including fracture of some fixation pins and instability of the
proximal segment, were seen in this case. Although, these
problems did not affect functional recovery in this cat, further,
investigation on the number and location of taxation pins
and frame of connecting bars with more cases is necessary
to improve the stability and configuration of this TA-EFS of
the hip. proximal femur, in which the implant cannot be secured to the
proximal segment. AUTHOR CONTRIBUTIONS H-JH performed surgery and contributed to the conception
and design of the work, analyses of the data, and writing the
manuscript. KL contributed to providing the concept of the most
stable frame for TA-ESF based on physics theory and preparing
the relevant part of manuscript, while H-YY supervised aftercare,
and critically revised the manuscript. All authors contributed
substantially to the study design, preparation, and final approval
of the manuscript. ETHICS STATEMENT Ethical review and approval were not required for the animal
study because this is a case report which has been written
using clinical data. Written informed consent was obtained
from the owners for the participation of their animal in
this study. CONCLUDING REMARKS In
summary,
despite
the
lack
of
fracture
healing,
TA-
ESF
provided
a
satisfactory
clinical
outcome,
including
successful biological osteosynthesis and functional recovery of a
comminuted fracture of the proximal femur caused by gunshot
injury in this cat. The ESF configuration was determined based
on the principle of physical force distribution, and the tied-in
configuration enhanced its stability. Further, the use of epoxy
made it possible to construct this complicated configuration
easily without the limitations of angles, planes, or the position
of fixation pins. This configuration is a feasible surgical option
for such highly comminuted juxta-articular fractures of the SUPPLEMENTARY MATERIAL The Supplementary Material for this article can be found
online
at:
https://www.frontiersin.org/articles/10.3389/fvets. 2021.652847/full#supplementary-material DATA AVAILABILITY STATEMENT The original contributions presented in the study are included
in the article/Supplementary Material, further inquiries can be
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June 24, 2021). Conflict of Interest: The authors declare that the research was conducted in the
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potential conflict of interest. 20. Behrens F, Kraft EL, Oegema TR Jr. Biochemical changes in articular cartilage
after joint immobilization by casting or external fixation. J Orthop Res. (1989)
7:335–43. doi: 10.1002/jor.1100070305 Copyright © 2021 Han, Lee and Yoon. 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 Han, Lee and Yoon. 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. 21. Vanwanseele B, Lucchinetti E, Stüssi E. The effects of immobilization on the
characteristics of articular cartilage: current concepts and future directions. Osteoarthr Cartil. (2002) 10:408–19. doi: 10.1053/joca.2002.0529 July 2021 | Volume 8 | Article 652847 Frontiers in Veterinary Science | www.frontiersin.org 7
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Determinants of Tax Morale in Croatia: an Ordered Logit Model
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Business systems research
| 2,019
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cc-by
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Abstract Background: A lower tax morality leads to an increased readiness to become active
in the unofficial economy and causes the lack of public revenues. Objectives: The aim
of this paper is to investigate determinants that shape tax morale of Croatian citizens. Methods/Approach: An ordered logit model is employed to evaluate which
determinants shape tax morale of Croatian citizens. Data for the research were
collected from 2,000 face-to-face interviews conducted in Croatia in late 2015. Results: The descriptive analysis illustrates that 52 percent of respondents reported a
high level of tax morale, 26 percent of respondents have a low tax morale, while 8
and 14 percent have a mid-low and a mid-high tax morale, respectively. The ordered
logit analysis revealed that gender, age, financial situation, region, and participation
in the unofficial economy have an impact on the tax morale. Conclusions: Besides
socio-demographic, socio-economic, and spatial determinants, a great number of
sanctions for participation in informal activities also shapes tax morale of the Croatian
citizens. More precisely, marginal effects show that those perceiving the expected
sanctions as "normal tax or social security contributions due, plus a fine or a prison
sentence" have by 6.3 percentage points higher probability of reporting the highest
tax morale than others. Keywords: Croatia, ordered logit model, tax evasion, tax morale JEL classification: C25, H26, K42, O17
Paper type: Research article Received: Jun 04, 2018
Accepted: Jan 03, 2019 Citation: Bejaković, P., Bezeredi, S. (2019), “Determinants of Tax Morale in Croatia: an Ordered
Logit Model”, Business Systems Research, Vol. 10, No. 2, pp. 37-48. DOI: 10.2478/bsrj-2019-016 Determinants of Tax Morale in Croatia: an
Ordered Logit Model Predrag Bejaković
Institute of Public Finance, Zagreb, Croatia
Slavko Bezeredi
Institute of Public Finance, Zagreb, Croatia Business Systems Research | Vol. 10 No. 2 |2019 Business Systems Research | Vol. 10 No. 2 |2019 Introduction Luttmer et al. (2014) in their seminal work define tax morale “as an umbrella term
capturing nonpecuniary motivations for tax compliance as well as factors that fall
outside the standard, expected utility framework”. They argue that Allingham et al. (1972) have constructed the benchmark economic model of tax evasion, in which the
most important parameters having an effect on tax evasion are the tax rate, the
detection risk, and the punishment for the detected individuals who evade paying
taxes. In the mentioned model, a rational taxpayer evades to pay taxes as long as the 37 Business Systems Research | Vol. 10 No. 2 |2019 Business Systems Research | Vol. 10 No. 2 |2019 cost of being caught and punished is smaller than the benefit from tax evasion. Since
this contribution, there has been an increased interest in analysing and enhancing the
knowledge on “tax morale”. Modern fiscal literature by it means improving voluntary
compliance with tax regulation and achieving a social norm of compliance (Wenzel,
2005a; 2005b). )
Luttmer et al. (2014) state that taxpayers may have some intrinsic motivation, which
is a key instrument that helps them to respect the law and pay taxes or feel some
moral guilt for failure to comply. They may respect the law due to the groups of various
reasons. The first group is reciprocal motivations, i.e. the readiness to pay taxes in
exchange for goods and services that the state provides to all citizens even though
their monetary benefits would be bigger if they did not pay taxes (Luttmer et al., 2014). The second group may be various forms of the pressure from peer behaviour and the
prospect of social recognition or sanctions from friends, neighbours, family members
or co-workers. The third group consists of cultural or social norms like traditions,
prevailing values and believes that can affect compliance and morale, but are also
under the influence of various forms of motivation and the peers’ sensitivity. The fourth
group includes the level of tax knowledge or tax literacy that influences compliance
attitudes and decisions of current and potential taxpayers (Nichita, 2015). The fifth
group contains deviations from utility maximization and information imperfections (for
example, taxpayers may over- or underestimate the probability of being caught in tax
evasion or may show loss aversion). Introduction Finally, the last group contains a policy and
administration aspect: the behaviour and practice of the tax administration and the
perceived tax burden, the tax structure in general as well as the tax enforcement
strategy can influence taxpayers’ decision to pay taxes (Torgler et al., 2005). There are two main types of tax behaviour: compliance, which is either voluntary
or enforced; and noncompliance that can be in the form of tax evasion or tax
avoidance (OECD/FIIAPP, 2015). Many authors (Lago-Peñas et al., 2010; Kogler et al.,
2013; Luttmer et al., 2014) believe that tax morale plays an important role in the tax
compliance, although very often they see enforcement as the main reason of
compliance. The main determinants of the tax morale expressing dissent against
formal institutions are often connected with the existing or perceived infringement of
the principle of equality by the same public authority (Chong et al., 2007). In particular,
the tax policy and social security system are defined by regulations, which a part of
the population judges as unfair according to the principle of equality and to its
corollary, the ability-to-pay principle. As an outcome, people who withdraw from their
fiscal obligations and accept a negative tax morale are able to justify their
noncompliance with the rule. Such a negative tax morale is not only a causal element
of the informal economy; it is very often also a cause of exclusion from a legal system
expecting duties, but also from various rights. These considerations suggest that designing tax measures in accordance with the
principle of equality is fundamental for increasing their effectiveness and for
promoting a shift from the negative to the positive tax morale. The shift from the
negative to the positive tax morale is the transformation of noncompliance into
compliance, which is an essential condition for promoting the stable inclusion into the
formal world of work and compliance regarding tax and social security obligations. The aim of this paper is to evaluate the determinants that shape tax morale of
Croatian citizens. To do this, an ordered logit model is conducted based on data
collected in Croatia in 2015. Croatia is a post-transition society, which emerged from
a socialist system, and experienced damages of the Homeland war in the 1990s. Literature review Nerré (2008) deems that a tax culture is a specific characteristic of a particular
country. It was coined by the tradition of taxation (having in mind various forms of
taxes) on the one side, and by the interaction of the stakeholders and the cultural
values like honesty, justice or also a sense of duty on the other side. Lago-Peñas et al. (2010) divide the literature on the tax culture into two categories. First group consists
of those studies oriented only on one country, but after then authors usually compare
international or regional variations and changes over time. Examples of such
approach are researches Torgler (2005a), Martínez-Vázquez et al. (2009), Nerré et al. (2014), and Williams et al. (2014). Torgler (2005a) examine the impact of direct
democracy on tax morale in Switzerland, and concluded that “direct democratic
rights have a significantly positive effect on tax morale”. Martínez-Vázquez et al. (2009)
argue that an increased level of the tax morale in Spain was an endogenous variable
influenced primarily by improved tax policy and tax administration reforms. Nerré et
al. (2014), as several more important reasons for low tax morale in Serbia, mention high
tax rates, unjust distribution of tax burden and lack of detection, while other less
important reasons were corruption among civil servants and a lack of civic
conscience. Williams et al. (2014) conducted a resesarch for Bulgaria in 2013 and have
propounded an explanation for the undeclared economy, which claims the following
“the greater is the asymmetry between formal and informal institutions (i.e., citizens’
civic morality and state morality), the greater is the likelihood of participation in the
undeclared economy, and vice versa”. y
Similar to one measurement approach on the tax morale, there is a possibility to
evaluate the magnitude of tax morale via surveys. Torgler et al. (2005) state that “The
World Values Survey provides a valuable data source for getting internationally
comparable information on tax morale”. They explain that the mentioned Survey uses
the following question: “Please tell us for each of the following statements whether
you think it can always be justified, never be justified, or something in between: …
Cheating on tax if you have the chance”. The question leads to a ten-scale index of
tax morale with the two extreme points “never justified” and “always justified”. Introduction It is
important to underline that the practices and principles of tax systems under socialism
have significantly influenced the path of tax reform during the transition period (Nerré 38 Business Systems Research | Vol. 10 No. 2 |2019 Business Systems Research | Vol. 10 No. 2 |2019 et al., 2014). Furthermore, Schneider (2017) estimates that Croatia is a country with one
of the highest level of the undeclared economy among all EU-28 member states in
2015 (27.7% of GDP), only Bulgaria (30.6 % of GDP) and Romania (28.0 % of GDP) have
higher levels of the undeclared economy, while the EU-28 average is 18.3% of GDP. Accordingly, the mentioned facts are the main motivation and reason for choosing
Croatia as a country for research. This paper is the first that examines the impact of expected size of sanction for
participation in informal activities and various socio-demographic, socio-economic,
and spatial factors on tax morale in Croatia. The literature about informal economy
reveals that higher tax morale leads to a smaller shadow economy (Torgler et al., 2007;
Torgler et al., 2009) and the lower levels of participation in the informal economy
(Williams et al., 2015; Williams et al., 2016a; Windebank et al., 2017; Franić et al., 2017). Thus, this article contributes to a better understanding of the determinants of tax
morale as well as informal economy in Croatia. The paper provides an overview of the
literature in Section 2 and a summary of the empirical evidence of the socio-
economic and institutional determinants of tax morale in the following sections. Literature review The
ten-point scale has been integrated into a four-point scale (from 0 to 3), with the value
3 for “never justifiable”. According to results from various years, the highest share of
the people that state how tax evasion is never justified has been recorded in Japan
(more than 80%), followed by USA (around 70%) and Switzerland (around 60%). This 39 Business Systems Research | Vol. 10 No. 2 |2019 value decreases to around 40% in Portugal, the Netherlands and Finland and is even
lower in Belgium (below 35%). Another approach to measuring tax morale is by using the International Social Survey
Programme (ISSP). This cross-national collaboration began in 1983 and has grown to
more than 30, mostly European, countries (Croatia has been a member since 2005)
and enables various types of social science projects. From time to time, the
Programme asks the following question: “Do you feel it is wrong or not wrong if a
taxpayer does not report all of his or her income in order to pay less personal income
taxes? (1= not wrong, 2= a bit wrong, 3= wrong, 4=seriously wrong)”. ISSP Mean Tax
Morale Values are low for Austria, Germany, Ireland and France and high for Australia,
Sweden, Spain and Japan. Unfortunately, there is little overlapping of the results from
various surveys and it is almost impossible to compare the variables from different
sources (Schneider, 2011). (
)
Unlike the researchers oriented only on one country, the second group includes
researches that make use of cross-national data. Using data from six countries, Torgler
(2004) concludes that tax morale increases with age and is lower for self-employed,
unemployed, and upper class taxpayers. Financial satisfaction, strong GDP growth,
institutional quality, national pride, trust in government and legal system increase tax
morale and decrease tax evasion. Similar results were obtained by other researches
that added to the existing knowledge or provide possible explanations. Thus, Tittle
(1980) deems that significantly higher tax morale recorded by women is caused by
the facts that females are more compliant than males, and thus, are more risk averse. Furthermore, the modern female generations are much more independent than the
former generations, and it is assumed that they will comply less (Torgler et al., 2005). As
for elderly people, Tittle (1980) argues that they are more sensitive to the threats of
sanctions than others. Furthermore, Torgler et al. Literature review (2005) argue that older people
attained their social stakes over the years, as property or social status, and that they
are more sensitive to the reactions from others. Consequently, they also state that their
potential costs of sanction due to tax evasion increase. Chong et al. (2007) argue that
high or increased income inequality, in combination with unsatisfactory quality of
institutions, is one of the most important determinants of low tax morale. After the
analysis of the tax culture of the 50 countries surveyed, Tsakumis et al. (2007) state that
cultural framework based on male-oriented individualism, causes lower readiness to
pay taxes. Finally, Lago-Peñas et al. (2010) claim that well educated taxpayers are
supposed to know more about the fiscal legislations and tax because they are more
aware of the importance of public goods provided by the state. Source: Authors’ work Methodology To evaluate which socio-economic, socio-demographic, and spatial determinants
shape tax morale of the Croatian citizens, data were collected from 2,000 face-to-
face interviews conducted in Croatia between August 20th and October 9th 2015. The survey was conducted by well-known Croatian market research agency “Ipsos
Puls”. To get a nationally representative sample of the population, the sample was
drawn according to official data gather in Census 2011 by the Croatian Bureau of
Statistics and a two-way stratified random sample was used according to regions and
settlement size. In each surveyed household, one respondent aged 18 years and older
was selected using the “first birthday” method. To collect the data, trained
professional interviewers used face-to-face methodology (TAPI – Tablet Assisted
Personal Interview). Furthermore, to balance under- and over-representation in the
sample, weighting procedure based on age, gender, education, region and
settlement size was applied. The main advantage of the cross-sectional surveys is that 40 Business Systems Research | Vol. 10 No. 2 |2019 these surveys target different members of the population and together with the
appropriate sampling method, these are the main factors that make the survey as
representative as possible. On the other hand, a weakness of cross-sectional sample
surveys is their inability to track change over time. surveys is their inability to track change over time. Table 1
The list of variables used in the analysis
Variables
Definition
Values
# of
missing
values
Dependent variable:
Tax morale
A categorical variable which estimates the level
of tax morale using the following survey question:
“Now I would like to know how you assess various
behaviours. For each of them, please tell me to
what extent you find it acceptable or not. Please
use the following 10-point Likert scale: ‘1’ means
that you find it ‘absolutely unacceptable’ and
‘10’
means
that
you
find
it
‘absolutely
acceptable’:... Someone evades taxes by not or
only partially declaring income.”
The 10-point scale has been
recoded into a four-point scale:
1 = low tax morale (responses
from 4 through 10);
value 2 = mid low tax morale
(response 3);
value 3 = mid high tax morale
(response 2); value 4 = high tax
morale (response 1 “completely
disagree”). 38
Explanatory variables:
Gender
A dummy variable indicating the respondent’s
gender. 0 = men;
1 = women. 0
Age
An interval variable indicating the exact age of
the respondent. Methodology Exact age of the respondent (18
or more)
0
Employment
status
A categorical variable for the employment
status of the respondents. 1 = employed;
2 = self-employed;
3 = unemployed;
4 = retired;
5 = student and inactive. 0
Financial
situation
A categorical variable for the respondent
perception regarding its financial situation. 1 = struggling;
2 = maintaining;
3 = just comfortable or no
money problems. 45
Household size
A categorical variable which measures the size
of the respondent’s household. 1 = one person;
2 = two persons;
3 = three persons;
4 = four or more people. 0
Region
A categorical variable for the region to which
the respondent belongs. 1 = Zagreb and surroundings;
2 = North Croatia;
3 = Slavonia;
4 = Lika and Banovina;
5 =
Gorski Kotar, Hrvatsko
Primorje and Istria;
6 = Dalmatia. 0
Participation
in
undeclared work
A dummy variable which indicates participation
in undeclared work using the following survey
question:
“Did you yourself carry out any undeclared paid
activities in the last 12 months?”
0 = no;
1 = yes. 41
Purchasing
goods
and
services on the
informal market
A dummy variable which indicates purchasing
goods and services on the informal market using
the following survey question:
“Have you in the last 12 months paid for any
goods or services of which you had a good
reason to assume that they included undeclared
work (e.g. because there was no invoice or VAT
receipt)?”
0 = no;
1 = yes. 72
Expected
sanctions
A categorical variable describing the expected
size of sanctions when someone is engaged in
unregistered activities. 1 = normal tax or social security
contributions due, but no fine;
2 = normal tax or social security
contributions due, plus a fine or
a prison. 344
Source: Authors’ work Table 1
The list of variables used in the analysis
Variables
Definition
Values
# of
missing
values
Dependent variable:
Tax morale
A categorical variable which estimates the level
of tax morale using the following survey question:
“Now I would like to know how you assess various
behaviours. For each of them, please tell me to
what extent you find it acceptable or not. Please
use the following 10-point Likert scale: ‘1’ means
that you find it ‘absolutely unacceptable’ and
‘10’
means
that
you
find
it
‘absolutely
acceptable’:... Methodology Someone evades taxes by not or
only partially declaring income.”
The 10-point scale has been
recoded into a four-point scale:
1 = low tax morale (responses
from 4 through 10);
value 2 = mid low tax morale
(response 3);
value 3 = mid high tax morale
(response 2); value 4 = high tax
morale (response 1 “completely
disagree”). 38
Explanatory variables:
Gender
A dummy variable indicating the respondent’s
gender. 0 = men;
1 = women. 0
Age
An interval variable indicating the exact age of
the respondent. Exact age of the respondent (18
or more)
0
Employment
status
A categorical variable for the employment
status of the respondents. 1 = employed;
2 = self-employed;
3 = unemployed;
4 = retired;
5 = student and inactive. 0
Financial
situation
A categorical variable for the respondent
perception regarding its financial situation. 1 = struggling;
2 = maintaining;
3 = just comfortable or no
money problems. 45
Household size
A categorical variable which measures the size
of the respondent’s household. 1 = one person;
2 = two persons;
3 = three persons;
4 = four or more people. 0
Region
A categorical variable for the region to which
the respondent belongs. 1 = Zagreb and surroundings;
2 = North Croatia;
3 = Slavonia;
4 = Lika and Banovina;
5 =
Gorski Kotar, Hrvatsko
Primorje and Istria;
6 = Dalmatia. 0
Participation
in
undeclared work
A dummy variable which indicates participation
in undeclared work using the following survey
question:
“Did you yourself carry out any undeclared paid
activities in the last 12 months?”
0 = no;
1 = yes. 41
Purchasing
goods
and
services on the
informal market
A dummy variable which indicates purchasing
goods and services on the informal market using
the following survey question:
“Have you in the last 12 months paid for any
goods or services of which you had a good
reason to assume that they included undeclared
work (e.g. because there was no invoice or VAT
receipt)?”
0 = no;
1 = yes. 72
Expected
sanctions
A categorical variable describing the expected
size of sanctions when someone is engaged in
unregistered activities. 1 = normal tax or social security
contributions due, but no fine;
2 = normal tax or social security
contributions due, plus a fine or
a prison. Methodology 344
Source: Authors’ work Table 1
The list of variables used in the analysis
Variables
Definition Table 1
The list of variables used in the analysis
Variables
Definition
Values
# of
missing
values
Dependent variable:
Tax morale
A categorical variable which estimates the level
of tax morale using the following survey question:
“Now I would like to know how you assess various
behaviours. For each of them, please tell me to
what extent you find it acceptable or not. Please
use the following 10-point Likert scale: ‘1’ means
that you find it ‘absolutely unacceptable’ and
‘10’
means
that
you
find
it
‘absolutely
acceptable’:... Someone evades taxes by not or
only partially declaring income.”
The 10-point scale has been
recoded into a four-point scale:
1 = low tax morale (responses
from 4 through 10);
value 2 = mid low tax morale
(response 3);
value 3 = mid high tax morale
(response 2); value 4 = high tax
morale (response 1 “completely
disagree”). 38
Explanatory variables:
Gender
A dummy variable indicating the respondent’s
gender. 0 = men;
1 = women. 0
Age
An interval variable indicating the exact age of
the respondent. Exact age of the respondent (18
or more)
0
Employment
status
A categorical variable for the employment
status of the respondents. 1 = employed;
2 = self-employed;
3 = unemployed;
4 = retired;
5 = student and inactive. 0
Financial
situation
A categorical variable for the respondent
perception regarding its financial situation. 1 = struggling;
2 = maintaining;
3 = just comfortable or no
money problems. 45
Household size
A categorical variable which measures the size
of the respondent’s household. 1 = one person;
2 = two persons;
3 = three persons;
4 = four or more people. 0
Region
A categorical variable for the region to which
the respondent belongs. 1 = Zagreb and surroundings;
2 = North Croatia;
3 = Slavonia;
4 = Lika and Banovina;
5 =
Gorski Kotar, Hrvatsko
Primorje and Istria;
6 = Dalmatia. 0
Participation
in
undeclared work
A dummy variable which indicates participation
in undeclared work using the following survey
question:
“Did you yourself carry out any undeclared paid
activities in the last 12 months?”
0 = no;
1 = yes. Business Systems Research | Vol. 10 No. 2 |2019 In this paper the dependent variable is tax morale that measures individuals’
attitude about the moral obligation to pay taxes. To estimate the level of tax morale
from the survey, the following question is used: “Now I would like to know how you
assess various behaviours. For each of them, please tell me to what extent you find it
acceptable or not. Please use the following 10-point Likert scale: ‘1’ means that you
find it ‘absolutely unacceptable’ and ‘10’ means that you find it ‘absolutely
acceptable’:... Someone evades taxes by not or only partially declaring income.” As
in Torgler (2004), and Torgler et al. (2009), the 10-point scale has been redefined into
a four point scale (1, 2, 3, 4), with the value 4 for “absolutely unacceptable”. Responses 4 through 10 were integrated into a value 1 due to lack of variance among
them. The explanatory variables used to analyse the determinants of tax morale were
selected based on previous studies of the informal economy and tax morale (Torgler
2004; Williams et al., 2017; Williams et al., 2018). The list of used variables is shown in
Table 1. Given that the data contain missing values (i.e. ‘don’t know’ and refusal),
multiple imputation procedure was applied to predict the values (Rubin, 1987,
Royston, 2004; Schafer et al., 2002). More precisely, using a system of chained
equations, twenty five imputations were simulated for each missing value. g
Given that the dependent variable is an ordered categorical variable, an ordered
logit model is here applied and then the average marginal effects are calculated. The ordered logit model is defined as (Cameron et al., 2005): *
*
1
if
i
i
i
i
j
i
j
y
x
y
j
y
,
(1) (1) where
1,
,
j
M
and
1,
,
i
N
. M denotes the total number of alternatives of the
dependent variable and N denotes the sample size. Furthermore,
ix is a column
vector of explanatory variables, is a row vector of parameters to be estimated and
i is the logistic distributed random error. The unknown parameters
j’s represent
threshold parameters to be estimated along with , where
0
and
M
(Cameron et al., 2005). Business Systems Research | Vol. 10 No. 2 |2019 Finally, the probability that observation i will choose
alternative j is:
*
1
1
i
j
i
j
j
i
j
i
P y
j
P
y
F
x
F
x
,
(2) (2) where F is the standard logistic cumulative distribution function
. 1
e
F
e
(3) (3) Finally, the marginal effect of an increase in an independent variable for the j -th
response is given by (Mallick, 2009) Finally, the marginal effect of an increase in an independent variable for the j -th
response is given by (Mallick, 2009)
'
'
1
|
. k
j
i
j
i
k
P y
j x
F
x
F
x
x
(4) (4) Methodology 41
Purchasing
goods
and
services on the
informal market
A dummy variable which indicates purchasing
goods and services on the informal market using
the following survey question:
“Have you in the last 12 months paid for any
goods or services of which you had a good
reason to assume that they included undeclared
work (e.g. because there was no invoice or VAT
receipt)?”
0 = no;
1 = yes. 72
Expected
sanctions
A categorical variable describing the expected
size of sanctions when someone is engaged in
unregistered activities. 1 = normal tax or social security
contributions due, but no fine;
2 = normal tax or social security
contributions due, plus a fine or
a prison. 344
Source: Authors’ work “Have you in the last 12 months paid for any
goods or services of which you had a good
reason to assume that they included undeclared
work (e.g. because there was no invoice or VAT
receipt)?” p )
A categorical variable describing the expected
size of sanctions when someone is engaged in
unregistered activities. Source: Authors’ work 41 Business Systems Research | Vol. 10 No. 2 |2019 Findings g
This study of a nationally representative sample in Croatia reveals that 52.1 percent of
respondents reported that tax evasion is never justifiable (high level of tax morale),
26.0 percent of respondents have low tax morale, while 8.4 and 13.5 percent have
mid low and mid high tax morale, in turn. To examine which population groups more
frequently state the high level of tax morale, Table 2 illustrates the descriptive results. 42 Business Systems Research | Vol. 10 No. 2 |2019 The descriptive statistics reveals that women more frequently report high level of tax
morale than man (54.6 percent compared with 49.4 percent) and that the proportion
of declaring high level of tax morale increases as age increases. Having a high level
of tax morale is less common among those struggling financially, those participating
in the undeclared work and among those purchasing on informal markets. Reporting
high level of tax morale also appears to be more prevalent in some regions (i.e. Zagreb
and surroundings, Lika and Banovina) than the rest of the country. Those who perceive
the size of sanctions when someone is engaged in informal activities to be higher more
frequently reported high level of tax morale. Findings Table 2
Distribution of tax morale in Croatia, % of survey respondents
Tax morale
Low
Mid low
Mid high
High
Total
26.0
8.4
13.5
52.1
Gender
Male
28.7
9.0
12.9
49.4
Female
23.6
7.8
14.0
54.6
Age
15-24
31.3
11.4
17.6
39.7
25-39
29.6
9.3
15.7
45.4
40-54
26.9
9.6
13.0
50.5
55-64
23.0
5.6
12.0
59.4
65+
19.4
6.0
9.4
65.2
Employment status
Employed
26.6
9.4
13.7
50.3
Self-employed
32.6
15.5
14.1
37.8
Unemployed
31.6
8.0
14.3
46.1
Retired
20.4
5.2
11.0
63.4
Student and inactive
29.6
11.5
17.8
41.1
Financial situation
Struggling
29.6
6.4
14.9
49.1
Maintaining
22.6
8.9
12.6
55.9
Just comfortable/ No money problems
26.1
10.6
12.7
50.6
Household size
One person
22.8
4.6
15.9
56.7
Two persons
27.1
8.8
12.2
51.9
Three persons
26.7
9.7
16.6
47.0
Four or more people
26.8
9.4
11.1
52.7
Region
Zagreb and surroundings
22.5
5.2
13.9
58.4
North Croatia
24.4
9.3
12.3
54.0
Slavonia
27.5
9.7
14.8
48.0
Lika and Banovina
16.4
11.5
14.8
57.3
Gorski Kotar, Hrvatsko Primorje and Istria
36.3
8.7
21.8
33.2
Dalmatia
28.8
9.1
6.7
55.4
Participation in undeclared work
No
23.3
8.1
14.0
54.6
Yes
46.9
10.3
9.9
32.9
Purchasing goods and services on the informal
market
No
21.5
7.4
13.8
57.3
Yes
38.4
10.9
12.3
38.4
Expected sanctions
Normal tax or social security contributions
due, but no fine
27.6
8.4
12.7
51.3
Normal tax or social security contributions
due, plus a fine/ prison
20.8
8.4
14.6
56.2
Source: Authors’ work based on the representative survey of 2,000 individuals in Croatia Table 2
Distribution of tax morale in Croatia, % of survey respondents 43 Business Systems Research | Vol. 10 No. 2 |2019 To determine which types of Croatian citizens display a greater statistically
significant association to have a high level of tax morale, Table 3 illustrates the results
of an ordered logit regression analysis. As a robustness check of the results, an ordered
probit model and linear regression model were estimated to see if the results are robust
considering the change of the empirical methodology. The significance and the signs
of the coefficients are the same in all three models. Furthermore, ordered logit and
ordered probit models provide almost the same size of the marginal effect. Therefore,
it can be concluded that the results are robust. Findings The results show that the propensity to
have a high level of tax morale is greater among women, older age groups, and those
who are not struggling financially. Many researchers show that tax morale rises with
age. On the other hand, some of them illustrate that tax morale is stronger in the case
of women (Torgler, 2006; Lago-Peñas et al., 2010; Hug et al., 2011; Torgler, 2012;
Williams et al., 2016b), while Torgler (2005b) and Daude et al. (2010) show the opposite
for the countries of the Latin America. Many researchers also state that financial
situation increases tax morale (Torgler, 2005b; 2006; Lago-Peñas et al., 2010; Ristovska
et al., 2013), while Daude et al. (2010) get negative correlation between satisfaction
with financial situation and the high level of tax morale. Findings 10 No. 2 |2019 The findings also illustrate that there are statistically significant correlations between
the regions and the level of tax morale. More precisely, according to our research
those living in Slavonia or in Gorski Kotar, Hrvatsko Primorje and Istria have a lower level
of tax morale than others. As Williams et al. (2016b) show for the European Union, the
results indicate that participants in the undeclared work and purchasers of goods and
services on the informal market have a significantly lower level of tax morale than
others. Indeed, participation in undeclared work decreases the probability of
reporting the highest tax morale by 13.2 percentage points, while purchasing goods
and services on the informal market decreases it by 14.2 percentage points (please
see Table 3 and Figure 1). The additional finding is that the expected size of sanctions
when someone is engaged in informal activities have also an impact on the tax
morale. Furthermore, marginal effects show that those perceiving the expected
sanctions for participation in informal activities as "normal tax or social security
contributions due, plus a fine or prison" have by 6.3 percentage point higher
probability of reporting the highest tax morale than others. Figure 1
Marginal effects on probability of high level of tax morale, %
Source: Authors’ work based on the representative survey of 2,000 individuals in Croatia
Notes: For categorical variable: Financial situation the marginal effect reflects the difference
between the financial situation “Maintaining” and “Struggling”. 7.7
6.3
3.7
0.4
-13.2
-14.2
-20
-15
-10
-5
0
5
10
Financial situation: Maintaining
Expected sanction: Normal tax or social security
contributions due, plus a fine/ Prison
Female
Age
Participation in undeclared work
Purchasing goods and services on the informal market Figure 1
Marginal effects on probability of high level of tax morale, % g
Marginal effects on probability of high level of tax morale, % Source: Authors’ work based on the representative survey of 2,000 individuals in Croatia
Notes: For categorical variable: Financial situation the marginal effect reflects the difference
between the financial situation “Maintaining” and “Struggling”. Findings Table 3
Ordered logit regression analysis of the tax morale determinants in Croatia
Coefficient (Standard error)
Marginal
effect
Female
0.161 (0.095)*
0.037
Age
0.017 (0.004)***
0.004
Employment status (RC: Unemployed)
Employed
0.097 (0.144)
0.022
Self-employed
-0.259 (0.245)
-0.059
Retired
0.160 (0.184)
0.037
Student and inactive
-0.081 (0.185)
-0.019
Financial situation (RC: Struggling)
Maintaining
0.336 (0.111)***
0.077
Just comfortable/ No money problems
0.206 (0.128)*
0.047
Household size (RC: One person)
Two persons
-0.138 (0.136)
-0.031
Three persons
0.056 (0.147)
0.013
Four or more people
0.218 (0.145)
0.049
Region (RC: Zagreb and surroundings)
North Croatia
-0.189 (0.148)
-0.043
Slavonia
-0.329 (0.143)**
-0.076
Lika and Banovina
0.003 (0.176)
0.001
Gorski Kotar, Hrvatsko Primorje and Istria
-0.856 (0.150)***
-0.196
Dalmatia
-0.185 (0.144)
-0.042
Participation in undeclared work
-0.578 (0.174)***
-0.132
Purchasing goods and services on the informal
market
-0.622 (0.110)***
-0.142
Expected sanctions (RC: Normal tax or social
security contributions due, but no fine)
Normal tax or social security contributions due,
plus a fine / prison
0.278 (0.105)***
0.063
Number of observations
2,000
Number of imputations
25
Prob > F
0.000
Source: Authors’ work based on the representative survey of 2,000 individuals in Croatia
Notes: (1) We report the marginal effects for the highest score of the tax morale index (4)
(2) Significance: *p<0.05, **p<0.01, ***p<0.001 Table 3
Ordered logit regression analysis of the tax morale determinants in Croatia
Coefficient (Standard error)
Marginal
effect
Female
0.161 (0.095)*
0.037
Age
0.017 (0.004)***
0.004
Employment status (RC: Unemployed)
Employed
0.097 (0.144)
0.022
Self-employed
-0.259 (0.245)
-0.059
Retired
0.160 (0.184)
0.037
Student and inactive
-0.081 (0.185)
-0.019
Financial situation (RC: Struggling)
Maintaining
0.336 (0.111)***
0.077
Just comfortable/ No money problems
0.206 (0.128)*
0.047
Household size (RC: One person)
Two persons
-0.138 (0.136)
-0.031
Three persons
0.056 (0.147)
0.013
Four or more people
0.218 (0.145)
0.049
Region (RC: Zagreb and surroundings)
North Croatia
-0.189 (0.148)
-0.043
Slavonia
-0.329 (0.143)**
-0.076
Lika and Banovina
0.003 (0.176)
0.001
Gorski Kotar, Hrvatsko Primorje and Istria
-0.856 (0.150)***
-0.196
Dalmatia
-0.185 (0.144)
-0.042
Participation in undeclared work
-0.578 (0.174)***
-0.132
Purchasing goods and services on the informal
market
-0.622 (0.110)***
-0.142
Expected sanctions (RC: Normal tax or social
security contributions due, but no fine)
Normal tax or social security contributions due,
plus a fine / prison
0.278 (0.105)***
0.063
Number of observations
2,000
Number of imputations
25
Prob > F
0.000
Source: Authors’ work based on the representative survey of 2,000 individuals in Croatia
Notes: (1) We report the marginal effects for the highest score of the tax morale index (4)
(2) Significance: *p<0.05, **p<0.01, ***p<0.001 44 Business Systems Research | Vol. Discussion and conclusion Torgler et al. (2009) define tax morale "as the intrinsic motivation to pay taxes. It
measures an individual’s willingness to pay taxes, in other words, the moral obligation
to pay taxes or the belief that paying taxes contributes to society". Using ordered logit
model, this research analyses the determinants of the tax morale in Croatia. The results
of the research are in line with those obtained by various previously realised surveys in
other countries - that tax morale is greater among women and older age groups
(Torgler, 2005b; Torgler, 2006; Lago-Peñas et al., 2010). Being in a better financial
situation and perceiving the high level of sanction for participation in informal activities
also increases the probability of reporting the highest level of tax morale. Tax morale
itself has many aspects, which are under the influence of a variety of factors. The
measures for enhancement of the tax moral are in the field of the tax legislation and
tax policy, but also out of it. The tax system should be simple, stable, and predictable,
have low tax rates and a broader tax base, almost without exemptions and
reductions; while tax laws should be clear and fully respecting its citizens’ rights. 45 Business Systems Research | Vol. 10 No. 2 |2019 Unnecessary complicated labour law and constant changes in the tax structure and
regulations are often used as a justification by those who considered playing against
the rules of the game or are operating in the unofficial economy as morally
acceptable. Such behaviour is also stimulated by the fact that the law-makers and
responsible authorities (sometimes) fail to provide or implement penalties for
undesirable forms of the tax conduct. However, the most important factor for
achieving an improved tax morale is a strong and sustained economic growth;
because in a prosperous and developed economy, most citizens are ready to bear
their tax obligation if they feel that tax system is just and/or that the tax burden is
distributed fairly among the population. A well-designed and administered tax system
enables adequate incentives for investment and growth, and helps - together with
targeted social spending policies - to improve income distribution and the fairness of
the tax system. Discussion and conclusion A lower tax morality and a feeling of unfairness of the state regarding
the use of collected taxes leads to greater willingness of individuals and business units
to participate in the hidden economy and increase the tax evasion. The way to raise
tax morale is by rational behaviour in the spending of the state budget. Taxpayers who
notice that taxes are wisely and efficiently spent on quality public services have
greater incentives to comply with tax laws. However, if the state spends public
revenues in a reckless mode, does not respect the rule of law, provides inadequate
public services, citizens will likely be evading the payment of taxes. Stubborn taxpayers
that still attempt to evade payment of taxes would have to be convinced that
compliance with tax laws and the payment of taxes brings a greater benefit to society
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Bulgaria: an institutional asymmetry perspective”, The South East European Journal of
Economics and Business, Vol. 9, No. 2, pp. 33-45. 47 About the authors Predrag Bejaković, PhD is employed at the Institute of Public Finance, Zagreb. He has
taken part in a number of projects and has published in scientific and professional
journals. He is the author and co-author of a number of books from the areas of the
economy, education (particularly VET and adult education), public finance,
underground economy and labour economics. His main fields of interests are labour
economics, education, social policy, poverty reduction and economic development. Recently he was a team leader for Croatia for the Project Grey related to the
underground economy. The author can be contacted at predrag.bejakovic@ijf.hr. Slavko Bezeredi, univ.spec.oec. is a Researcher at the Institute of Public Finance,
Croatia, employed since 2011. Currently, he is a PhD student at Faculty of Economics
and Business, University of Zagreb. He has been involved as a member of the Croatian
national team in the project EUROMOD (a Europe-wide tax-benefit microsimulation
model) since 2013. Recently he was employed as a Marie Curie Research Fellow at
the University of Sheffield for a year. His research interests include microsimulations of
taxes and social benefits, make work pay policies, labour market and informal
economy. The author can be contacted at slavko.bezeredi@ijf.hr. 48
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The role of CD180 in hematological malignancies and inflammatory disorders
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Molecular medicine
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© The Author(s) 2023. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http://creativecommons.org/licenses/by/4.0/. Abstract Toll-like receptors play a significant role in the innate immune system and are also involved in the pathophysiology
of many different diseases. Over the past 35 years, there have been a growing number of publications exploring
the role of the orphan toll-like receptor, CD180. We therefore set out to provide a narrative review of the current
evidence surrounding CD180 in both health and disease. We first explore the evidence surrounding the role of CD180
in physiology including its expression, function and signaling in antigen presenting cells (APCs) (dendritic cells,
monocytes, and B cells). We particularly focus on the role of CD180 as a modulator of other TLRs including TLR2, TLR4,
and TLR9. We then discuss the role of CD180 in inflammatory and autoimmune diseases, as well as in hematological
malignancies of B cell origin, including chronic lymphocytic leukemia (CLL). Based on this evidence we produce a cur-
rent model for CD180 in disease and explore the potential role for CD180 as both a prognostic biomarker and thera-
peutic target. Throughout, we highlight specific areas of research which should be addressed to further the under-
standing of CD180 biology and the translational potential of research into CD180 in various diseases. K
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i l Keywords CD180, Toll-like receptors, Chronic lymphocytic leukemia, Innate immunity, Inflammation, Systemic lupus
erythematosus, Hematological malignancies notably, toll-like receptors (TLRs) are gaining traction as
important immunological players which regulate various
physiological functions and play a role in many different
diseases, including cancer and inflammatory disorders. Over the past 35 years, there have been a growing num-
ber of publications on the expression and function of the
orphan TLR, CD180, with significant literature exploring
the role of the receptor in disease. Molecular Medicine Molecular Medicine Edwards et al. Molecular Medicine (2023) 29:97
https://doi.org/10.1186/s10020-023-00682-x Open Access Kurtis Edwards1, Peter M. Lydyard1,2,3* , Nino Kulikova4, Tamar Tsertsvadze5, Emanuela V. Volpi1*,
Nicholas Chiorazzi6 and Nino Porakishvili1 Kurtis Edwards1, Peter M. Lydyard1,2,3* , Nino Kulikova4, Tamar Tsertsvadze5, Emanuela V. Volpi1*,
Nicholas Chiorazzi6 and Nino Porakishvili1 Kurtis Edwards1, Peter M. Lydyard1,2,3* , Nino Kulikova4, Tamar Tsertsvadze5, Emanuela V. Volpi1*,
Nicholas Chiorazzi6 and Nino Porakishvili1 Introduction Research into the innate immune system has undergone
a renaissance in recent times with a growing appre-
ciation of the importance of this immunological system
outside of its classical ‘innate’ functions. This has been
hallmarked by an ever-increasing interest towards innate
immune receptor expression and function. Perhaps most CD180 was initially discovered on human B cells
through reactivity with a mouse monoclonal anti-
body (clone G28.8) prepared for one of the annual
International Human Leukocyte Antigen workshops
in the 1980s (Valentine et al. 1988). The same group
also showed that the binding of the G28.8 antibody to
its target induced activation of human B cells (Valen-
tine et al. 1988). The target antigen, identified later on
murine B cells, was characterized as a radioprotective
molecule of approximately 105 kDa (RP105) (Miyake © The Author(s) 2023. Open Access
permits use, sharing, adaptation, dist
original author(s) and the source, pro
other third party material in this artic
to the material. If material is not inclu
regulation or exceeds the permitted
licence, visit http://creativecommon
*Correspondence:
Peter M. Lydyard
p.lydyard@ucl.ac.uk
Emanuela V. Volpi
e.volpi@westminster.ac.uk
1 School of Life Sciences, University of Westminster, London, UK
2 The University of Georgia, Tbilisi, Georgia
3 Division of Infection of Immunity, University College London, Gower
Street, London WC1E 6BT, UK
4 Agricultural University of Georgia, Tbilisi, Georgia
5 Javakhishvili Tbilisi State University, Tbilisi, Georgia
6 The Feinstein Institute, New York, NY, USA The molecular structure of CD180 In humans and mice, some TLRs including CD180 are
found on the cell surface, whereas others are intracel-
lular and located within endosomes (Medzhitov 2001). CD180 is a type 1 single-pass transmembrane protein
with a molecular mass of 105 kDa and is made up of
661 amino acids in humans (Fugier-Vivier et al. 1997)
and 641 in mice (Miyake et al. 1995); the amino acid
sequence shares a high degree of sequence and struc-
tural homology with other TLRs (Miyake et al. 1995). CD180’s extracellular LRR motif (Takeda et al. 2003)
forms a horseshoe-like topology (Miura et al. 1996;
Ohto et al. 2011) which is typical of TLRs (Fig. 1). CD180 exhibits strong similarity with TLR4 (Divanovic
et al. 2005) and it forms a 2:2 heterodimer with myeloid
differentiation 1 (MD-1) at its LRR motif (Ohto et al. 2011; Yoon et al. 2011). The association of CD180 with
MD-1 is essential for its surface membrane expression
in mice and humans (Nagai et al. 2002; Miyake et al. 1998; Miura et al. 1998). Similarly, TLR4 is also a het-
erodimer and requires myeloid differentiation 2 (MD-2)
for stable membrane expression (Visintin et al. 2006).f More recently, CD180 was shown to be present on
malignant hematological cells. Functional studies
using primary cells and immortalized cell lines have
indicated that CD180 plays a significant role in the
immunopathology of these cancers. Various publica-
tions on autoimmune and inflammatory disorders have
also implicated CD180 in the pathophysiology of these
diseases. In this review, we discuss the characteristics and
function(s) of CD180 in both normal physiology and
pathological conditions and compare features of CD180
to other TLRs. We discuss the role of CD180 in hema-
tological malignancies, autoimmune diseases, and
other inflammatory diseases. In addition, we highlight TLR4 and CD180 also differ in their intracellular
domains. All classical TLRs, including TLR4, con-
tain a toll-like/interleukin-1 receptor (TIR) domain
which enables signal propagation preferentially via
myeloid differentiation primary-response protein 88 Fig. 1 The structure of CD180 compared to TLR4. The extracellular domain of CD180/MD-1 contains leucine rich repeats (LRR) and dimerizes
at the C-terminus, thus forming a head-to-head topology (A), which contrasts TLR4/MD-2 that dimerizes at the N-terminus (B). CD180/MD-1
complex forms a 2:2 heterodimer, perhaps in the presence of a lipid molecule (L), which acts as a ligand and binds to the hydrophobic cavity
of MD-1. Further studies showed that CD180 is present on a
number of cell types, other than B lymphocytes, includ-
ing dendritic cells (DCs) and macrophages (Divanovic
et al. 2005) and has several distinct physiological roles. © The Author(s) 2023. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http://creativecommons.org/licenses/by/4.0/. Edwards et al. Molecular Medicine (2023) 29:97 Page 2 of 22 how this knowledge may translate into further research
and/or practice in the future. et al. 1995) and was eventually dubbed CD180 in the
new cluster of differentiation (CD) nomenclature. Ear-
lier studies using transfection to isolate the RP105/
CD180 antigen detected the presence of a leucine
rich repeat (LRR) motif, which was the first indication
that RP105 could be homologous with the TLR family
(Miyake et al. 1995). Later, sequencing data, coupled
with phylogenetic analysis, confirmed that CD180 had
a high homology with TLRs, especially TLR4, and it
was therefore included into the TLR family (Miura et al. 1996; Divanovic et al. 2005; Fugier-Vivier et al. 1997). Further studies showed that CD180 is present on a
number of cell types, other than B lymphocytes, includ-
ing dendritic cells (DCs) and macrophages (Divanovic
et al. 2005) and has several distinct physiological roles. et al. 1995) and was eventually dubbed CD180 in the
new cluster of differentiation (CD) nomenclature. Ear-
lier studies using transfection to isolate the RP105/
CD180 antigen detected the presence of a leucine
rich repeat (LRR) motif, which was the first indication
that RP105 could be homologous with the TLR family
(Miyake et al. 1995). Later, sequencing data, coupled
with phylogenetic analysis, confirmed that CD180 had
a high homology with TLRs, especially TLR4, and it
was therefore included into the TLR family (Miura et al. 1996; Divanovic et al. 2005; Fugier-Vivier et al. 1997). The molecular structure of CD180 This is analogous to TLR4/MD-2 which binds to lipopolysaccharide (LPS) via a lipid-binding cavity found within MD-2. Whilst CD180
has a small intracellular portion, the intracellular portion of TLR4/MD-2 contains a toll-like/interleukin-1 receptor (TIR) box domain which enables
the initiation of intracellular signaling via two alternative pathways: myeloid differentiation primary-response protein 88 (MyD88)-dependent
and MyD88-independent Fig. 1 The structure of CD180 compared to TLR4. The extracellular domain of CD180/MD-1 contains leucine rich repeats (LRR) and dimerizes
at the C-terminus, thus forming a head-to-head topology (A), which contrasts TLR4/MD-2 that dimerizes at the N-terminus (B). CD180/MD-1
complex forms a 2:2 heterodimer, perhaps in the presence of a lipid molecule (L), which acts as a ligand and binds to the hydrophobic cavity
of MD-1. This is analogous to TLR4/MD-2 which binds to lipopolysaccharide (LPS) via a lipid-binding cavity found within MD-2. Whilst CD180
has a small intracellular portion, the intracellular portion of TLR4/MD-2 contains a toll-like/interleukin-1 receptor (TIR) box domain which enables
the initiation of intracellular signaling via two alternative pathways: myeloid differentiation primary-response protein 88 (MyD88)-dependent
and MyD88-independent Page 3 of 22 Edwards et al. Molecular Medicine (2023) 29:97 Edwards et al. Molecular Medicine (MyD88)- or toll/interleukin-1 receptor domain-con-
taining adaptor-inducing interferon-β (TRIF)-depend-
ent pathways (Kawasaki and Kawai 2014; Miyake
2004). However, CD180 does not have a TIR domain
but instead possesses a very short intracytoplasmic
tail (Miyake et al. 1995) (Fig. 1). Thus, CD180 cannot
recruit the typical TLR-associated intracellular signal-
ing components (Yazawa et al. 2003). are released upon tissue damage, cell death and oxida-
tive stress. These molecules include the phospholipid
OxPAPC, high mobility group Box 1 (HMGB1), S100
proteins, heat shock proteins, and many more that are
also sensed by TLRs (Yu et al. 2010). It is therefore possi-
ble that CD180 has both natural microbe-associated and
endogenous ligands that are yet to be discovered. Whilst both the endogenous and exogenous ligands
for CD180 are yet to be established, it is possible that
CD180 detects its ligands through homodimerization
(Ohto et al. 2011; Yoon et al. 2011) (see section on CD180
structure). CD180 might also heterodimerize with other
TLRs, thereby allowing interactions with ligands through
well characterized mechanisms. For example, TLR1/2
and TLR2/6 form heterodimers to detect lipoproteins/
lipopeptides, and TLR1/10, TLR2/TLR10, and TLR4/
TLR6 can heterodimerize to detect endogenous DAMPs. CD180 is known to physically associate with TLR4 and
TLR2 (Divanovic et al. Potential ligands for CD180 CD180 is referred to as an ‘orphan’ TLR since its natu-
ral ligands have not yet been identified. The other TLRs
have a wide variety of ligands ranging from flagellin to
DNA and RNA of microbes (Kawasaki and Kawai 2014). These microbial-associated ligands are categorized as
microbe-associated molecular patterns (MAMPs)—
formerly called pathogen-associated molecular pat-
terns (PAMPs)—and their recognition is a pivotal part
of innate immune responses. The TLR4/MD-2 complex
detects lipopolysaccharide (LPS) from Gram-negative
bacteria through the lipid A binding pocket found within
MD-2 (Fig. 1); however, early research indicated that LPS
did not bind to MD-1 (Tsuneyoshi et al. 2005). Though,
this was subsequently challenged by crystallographic
studies which demonstrated direct LPS interactions with
MD-1 via a lipid-like moiety (Ohto et al. 2011; Yoon et al. 2010) (Fig. 1), suggesting the CD180/MD-1 complex also
can directly bind and respond to LPS (see Function of
CD180). However, LPS is unlikely to be a CD180 ligand,
but rather is sensed in tandem with TLR4, since TLR4/
MD-2 CD180/MD1-negative human embryonic kidney
cells (HEK) 293 cells are unresponsive to LPS (Liu et al. 2013). The molecular structure of CD180 2005; Nagai et al. 2005) and,
therefore, these TLRs are candidates which could form
heterodimers with CD180 for ligand detection. Moreo-
ver, a model by which CD180 heterodimerizes with other
TLRs could explain how CD180 initiates signaling events,
despite its short intracytoplasmic tail. The search for
CD180 ligands is ongoing and will be crucial for develop-
ing our understanding of CD180 in health and disease. CD180‑mediated B cell signaling and activation Signaling through most TLRs results in activation
through TIRAP (toll/interleukin 1-receptor adaptor pro-
tein) and MyD88 leading to induction of pro-inflamma-
tory cytokines. TLR4 also has another signaling pathway
mediated by the adaptor proteins TRIF and TRAM (TRIF
related adaptor molecule), leading to production of type
1 interferons. Although CD180 lacks a TIR domain,
it possesses a short intracellular portion of around 11
amino acids. It is possible that CD180 interacts with the
B cell receptor (BCR) through this tail. PIM-1L-kinase is also phosphorylated upon ligation of
CD180 on human B cells and increases the phosphoryla-
tion of the anti-apoptotic protein BAD. PIM-L1 kinase
also co-localizes, and is physically associated with CD180
(Egli et al. 2015), implying that it is an early adaptor mol-
ecule in CD180 signal transduction (Fig. 3). The exact CD180 signaling pathway(s) is/are still
unclear in normal B cells (Fig. 3). Signaling events in
knockout mice (KO) and human B cells showed that
CD180 ligation leads to the phosphorylation of vari-
ous intracellular protein kinases including Syk, Lyn,
p38MAPK, ERK and AKT (Porakishvili et al. 2011; Chan
et al. 1998). Whilst these intracellular signaling patterns
are reminiscent of BCR signaling, CD180 activation
fails to effectively mobilize intracellular calcium as IgM
engagement does (Porakishvili et al. 2011; Chan et al. 1998). Following ligation of CD180 (with murine monoclo-
nal antibody to CD180—mAb) in healthy B cells, both
the AKT and mitogen activated protein (MAP) kinase
pathways become activated, ultimately converging into
the upregulation of the Nuclear factor kappa-light-chain-
enhancer of activated B cells (NF-kB) pathway (Yazawa
et al. 2003; You et al. 2017) (Fig. 3). In turn, healthy B
cells upregulate expression of the activation and prolif-
eration markers CD86 and Ki-67 (Porakishvili et al. 2005,
2011) and increase their production of immunoglobu-
lins (Chaplin et al. 2011). More detailed signaling stud-
ies, especially with identified ligands, will be important to
link the early signaling events to downstream players and
eventually to transcription factors other than NF-kB. CD19 is important in CD180 signaling, based on evi-
dence in CD19 mouse KO experiments and on the fact
that ligation of CD180 leads to CD19 phosphorylation;
CD19 deficiency therefore leads to hyporesponsiveness
to CD180 ligation (Yazawa et al. 2003). It is also notewor-
thy that we have observed strong correlations between
the density of CD180 and CD19 in normal B cells (Fig. 2). CD180 in different cell populations: expression,
signaling and function CD180 is readily expressed by cells of the haematopoi-
etic system, in particular antigen presenting cells: DCs,
macrophages and B cells (Zarember and Godowski
2002). Thus, the human spleen and lymph nodes are the
anatomical sites with the greatest expression of CD180
(along with other TLRs) (Zarember and Godowski 2002;
Roshak et al. 1999). However, since CD180, unlike sev-
eral of the TLRs, is not expressed by epithelial cells lining
the digestive (Testro and Visvanathan 2009) and urinary
tracts (Samuelsson et al. 2004), and the uterus (Schaefer
et al. 2004), it is assumed that CD180 does not provide
the classical ‘sentinel’ function of TLRs at entry points
into the body. Crystallographic studies have been utilized to investi-
gate how MD-1 may bind to lipid molecules, such as lipid
IVa in chickens (Yoon et al. 2010) and phosphatidylcho-
line in mice (Harada et al. 2010). Using mass spectrom-
etry, Ohto, Miyake and Shimizu later also determined
electron densities which were consistent with the pres-
ence of lipid molecules bound to the MD-1 portion of
the murine CD180/MD-1 complex (Ohto et al. 2011). In
accordance with the conservation in structure between
CD180 and TLR4, the evidence to date suggests that the
ligand for CD180 is likely to bind to the MD-1 portion
of the complex, as is the case with TLR4/MD-2 and LPS
(Fig. 1). Schultz et al. also showed that synthetic lipopep-
tide molecules, that mimicked the lipoproteins expressed
by Mycobacterium tuberculosis and Mycobacterium bovis,
resulted in CD180-dependent activation of macrophages
(Schultz et al. 2018). Therefore, Mycobacterium-derived
MAMPs may be natural CD180 ligands. CD180 is expressed at the highest levels on both
human (Valentine et al. 1988) and murine mature B
cells (Miyake et al. 1995), although certain heterogeneity
exists in the expression of CD180 amongst some defined
B cell subsets. Murine follicular (FO) B cells exhibit a
reduced expression of CD180 compared to marginal zone
(MZ) B cells (Nagai et al. 2005). Furthermore, based on
immunohistochemistry studies of normal human tonsils,
our group demonstrated that CD180 is highly expressed
within the marginal zone, but not in the germinal cen-
tres (Edwards et al. 2021), a pattern which is mirrored In addition to MAMPs, many endogenous danger mol-
ecules (damage-associated molecular patterns, DAMPs) Edwards et al. Molecular Medicine (2023) 29:97 Page 4 of 22 Fig. 2 The relationship between CD180 and CD19 in normal B cells. CD180 in different cell populations: expression,
signaling and function Using Pearson’s correlation, the density of CD180 correlated strongly
with CD19 on normal B cells. PBMC samples from healthy donors
were stained with anti-CD180 (PE) and anti-CD19 (FITC) monoclonal
antibodies (mAb). Antigen densities were measured by flow
cytometry and expressed as a ratio to the fluorescence of the isotype
control—relative fluorescent intensity (RFI) in murine lymph node tissues (Miura et al. 1998). The
expression of CD180 was also found to be around two-
fold higher by memory B cells compared to naïve B cells
(Good et al. 2009). In humans, there appears to be no difference in the
expression of CD180 in the CD5+ B cell subset compared
with the CD5− subset in the peripheral blood (Porakish-
vili et al. 2005). Furthermore, fully differentiated human
B cells (plasma cells) do not normally express CD180
(Kikuchi et al. 2018). Early data indicated that some molecules found on the
surface of B cells might regulate expression of CD180. Activation of human B cells with anti-IgM stimulating
antibodies decreases the expression of CD180 (Porakish-
vili et al. 2005), suggesting that activated B cells express
less CD180 than resting B cells. Studies of murine B cells
also showed that ligation of TLR7 or TLR9 can downreg-
ulate the expression of CD180 (You et al. 2017). Further,
the expression of CD180 on B cells can differ, and tends
to be downregulated, in malignant, autoimmune, and
inflammatory pathologies. Fig. 2 The relationship between CD180 and CD19 in normal B cells. Using Pearson’s correlation, the density of CD180 correlated strongly
with CD19 on normal B cells. PBMC samples from healthy donors
were stained with anti-CD180 (PE) and anti-CD19 (FITC) monoclonal
antibodies (mAb). Antigen densities were measured by flow
cytometry and expressed as a ratio to the fluorescence of the isotype
control—relative fluorescent intensity (RFI) Fig. 2 The relationship between CD180 and CD19 in normal B cells. Using Pearson’s correlation, the density of CD180 correlated strongly
with CD19 on normal B cells. PBMC samples from healthy donors
were stained with anti-CD180 (PE) and anti-CD19 (FITC) monoclonal
antibodies (mAb). Antigen densities were measured by flow
cytometry and expressed as a ratio to the fluorescence of the isotype
control—relative fluorescent intensity (RFI) which facilitates the recruitment of Lyn and Vav upon
CD180 activation (Yazawa et al. 2003). Lyn and Vav phosphorylation are important early
signaling events in CD19 activation (Sato et al. CD180 in different cell populations: expression,
signaling and function 1997);
thus, CD180 may activate a similar signaling program. Dependency of murine B cells on Lyn signaling has been
evidenced in KO mice studies. Lyn−/− mice showed an
attenuated activation of MAPK isoforms compared to
wild-type mice, indicating a significant role of Lyn in
early CD180-mediated signal transduction (Chan et al. 1998). CD180‑mediated B cell signaling and activation Importantly, CD19 may serve as an adaptor molecule Edwards et al. Molecular Medicine (2023) 29:97 Page 5 of 22 Fig. 3 CD180 signaling in human B cells. Upon CD180 engagement with anti-CD180, CD19 becomes phosphorylated and associates with CD180
in the membrane. Downstream signaling members Vav appear to be crucial for transducing CD180 signals. CD180 concomitantly activates mitogen
activated protein kinases and Akt signaling in healthy B cells, both of which appear to contribute to the upregulation of costimulatory molecules
and cell survival. CD180 also associates with the PIM-1L kinase at the cell surface, which, upon activation of CD180 with anti-CD180, results
in increasing levels of BAD. B cells can also receive signals from CD40 and interleukin 4 (IL-4) receptors to promote proliferation and survival whilst
CD40 activation may promote upregulation of PIM-1L Fig. 3 CD180 signaling in human B cells. Upon CD180 engagement with anti-CD180, CD19 becomes phosphorylated and associates with CD180
in the membrane. Downstream signaling members Vav appear to be crucial for transducing CD180 signals. CD180 concomitantly activates mitogen
activated protein kinases and Akt signaling in healthy B cells, both of which appear to contribute to the upregulation of costimulatory molecules
and cell survival. CD180 also associates with the PIM-1L kinase at the cell surface, which, upon activation of CD180 with anti-CD180, results
in increasing levels of BAD. B cells can also receive signals from CD40 and interleukin 4 (IL-4) receptors to promote proliferation and survival whilst
CD40 activation may promote upregulation of PIM-1L Murine B cells the targeting of CD40, which resulted in the prolifera-
tion of antigen non-specific B cells (Chaplin et al. 2013). Data from these experiments, therefore indicated a syn-
ergy between CD180 and the BCR for effective antigen
responses. Some of the earliest functional studies on CD180 dem-
onstrated that this receptor is related to B cell activation. Ligation of CD180 on murine B cells (Roshak et al. 1999)
led to cell activation, proliferation, and protection from
radiation and dexamethasone-induced apoptosis (Miyake
et al. 1995; Miura et al. 1998). In 2005, Nagai et al. first
demonstrated additional CD180 functions. Iinjection of
mice with anti-CD180 upregulated transcription factors
associated with plasma cell differentiation and increased
the number of transitional and mature B cells but did
not affect memory B cells (Nagai et al. 2005). It also
increased production of IgG1 and IgG3, but not IgG2b
or IgA (Chaplin et al. 2011). Further, coupling an antigen
(Ag) to CD180 antibodies increased IgG production by B
cells, even in CD40−/− and T cell-deficient mice (Chaplin
et al. 2013). Antigen targeting to CD180 also increased
the number of antigen-specific B cells, compared to The physiological function of CD180 is still unclear,
and it is likely that resolution will ultimately require iden-
tification of its in vivo ligand(s). As described above, in
mice, LPS seems to bind to the CD180/MD-1 complex,
but the role of LPS in generating CD180-dependent cell
signaling is still debatable. There are, however, data sug-
gesting that CD180 on B cells regulates the function/
expression of some of the classical TLRs. CD180 regulates TLR2 and TLR4 function Unlike TLR4 and other TLRs, CD180 ligation alone does
not lead to cytokine production (Chaplin et al. 2011);
instead, CD180 regulates cytokine production through Edwards et al. Molecular Medicine (2023) 29:97 Page 6 of 22 Edwards et al. Molecular Medicine modulation of TLR function in murine B cells. In 2000,
Ogata et al. first showed that CD180-deficient B cells
exhibit hyporesponsiveness to LPS (Ogata et al. 2000). It
was later shown that wild type murine B cells responded
to LPS or lipid A with anti-CD180 mAb by upregula-
tion of CD86, whereas B cells from MD-1−/− mice had
an attenuated response (Nagai et al. 2005). Interest-
ingly, CD180−/− mice also had reduced Ig production
in response to LPS compared to wild type (WT) mice. Later, Yazawa et al. also showed that, by using antibod-
ies to block MD-1, LPS-mediated phosphorylation of
CD19 was completely inhibited. This further indicated
the importance of CD180/MD-1 in the regulation of LPS
detection by murine B cells (Yazawa et al. 2003). proliferation and modulation of TLR responses. B cells
from CD180−/− mice also show an attenuated upregu-
lation of CD69 and CD86 in response to synthetic lipo-
peptides compared to wild type (WT) controls, which
further implicates CD180 in the modulation of TLR2
function (Blumenthal et al. 2009). Unlike TLR-mediated
cytokine production in murine B cells, ligation of CD180
alone fails to induce cytokine production, yet, together
with TLR2 and TLR4 ligands, CD180 engagement
increases production of IL-6, IL-10 and tumor necrosis
factor alpha (TNFα) (Chaplin et al. 2011). CD180 in murine B cells, therefore, appears to be
involved in enhancement/modulation of specific cytokine
function through TLR2 and TLR4, as well as inducing
proliferation, activation, and antibody production. The exact role which CD180 plays in the regulation of
TLR-mediated LPS signaling in mice has, however, been
challenged. Allen et al. showed that, whilst B cells from
CD180−/− mice have a reduced proliferative response to
LPS, the mice remain responsive to other proliferative
stimuli (Allen et al. 2012). Moreover, MZ and FO B cells
from CD180−/− mice show comparable upregulation of
CD69 and MHC II as well as no differences in the pro-
duction of IL-10 or IL-6 in response to LPS challenge. Consistently, the same study also found that basal B cell
proliferation was increased, especially within the MZ B
cell subset. Human B cells Antibody-mediated stimulation of CD180 on human
peripheral blood B cells activates a programme of intra-
cellular signaling and leads to an increase in the expres-
sion of activation markers and proliferation (Porakishvili
et al. 2005, 2011). Direct stimulation through CD180
also leads to increased cell survival, perhaps in part via
anti-apoptotic proteins such as BAD (Egli et al. 2015)
or activation of NF-kB in an AKT-dependent manner
(Yamazaki et al. 2010; Porakishvili et al. 2015). Therefore,
the function of CD180 on human B cells is directed pri-
marily towards cell activation, survival, proliferation, and
antibody production. B cell activating factor (BAFF) is a key survival fac-
tor for B cells and is also important in TLR signaling. CD180−/− mice show an elevated expression of BAFF
by qPCR, and neutralisation of BAFF reversed both the
LPS hyporesponsive phenotype and elevated basal pro-
liferation (Allen et al. 2012), implying a role of BAFF in
CD180-mediated LPS responses. Whilst the data from
KO mice studies indicate a role of CD180 in LPS respon-
siveness, the findings by Allen et al. (2012) cannot be
ignored. They suggest that absence of CD180 might not
be the only reason for attenuation of murine B cell LPS
responsiveness but rather that disrupted expression/
function of other factors related to CD180 activation may
be at the root of defective LPS detection within this gen-
otype. Exploration of other signaling players which func-
tion downstream of CD180 will enable more accurate
evaluation of how CD180 disruption contributes to LPS
hyporesponsiveness in murine B cells. CD180 regulates the function of TLR9 in human B cells
Yamazaki et al. (2010) showed that TLR9 expression
within the endosomes increased following treatment of
both naïve and memory B cells with anti-CD180 antibod-
ies. The same authors also demonstrated that treatment
with anti-CD180 and the TLR9 ligand CpG drastically
increased the proportion of viable B naïve cells in culture,
compared to naïve B cells treated with CpG alone. More-
over, the effect of the engagement of CD180 plus TLR9
was synergistic, increasing the phosphorylation of AKT. However, stimulation of B cells with anti-CD180 alone
failed to significantly induce AKT phosphorylation. These results are discordant with our own studies in nor-
mal human B cells, since our group (Porakishvili et al. 2015) and another (Gordiienko et al. 2017a) have found
that CD180 activation induced significant phosphoryla-
tion of AKT (and p38MAPK). CD180 regulates TLR2 and TLR4 function Together, these findings suggest that defec-
tive responses to LPS by murine B cells may not be com-
pletely explained by the CD180−/− genotype, as suggested
by Allen et al. Human B cells Like TLR4, CD180 appears to exert regulatory influ-
ence on TLR2 in murine B cells. CD180−/− mice have
poor proliferative responses, diminished plasma cell dif-
ferentiation, and defective polyclonal Ig production in
response to TLR2 (but not TLR9) ligands (Nagai et al. 2005), suggesting a dichotomous role of CD180 in B cell CD180 and TLR9 regulate antibody production CD180 and TLR9 regulate antibody production y
CpG activation of TLR9 serves as a stimulus to promote
polyclonal Ig production following infection (Bernasconi
et al. 2199). Yamazaki et al. found that CpG treatment Edwards et al. Molecular Medicine (2023) 29:97 Page 7 of 22 Edwards et al. Molecular Medicine regulation of murine B cell differentiation and Ig pro-
duction (Arnold et al. 2016). The addition of ATRA to B
cells stimulated with anti-CD180 and CpG was found to
significantly increase the formation of autophagosomes
in both naïve and memory B cells. Moreover, B cells
treated with ATRA, CpG, and anti-CD180 mAb induced
autophagosome and lysosome colocalization, as well
as the number of autophagosomes, indicating a role for
these three stimuli in the remodelling and self-digestion
of B cells. The production of IgG was also dependent on
the transcription of the Unc-51 Like Autophagy Acti-
vating Kinase 1 (ULK1), which is increased significantly
by stimulating cells with ATRA, CpG, and anti-CD180
together (Eriksen et al. 2015). Therefore, in combination,
CD180 and TLR9 function to regulate ATRA-mediated
autophagy of B cells, which may be important for effec-
tive Ig responses. increased the production of IgA, IgD, and IgM (Yamazaki
et al. 2010). The same authors also showed that anti-CD180
antibodies did not enhance Ig production in the presence
of anti-CD40, CpG, or SAC (Staphylococcus aureus Cowan
strain 1) or IL-21 treatment. These findings suggest that
production of immunoglobulins by human and murine B
cells diverges in its response to the CD180 ligation. g
g
Interestingly, the vitamin A metabolite, all trans reti-
noic acid (ATRA), a nutrient significantly correlated
with immunological health as well as B cell function
(Blomhoff et al. 1992; Ertesvag et al. 2007), may help to
regulate the Ig production via CD180 and TLR9. Erik-
sen et al. reported that ATRA treatment of both naïve
and memory B cells increased the proliferative effects
of anti-CD180 treatment alone and together with the
TLR9 ligand CpG (Eriksen et al. 2012). Further, ATRA
treatment attenuated the CD180-dependent production
of IgG. However, it also drastically enhanced IgG pro-
duction in memory B cells synergistically activated with
anti-CD180 and CpG. Consistently, B cells stimulated
with both, anti-CD180 and CpG, significantly increased
production of IL-10 following ATRA treatment, whereas
ATRA almost completely abrogated the production of
IL-10 in B cells treated with anti-CD180 alone. Together,
these findings suggest that TLR9, CD180, and ATRA
work in concert for optimum antibody production. CD180 and TLR9 regulate antibody production Moreover, the fact that CD180 activation alone leads to
a dampening of memory B cell activation could indicate
that CD180 serves as a negative regulator to suppress
excessive immune responses. This concept aligns with
the studies of CD180 in autoimmune disease where loss
of CD180 tends to be associated with a more severe dis-
ease phenotype (see section on CD180 in disease). Together, the data accrued so far implicate a signifi-
cant role for CD180 in the biology of B cells. CD180 has
stand-alone functions, whereby it can promote activa-
tion and proliferation of B cells as well as production of
immunoglobulins. Further, CD180 works in concert with
classical members of the TLR family, apparently exerting
regulatory function over immune activation in response
to microenvironmental stimuli. Differences in CD180
function also exist between mice and man, particularly
with respect to TLR function, given that murine B cells
and human B cells differ in their TLR expression profiles. Furthermore, CD180 may play a role in modulating the
function of other TLRs expressed on B cells and indeed
other classes of receptors. Myeloid cells B cell proliferation and Ig production by the proposed
“CD180/TLR9 axis” appears to be regulated, at least par-
tially, by reactive oxygen species (ROS). By-products of
mitochondrial respiration act as second messengers in
intracellular signaling systems, including BCR signaling
(Tsubata 2020). It was shown recently that CD180/TLR9-
mediated production of Ig was accompanied by the acti-
vation of NADPH oxidase (NOX) (Gilljam et al. 2020). N-acetyl cystine (NAC), a ROS scavenger, also selectively
reduced the production of IgG, rather than IgM, initiated
by CD180/TLR9 activation (Gilljam et al. 2020). There-
fore, the respiratory function, mitochondrial health, and
production of ROS in B cells may also regulate isotype-
specific Ig production and proliferation via combined
CD180 and TL9 signaling. CD180 is highly expressed on both murine and human
monocytes and macrophages (Zarember and Godowski
2002; Roshak et al. 1999), but not granulocytes (Tserts-
vadze et al. 2015). Myeloid DCs express CD180 and
TLR4 (Divanovic et al. 2005), whereas plasmacytoid DCs
only appear to express CD180 intracellularly (Schuster
et al. 2010) and do not produce TLR4 (Krug et al. 2001). The CD180/MD-1 complex has also been shown to be
physically associated with both TLR4/MD-2 and with
TLR2 in immunofluorescence and immunoprecipitation
studies with murine macrophages and TLR expression
models using human embryonic kidney (HEK) 293 cells
(Divanovic et al. 2005; Blumenthal et al. 2009). The expression of CD180 in B lymphocyte
malignanciesh The expression of CD180 on B cells has led to the study
of the molecule in B lymphocyte malignancies where
CD180 expression and function appears to diverge from
its normal B cell counterparts. CD180 expression and
function have also been studied in other non-malignant
pathologies, such as autoimmune and inflammatory
pathologies, and these will be addressed in the next sec-
tion. There is now a growing body of evidence implicat-
ing CD180 in disease, and this research has begun to
highlight how CD180 could be exploited as a diagnostic,
a prognostic, or even a therapeutic target. The apparently conflicting data on the CD180-medi-
ated regulation of TLR2 or TLR4 may be explained by
concentrations/availability of the respective ligands. Liu et al. found that cytokine responses in murine mac-
rophages, pre-treated with blocking anti-MD-1 antibod-
ies and then concomitantly treated with the TLR2 ligand
Pam3CSK4, and TLR4 ligand LPS, were similar to con-
trols (Liu et al. 2010). However, when the dosage of
Pam3CSK4 was increased, production of pro-inflamma-
tory cytokines was significantly enhanced. This is consist-
ent with previous findings where TLR2 activation was
found to overcome CD180-dependent negative regula-
tion of TLR4-mediated LPS detection (Divanovic et al. 2005). Regulation of antigen presentationh The role of CD180 in myeloid cells has also been explored
within the context of antigen processing. In 2013, Chap-
lin, Chappell and Clark showed that mice with CD180-
sufficent B cells, but CD180-deficient non-B cells,
produced significantly less IgG compared to mice where
CD180 was expressed in both B cells and non-B-cells
(Chaplin et al. 2013). This suggested that CD180 expres-
sion by APCs from both the myeloid and lymphoid lin-
eages is required for optimum antibody response. The
fact that DCs, treated with antigen-coupled anti-CD180,
were able to more robustly stimulate the proliferation of
antigen-specific T cells, compared to B cells also lends
credence to this concept (Chaplin et al. 2013; Roe et al. 2019). Further, antigen targeting of CD180 also improved
the capacity of DCs to stimulate antigen-specific T helper
cells compared to targeting of CD40 (Roe et al. 2019). Therefore, CD180 functions to promote effective anti-
body responses through both DCs and B cells. Experimental model systems utilizing the human
HEK293 cell line to study TLR signaling also sup-
port the negative role of CD180 on TLR4 in myeloid
cells. HEK293 cells, transfected with cDNA in order to
express the CD180/MD-1 and TLR4/MD-2 complexes,
show reduced IL-8 production in response to LPS chal-
lenge, compared to cells expressing TLR4/MD-2 alone
(Divanovic et al. 2005). CD180 is also expressed by
murine myeloid derived suppressor cells (MDSCs) and
can negatively regulate responses to endotoxin via TLR4
(Dong et al. 2019). In contrast, Nagai et al. showed that knockout of
CD180 did not impair the production of TNFα in
response to TLR4 or TLR2 ligands in either murine
DCs or macrophages (Nagai et al. 2005). This report was
consistent with a later study which also found that mac-
rophages from CD180−/− mice did not have attenuated
cytokine responses following treatment with TLR2 or
TLR4 ligands (Blumenthal et al. 2009).hl Regulation of TLR function g
CD180 is an activation molecule on B cells and is
involved in antibody production, cell activation, and
modulation of TLR signaling. CD180-deficent murine
DCs and macrophages show greater responsiveness to
LPS (in terms of cytokine production) compared to their Building on the work investigating the role of ATRA
in B cell function with respect to CD180 and TLR9,
Eriksen et al. investigated the role of ATRA on CD180
and TLR9-mediated autophagy (Eriksen et al. 2015),
since autophagy is a process apparently involved in the Page 8 of 22 Page 8 of 22 Edwards et al. Molecular Medicine (2023) 29:97 Edwards et al. Molecular Medicine (2023) 29:97 WT counterparts (Divanovic et al. 2005), indicating a
role of CD180 in the negative regulation of TLR4. Con-
sistently, murine macrophages, pre-treated with block-
ing anti-MD-1 and then stimulated with LPS, produced
more TNFα and IL-12-p40 but less IL-10 and chemokine
ligand 5 (CCL-5) compared to unstimulated or isotype
control-stimulated cells (Liu et al. 2013). Regulation of antigen presentationh CD180 signaling in CLL A multicentre study suggested that the high density of
CD180 in marginal zone lymphoma (MZL) can be used
in a test panel as a marker to distinguish MZL from other
lymphomas and leukemias with similar characteristics
(Mayeur-Rousse et al. 2016). Other combinations of
markers used in conjunction with CD180, such as CD148
and CD200 (Miguet et al. 2015) or CD148 alone (Gautam
et al. 2021), have been suggested to be useful for distin-
guishing MZL from other malignancies such as mantle
cell lymphoma (MCL). These marker combinations could
be especially helpful for determining a differential diag-
nosis in malignant B cell neoplasms when there are
atypical presentations of immunophenotypic markers
(Gautam et al. 2021). Notably, CD43 and CD180 have
recently been explored as markers which can be used to
diagnose atypical CLL (Li et al. 2021). This combination
may be particularly useful in Asian populations where
atypical immunophenotypic presentations are more
common (Tomomatsu et al. 2010). As for normal B cells, studies on ligation of CD180
through anti-CD180 showed upregulation of CD86 and
MHC class II and Ki67 (Porakishvili et al. 2011, 2004). Interestingly, only 50% of CD180-positive CLL samples
showed this effect (responder samples), and this group of
cases included both CLL cells with mutated IGVH genes
(M-CLL) and unmutated IGVH genes (U-CLL). Impor-
tantly, it was established that those CD180-positive but
unresponsive M-CLL and U-CLL samples also responded
poorly to the ligation of CD40 or the addition of recom-
binant IL-4 (rIL-4) (Porakishvili et al. 2011). Thus, unre-
sponsiveness to CD180 ligation might delineate CLL cell
anergy. Ligation of CD180 on CD180-positive responder CLL
samples resulted in cell activation, cell cycling, and phos-
phorylation of intracellular protein kinases (Porakish-
vili et al. 2011). The level of cell activation achieved by
CD180 ligation was also found to be equivalent, or in
some cases superior to the activation achieved with anti-
CD40 or rIL-4 (Porakishvili et al. 2011), which are known
to robustly induce CLL cell activation and protect from
apoptosis (Falco et al. 2018). This occurs despite CD180-
positive samples expressing much less CD180 compared
to normal B cells, underscoring the potent signaling
capacity of CD180 in CLL cells. Moreover, the combined
ligation of CD180 and CD40, along with rIL-4 treat-
ment, results in significantly increased activation and cell
cycling (Porakishvili et al. 2005, 2011). CD180 signaling in CLL These data sug-
gest that CD180 can be independently but synergistically Table 1 shows the relative expression of CD180 in B cell
leukemias and lymphomas in the peripheral blood. Heterogeneity of CD180 expression in leukemias
and lymphomasi However, even in CLL cases where CD180 is considered
to be highly expressed, its density is lower than that on
normal B cells (Porakishvili et al. 2005; Arvaniti et al. 2011). In the majority of CLL cases where CD180 was
not expressed on the cell surface, the protein was found
within the cytoplasm (Gordiienko et al. 2017a) (and
unpublished data). Heterogeneity of CD180 expression in leukemias
and lymphomasi CD180 appears to be mainly confined to malignancies
of the B cell lineage (Valentine et al. 1988; Miyake et al. 1995; Divanovic et al. 2005; Zarember and Godowski
2002; Porakishvili et al. 2005) with only one report on
acute myeloid leukemia which demonstrated that CD180
gene expression is high in leukemic stem cells (Saito et al. 2010). It is notable that HEK293 cells expressing only the
CD180/MD-1 complex do not produce cytokines in
response to LPS or Pam3CSK4, indicating that these
ligands cannot directly induce signaling via CD180. Fur-
thermore, murine macrophages and DCs, but not B cells,
respond poorly to anti-CD180 mAbs (Divanovic et al. 2005; Nagai et al. 2005). Therefore, the data accrued so
far suggest that CD180/MD-1 regulates the function of
TLR4 and TLR2 in macrophages and DCs rather than
acting as a lone activation molecule, and this differs from
B cells, which robustly respond to anti-CD180 (Porakish-
vili et al. 2005, 2011). CD180 and other TLRs are variably expressed in
malignancies of B cell origin. In both leukemia and lym-
phomas, the patterns of CD180 expression are heterog-
enous. Using flow cytometry, it was shown that CD180
was weakly expressed by malignant cells in chronic lym-
phocytic leukemia (CLL), mantle cell lymphoma and
lymphoplasmacytic lymphoma, compared with control
B cells (Miguet et al. 2013; Mayeur-Rousse et al. 2016). The level of expression of CD180 in hairy cell leukemia,
marginal zone lymphoma (MZL), follicular lymphoma Edwards et al. Molecular Medicine (2023) 29:97 Page 9 of 22 Edwards et al. Molecular Medicine (2023) 29:97 (FL) and splenic diffuse red pulp small B cell lymphoma
was found to be comparable to that of control B cells
(Miguet et al. 2013; Mayeur-Rousse et al. 2016; Mestral-
let et al. 2016). Interestingly, FL cells isolated from lymph
nodes showed higher expression of CD180 compared
to FL cells isolated from the peripheral blood, whereas
CD180 expression was comparable in the different tissue
compartments in MZL, MCL and CLL (Mestrallet et al. 2016). However, even in CLL cases where CD180 is considered
to be highly expressed, its density is lower than that on
normal B cells (Porakishvili et al. 2005; Arvaniti et al. 2011). In the majority of CLL cases where CD180 was
not expressed on the cell surface, the protein was found
within the cytoplasm (Gordiienko et al. 2017a) (and
unpublished data). Chronic lymphocytic leukemia Using Pearson’s correlation, the density of CD180 and CD19
expression was found to be highly correlated on CLL cells. PBMC
samples from CLL donors were stained with anti-human CD180
(PE) and anti-human CD19 (FITC). Antigen densities were measured
by flow cytometry and expressed as a ratio to the isotype control. Relative fluorescent intensity (RFI) Importantly, AKT-S samples signal for survival, whilst
p38MAPK-S samples tend to undergo apoptosis upon
CD180 ligation (Porakishvili et al. 2015). This is consist-
ent with the fact that activation of the AKT axis is pro-
survival in CLL (Chapman et al. 2017; Zhuang et al. 2010)
and thus, AKT-S could represent a compartment of CLL
cases with more aggressive disease. However, the patho-
physiological role of p38MAPK in CLL is unclear. Sup-
port for a role of p38MAPK in a pro-apoptotic pathway
comes from studies showing that apoptosis caused by
novel cell cycle inhibitors (Paiva et al. 2015) and immu-
nosuppressive agents (Bai et al. 2011) is mediated by
p38MAPK. In addition, CD180 overexpression in car-
diomyocytes can induce apoptosis via p38MAPK phos-
phorylation in ischemia/reperfusion injury rat models (Li
et al. 2016; Yang et al. 2015). Fig. 5 Categorization of CLL cells into signaler type. CLL
cells can be categorized into four distinct groups depending
on the phosphorylation (p) patterns of intracellular protein kinases
p-AKT and p-p38MAPK following treatment with anti-CD180 mAb. double-signaler (DS), non-signaler (NS) g
The dichotomous signaling pattern in CLL seems to
be an acquired feature, and it is unknown if this pat-
tern is observed in other B cell malignancies. The role of
this dichotomy in CLL is presently unclear but does not
appear to relate to surface density of CD180 or the co-
expression of IgM, IgD or CD38 (Porakishvili et al. 2015). One of the putative kinases downstream from p38MAPK
could include JNK1/2 and mTORc1, since CD180 ligation
activates mTORc1 and JNK1/2 (Gordiienko et al. 2017a). Moreover, cyclin-dependent kinase inhibitor P1446A
induces apoptosis of CLL cells via JNK/p38 (Paiva et al. 2015). It is possible that CD180 ligation could induce a
similar chain of signaling events resulting in apoptosis. Fig. 5 Categorization of CLL cells into signaler type. CLL
cells can be categorized into four distinct groups depending
on the phosphorylation (p) patterns of intracellular protein kinases
p-AKT and p-p38MAPK following treatment with anti-CD180 mAb. double-signaler (DS), non-signaler (NS) activated alongside CD40 and IL-4 receptor (Chaplin
et al. 2011). Chronic lymphocytic leukemia Should these pathways cooperate together
in vivo, this may result in increased CLL cell activation
and tumor burden expansion. As previously mentioned,
CD19 is also a major regulator of CD180 signaling,
becoming phosphorylated and forming a complex with
Vav and Lyn following CD180 activation (Yazawa et al. 2003). We have also found that the expression of CD180
and CD19 are highly correlated on CLL cells (Fig. 4). Chronic lymphocytic leukemia Chronic lymphocytic leukemia (CLL) is probably the
most studied of the hematological malignancies with
regard to the evaluation of the expression and function of
CD180. Around 60% of CLL cases express CD180, with
the range of expression density varying as a continuum. Table 1 The expression of CD180 in leukemias and lymphomas
Malignancy
Expression
References
Normal B cells
+ + + +
(Valentine et al. 1988; Porakishvili et al. 2005)
Chronic lymphocytic leukemia
+
(Porakishvili et al. 2005; Miguet et al. 2013; Mayeur-Rousse et al. 2016; Mestrallet et al. 2016)
Follicular lymphoma (lymph node)
+ + +
(Mayeur-Rousse et al. 2016; Mestrallet et al. 2016)
Follicular lymphoma (peripheral blood)
+ +
(Mayeur-Rousse et al. 2016; Mestrallet et al. 2016)
Hairy cell leukemia
+ + +
(Mayeur-Rousse et al. 2016)
Mantle zell lymphoma
+
(Miguet et al. 2013; Mayeur-Rousse et al. 2016; Mestrallet et al. 2016)
Marginal zone lymphoma (splenic)
+ + + +
(Miguet et al. 2013)
Marginal zone lymphoma (nodal)
+ +
(Miguet et al. 2013)
Splenic diffuse red pulp small B cell lymphoma
+ + + +
(Miguet et al. 2013) Table 1 The expression of CD180 in leukemias and lymphomas Edwards et al. Molecular Medicine (2023) 29:97
Fig. 4 The relationship between CD180 and CD19 expression on CLL
cells. Using Pearson’s correlation, the density of CD180 and CD19
expression was found to be highly correlated on CLL cells. PBMC
samples from CLL donors were stained with anti-human CD180
(PE) and anti-human CD19 (FITC). Antigen densities were measured
by flow cytometry and expressed as a ratio to the isotype control. Relative fluorescent intensity (RFI) Edwards et al. Molecular Medicine (2023) 29:97 Page 10 of 22 2015). Patterns of expression are shown in Fig. 5 based
on their capacity to increase phosphorylated (p) p-AKT
(AKT-signalers, AKT-S) and p-p38MAPK (p38MAPK-
signalers or p38MAPK-S) above basal levels. Impor-
tantly, in our hands, upon CD180 ligation AKT-S and
p38MAPK-S CLL samples reduce phosphorylation of
the alternative protein kinases to below basal levels,
indicating that this reduction might condition the sign-
aling dichotomy observed in CLL. Studies on larger cohorts of CLL patients are required
to validate the proportions of patients categorized within
these signaling groups at diagnosis and provide informa-
tion as to whether treatment can affect CD180 signaling
dichotomy. Fig. 4 The relationship between CD180 and CD19 expression on CLL
cells. CD180 and the B cell receptor (IgM) Signaling through the BCR of B cells and CLL cells occurs
mainly via the AKT pathway leading to proliferation and
survival. Studies have shown that cross-talk between
TLRs and the BCR can promote pro-survival signal-
ing in lymph node-resident CLL cells (Dadashian et al. 2019; Herishanu et al. 2011). CD180 and the BCR can
also interact in mouse B cells and in CLL cells to modify
intracellular signaling. As described above, CD180 ligation on normal B
cells leads to simultaneous signaling through AKT and
p38MAPK pathways. However, most individual CLL
samples use one of these signaling pathways, with a
minority engaging both or neither (Porakishvili et al. Edwards et al. Molecular Medicine (2023) 29:97 Page 11 of 22 Edwards et al. Molecular Medicine Fig. 6 CD180 signaling in CLL. CD180 can signal dichotomously via a pro-survival BTK/PI3K/AKT pathway or via a pro-apoptotic pathway mediated
by p38MAPK, which is accompanied by a downregulation of AKT. Activation of the AKT axis, which is thought to also involve activation of PI3K,
mediates an increase in anti-apoptotic Mcl-1 and BCL-XL activity; and is also coupled with a downregulation in p38MAPK. Pre-engagement of CD180
can inhibit AKT-mediated signaling via IgM (dashed line), which tends to be accompanied by an increase in the phosphorylation of p38MAPK
and the number of apoptotic CLL cells. Co-ligation of both CD150 and CD180 together attenuates both of AKT and p38MAPK pathway signaling Fig. 6 CD180 signaling in CLL. CD180 can signal dichotomously via a pro-survival BTK/PI3K/AKT pathway or via a pro-apoptotic pathway mediated
by p38MAPK, which is accompanied by a downregulation of AKT. Activation of the AKT axis, which is thought to also involve activation of PI3K,
mediates an increase in anti-apoptotic Mcl-1 and BCL-XL activity; and is also coupled with a downregulation in p38MAPK. Pre-engagement of CD180
can inhibit AKT-mediated signaling via IgM (dashed line), which tends to be accompanied by an increase in the phosphorylation of p38MAPK
and the number of apoptotic CLL cells. Co-ligation of both CD150 and CD180 together attenuates both of AKT and p38MAPK pathway signaling unpublished observations. Moreover, CD150 and CD180
colocalize together in the surface membrane with CD19
(Gordiienko et al. 2017a). Pre-engagement of CD180 followed by sIgM ligation
caused AKT-S samples to rewire signals from a pro-sur-
vival (AKT-S) to a pro-apoptotic pathway (p38MAPk-
S) (Porakishvili et al. 2015) (Fig. 6). CD180 and the B cell receptor (IgM) Similarly, in murine
B cells, pre-treatment with anti-CD180 antibodies
resulted in apoptosis following subsequent BCR activa-
tion (Yamashita et al. 1996). This cross-talk could also be
amplified by IL-4, which increases the expression of IgM
and enhances its function in CLL cells (Aguilar-Hernan-
dez et al. 2016). IL-4 can be produced by CLL cells in an
autocrine fashion or by T cells (Kay et al. 2001). Co-ligation of CD150 with CD180 results in attenu-
ation of the phosphorylation of both the AKT and
p38MAPK pathways in CLL cells (Fig. 6). Notably, co-
activation of CD40 and CD150 does not attenuate AKT
or p38MAPK phosphorylation, indicating that usage of
these pathways is receptor specific. It is not clear, how-
ever, if the reduction in the activation of these pathways
is important for modulating CLL cell survival, as seen
previously with CD180-mediated dichotomous intracel-
lular signaling (Porakishvili et al. 2015). Multiple myeloma Whereas bone marrow plasma cells do not normally
express CD180, multiple myeloma (MM) cells do, and
this increased expression is promoted by the hypoxic
bone marrow microenvironment (Kikuchi et al. 2018;
Egli et al. 2015). Both LPS challenge and anti-CD180
mAb treatment promoted the growth of MM cells,
in vitro (Kikuchi et al. 2018). Moreover, LPS appeared
to induce clonal expansion of CD180-positive MM cells
and notably, knockdown of CD180 reduced the LPS
responsiveness of MM cells further indicating the role of
CD810 in the detection of LPS by TLR4. It is likely that
these two receptors operate together to promote MM cell
growth (Kikuchi et al. 2018). Since CD19 can enhance
LPS-mediated growth by the CD180/MD1 complex, it
might also play a major role in regulating signaling via
CD180 (Yazawa et al. 2003). However, it should be noted
that CD19 is only expressed by a very small proportion
of MM cells as measured by flow cytometry (Tembhare
et al. 2014). Although, super-resolution microscopy has
revealed that MM cells do express CD19, albeit at very
low densities (Nerreter et al. 2019). TLRs contribute to the pathophysiology of SLE. As dis-
cussed above, CD180 can negatively regulate TLR activ-
ity. Therefore, loss of CD180 could enable TLR-mediated
cellular activation and inflammation, thus promoting SLE
progression. In support of this, Yang et al. showed that
CD180 activation inhibits expression of TLR7 and TLR9
in murine macrophages and DCs; notably, patients with
SLE also have increased frequencies of CD180-negative
macrophages and DCs (Yang et al. 2018a). Given that
TLR7 and TLR9 are expressed by B cells, and CD180 can
interact with the downstream pathways of these recep-
tors in B cells, it will be important to study the functional
role of TLR7 and TLR9 in CD180-positive and CD180-
negative SLE B cells.f CD180 and CD150 IRF4 is a transcription factor important in regu-
lating plasma cell differentiation (Shapiro-Shelef and
Calame 2005) and IRF8 and PU.1 are involved in the
activation of follicular and germinal centre B cells (Wang
et al. 2019) and the development of pre-B cells (Pang
et al. 2016). This could be important to CLL cells present
in proliferation centres in lymph nodes (Edwards et al. 2021), indicating that activation and proliferation of CLL
cells might result from a concordant ligation of CD180
and CD150. CD180 in systemic lupus erythematosus (SLE) CD180 in systemic lupus erythematosus (SLE) Systemic lupus erythematosus (SLE) is a multisystem dis-
ease characterized by immune dysregulation and produc-
tion of autoantibodies, typically against double stranded
DNA (dsDNA) (Wang and Xia 2019). A high propor-
tion of CD180-negative B cells are found in SLE patients
(15 ± 11.7%) compared with healthy controls (1.7 ± 1.1%)
(Koarada et al. 1999). Moreover, clinical observations
show that the higher proportions of CD180-negative B
cells associate with active disease (Koarada et al. 1999). Furthermore, increased proportions of CD180-negative
B cells correlate with increased renal legions in murine
lupus-like nephritis models (Fujita et al. 2012) and
CD180-negative SLE B cells are primarily responsible for
the production of anti-double stranded DNA autoanti-
bodies (Koarada et al. 1999; Kikuchi et al. 2002). Interest-
ingly, CD180-negative B cells from patients with SLE also
exhibit increased production of antibodies to dsDNA in
response to IL-6 or challenge with SAC, whereas CD180-
positive B cells are unresponsive to such stimuli (Kikuchi
et al. 2002). Mechanistically, the elevated autoimmune responses
could relate to B cell activation since CD180-nega-
tive SLE B cells overexpress B cell maturation antigen
(BCMA) (Koarada et al. 2010). Additionally, sCD40L
trimers, which are elevated in SLE, reduce the levels of
viable CD180-negative (and CD180-positive) SLE B cells,
and this effect is reversed by treatment of B cells with the
BCMA ligand APRIL (a proliferation-inducing ligand)
(Koarada et al. 2010). Therefore, the preferential expres-
sion of BCMA by CD180-negative B cells could promote
plasma cell differentiation, thereby perpetuating a more
severe disease phenotype. CD180 and CD150 Interestingly, CD150-mediated AKT activation in CLL
cells is accompanied with an increase in the phospho-
rylation of the transcription factors FoxO1 and FoxO3a. Simultaneous ligation of CD150 with CD180 with mAbs
results in a decrease in FOXO transcription (Gordiienko
et al. 2017a), suggesting that together they promote a CD150 is part of the signaling lymphocyte activation
molecule family (SLAMF1). It positively correlates with
the expression of CD180 in CLL, and around 59% of
cases express both CD150 and CD180 (Gordiienko et al. 2017a), consistent with independent studies (Porakish-
vili et al. 2005, 2011; Bologna et al. 2016) and our own Page 12 of 22 Edwards et al. Molecular Medicine (2023) 29:97 Edwards et al. Molecular Medicine pro-survival phenotype. Independent ligation of CD150
or CD180 leads to upregulation of BCL6 mRNA (Gor-
diienko et al. 2017b). Since, in general, BCL6 is an anti-
apoptotic protein and a transcriptional regulator of
TP53 (Phan and Dalla-Favera 2004), this may represent
one modality that contributes to a pro-survival pheno-
type following anti-CD180 or anti-CD150 treatment of
CLL cells. Ligation of CD180 or CD150, individually or
together, leads to a strong down regulation of IRF4 and
upregulation of IRF8 and PU.1 (Gordiienko et al. 2017b),
further supporting the idea that CD180 and CD150 can
share intracellular signaling and transcriptomic path-
ways. IRF4 is a transcription factor important in regu-
lating plasma cell differentiation (Shapiro-Shelef and
Calame 2005) and IRF8 and PU.1 are involved in the
activation of follicular and germinal centre B cells (Wang
et al. 2019) and the development of pre-B cells (Pang
et al. 2016). This could be important to CLL cells present
in proliferation centres in lymph nodes (Edwards et al. 2021), indicating that activation and proliferation of CLL
cells might result from a concordant ligation of CD180
and CD150. pro-survival phenotype. Independent ligation of CD150
or CD180 leads to upregulation of BCL6 mRNA (Gor-
diienko et al. 2017b). Since, in general, BCL6 is an anti-
apoptotic protein and a transcriptional regulator of
TP53 (Phan and Dalla-Favera 2004), this may represent
one modality that contributes to a pro-survival pheno-
type following anti-CD180 or anti-CD150 treatment of
CLL cells. Ligation of CD180 or CD150, individually or
together, leads to a strong down regulation of IRF4 and
upregulation of IRF8 and PU.1 (Gordiienko et al. 2017b),
further supporting the idea that CD180 and CD150 can
share intracellular signaling and transcriptomic path-
ways. CD180 in autoimmune disorders of the central nervous
system (CNS) Data from anti-CD20 B cell studies have suggested that
B cells play a role in the pathogenesis of neuromyelitis
optica spectrum disorder (NMOSD) and multiple scle-
rosis (MS). Hayden et al. showed that CD180 expres-
sion was exclusively decreased in the CD19+CD27+IgD+
non-switched (NS) memory B cells in both NMOSD and
MS compared to healthy controls (Hayden et al. 2021). Furthermore, the same group showed that there were
increased titres of anti-citrate synthase (anti-CS) autoan-
tibodies in patients with autoimmune disease (Czömpöly
et al. 2006). Anti-CS IgM autoantibody serum level was
also lower in both NMOSD and MS suggesting that
reduced CD180 expression of NS B cells could contrib-
ute to the deficient IgM autoantibody production in these
disorders. There is an indication that children with KD are char-
acterized with expansion of peripheral blood B cells with
CD180-positive phenotype, compared to control sam-
ples (Imayoshi et al. 2006). Notably, patients with viral
infections similarly exhibit upregulated proportions of
CD180-positive B cells, although to a lesser degree, fur-
ther indicating a link between viral infection and KD. From the limited number of observations, the impor-
tance of CD180 expression on expanding population of B
cell was unclear. However, CD180 expression was upreg-
ulated on KD B cells compared to normal controls and
those with viral infections (Imayoshi et al. 2006). It is known that B cells are activated in KD, produc-
ing antibodies, perhaps in response to viral or bacterial
infection. Given the preferential expression of CD180 by
memory B cells and the involvement of CD180 in B cell
activation and immunoglobulin production, it is possible
that CD180 plays a role in the development and patho-
physiology of KD. CD180-overexpressing B cells in KD
could therefore represent a subset of activated B cells. Kawasaki disease Kawasaki disease (KD) affects infants and children, lead-
ing to inflammatory changes of blood vessels which is
often accompanied by fever and lymph node swelling. Patients also develop inflammation of cardiac tissues
and valves, and, in some cases, aneurysms or thrombi
are formed. The causes of KD are unknown, although the
onset of the disease appears related to infection as sup-
ported by epidemiological observations of endemic KD
(Agarwal and Agrawal 2017). CD180 in autoimmune disorders and other
inflammatory pathologies Together, these data point towards a protective effect
for CD180 in SLE. Loss of CD180 on APCs in SLE cor-
relates with disease activity, and functional studies in
mice demonstrate that activation of CD180 can help to
ameliorate SLE disease activity (Yang et al. 2018a). Gain-
ing a deeper understanding into the function of CD180 CD180 has been extensively studied within the context of
autoimmune disease and other non-malignant inflamma-
tory disorders where it appears to play a pathophysiologi-
cal role. Edwards et al. Molecular Medicine (2023) 29:97 Page 13 of 22 Edwards et al. Molecular Medicine in SLE, and how this is differentially downregulated may
aide in the development of new treatment approaches or
improve the accuracy of predicting disease behaviour. memory B cells (Good et al. 2009), and therefore upregu-
lated expression of CD180 by KD B cells might also affect
CD150 function, as mentioned above. Phenotypic and
functional analysis of B cells as well as macrophages and
DCs may shed further light on the exact role of CD180 in
KD pathophysiology. CD180 in rheumatoid arthritis (RA) To date, the authors have found no publications of stud-
ies on human rheumatoid arthritis (RA) disease. How-
ever, there is a study where the murine collagen-induced
arthritis (CIA) model has been used to study the role
CD180 in RA. CD180−/− mice demonstrate more severe
CIA with an earlier onset, compared to wild type mice
(Tada et al. 2008). Further, CD180−/− mice more robustly
produce INF-γ and TNF-α, inflammatory mediators that
play important roles in the pathophysiology of RA (Wil-
liams et al. 1992; Manoury-Schwartz et al. 1997). Recently, SARS-CoV-19 infection has been impli-
cated as an etiological factor in the initiation of KD or
a KD-like syndrome. Observational studies indicate sig-
nificant increases in Kawasaki-like disease in areas with
high prevalence of SARS-CoV-19 infection, suggesting
a role for the novel Corona virus in the presentation of
KD (Verdoni et al. 2020; Sancho-Shimizu et al. 2021). To
our knowledge, there are no data on CD180 expression
in SARS-COV-19 or related systemic disorders. Given
the upregulation of CD180 in both KD and viral infec-
tion (Imayoshi et al. 2006), analysing changes in CD180
expression may be useful for predicting which individu-
als may present with Kawasaki-like disease or systemic
inflammation in SARS-CoV-2 infection. Other autoimmune diseases and chronic inflammatory
conditionsf Differential expression of CD180 has also been reported
in other autoimmune conditions (Table 2). Kikuchi et al. showed that patients with dermatomyositis present with
increased proportions of CD180-negative B cells com-
pared to patients with polymyositis and normal controls
(Kikuchi et al. 2001). Some patients with IgG4-related
disease (IgG4-RD) also present with CD180-negative
B cells (Koarada et al. 2013) and loss of CD180 corre-
sponded with increased disease activity in IgG4-RD. These studies are, however, limited by the fact they are
case reports. Differences in CD180 might also modulate the func-
tion of other receptors in B cells in KD. For example,
given the known functional interactions with classical
members of the TLR family, CD180 could modulate TLR
function which could, in turn, lead to the production of
pro-inflammatory cytokines and perpetuation of the KD
phenotype. Interestingly, CD150 is also upregulated by Edwards et al. Molecular Medicine (2023) 29:97 Page 14 of 22 Table 2 The differential expression of CD180 in various autoimmune and inflammatory pathologies
FC flow cytometry, qPCR quantitative polymerase chain reaction
Disease
Cell or tissue
Methodology
CD180 expression relative
to healthy controls
References
Neuromyelitis optica spectrum disorder
and multiple sclerosis
B cells
FC
↓
(Hayden et al. 2021)
Diffuse cutaneous systemic sclerosis
B cells
qPCR, FC
↓
(Simon et al. 2021; Koarada et al. 2001;
Erdo-Bonyar et al. 2019)
Dermatomyositis
B cells
FC
↓
(Kikuchi et al. 2001; Koarada et al. 2001)
Kawasaki disease
B cells
FC
↑
(Imayoshi et al. 2006)
Sjogren’s syndrome
B cells
FC
↓
(Koarada et al. 2001; Kikuchi et al. 2008)
IgG4-related disease
B cells
FC
↓
(Koarada et al. 2013) Table 2 The differential expression of CD180 in various autoimmune and inflammatory pathologies function is therefore important for elucidating mecha-
nisms of atherosclerotic plaque development. CD180 is
expressed on murine vascular smooth muscle cells, along
with TLR4, indicating a more direct role for CD180 in
cardiovascular health (Karper et al. 2013). Neointima
formation is a common feature of atherosclerotic plaque
development and is characterized by an increase in vas-
cular smooth muscle cells within a vessel which can
promote atherosclerotic plaque development. Loss of
CD180 is associated with increased formation of neoin-
tima scar tissue in mice with artery cuffs that are used to
induce vascular damage (Karper et al. 2013), suggesting
a protective role for CD180. Other autoimmune diseases and chronic inflammatory
conditionsf Furthermore, local addi-
tion of LPS increased neointima formation, although the
increase was more dramatic in CD180−/− mice compared
to wild-type animals. Later, however, somewhat conflict-
ing evidence emerged: in low density lipoprotein receptor
(LDLr)−/− CD180−/− mice, there is marked reduction in
plaque formation compared to LDLr−/− animals (Karper
et al. 2013). Wezel et al. also demonstrated that CD180-
negative mice showed reduced plaque formation, as
well as reduced monocyte migration (Wezel et al. 2015). This was accounted for by a greater reduction in the
chemokine ligand 2 (CCL2) in CD180−/− mice compared
to those with intact CD180. These two studies suggest
that CD180 expression in fact promotes plaque forma-
tion. Consistently, Wezel et al. later showed that CD180
deficient mice had an increased number of unstable
lesions in murine vein graft models, which was attributed
to increased CCL2 production and thus mast cell recruit-
ment (Wezel et al. 2016). CD180 as a prognostic biomarker It is now well documented that M-CLL is associated with
superior prognosis in CLL compared to U-CLL (Agath-
angelidis et al. 2022). Now data are accumulating to
suggest that CD180 could be useful as a prognostic bio-
marker in different diseases. Levels of CD180 mRNA are
upregulated in patients with osteosarcoma with superior
outcomes (Chen et al. 2020). At the protein level, pro-
portions of CD180-negatve B cells correspond with SLE
disease activity (Koarada et al. 1999). Similarly, we have
found an association with CD180 expression and disease
outcomes in CLL. We discovered that increased CD180
expression in LNs was associated with early-stage disease
and superior overall survival (Edwards et al. 2021). This is
consistent with earlier observations that CD180 is more
highly expressed in M-CLL (Porakishvili et al. 2005)
and positively correlates with CD150 (Gordiienko et al. 2017a), both of which associate with a positive prognos-
tic picture in CLL (Bologna et al. 2016). Together, these
findings suggest that prediction of disease severity and
progression could be benefitted through study of CD180
expression. The negative effect which CD180 has on classical
TLRs suggests that CD180 may become upregulated in
response to infection to aid prevention of hyperinflam-
mation. Perhaps the most notable interaction is with
TLR4, where CD180 negatively regulates TLR4-medi-
ated responses to LPS (Divanovic et al. 2005). There-
fore, the upregulation of CD180 could serve to prevent
hyperinflammation during infection, thereby prevent-
ing sepsis. Notably, there is significant upregulation of
CD180 by some subsets of immune cells in LPS-chal-
lenged mice (Dong et al. 2019). Similarly, in Mycobac-
terium tuberculosis infection, human macrophages
increase their expression of CD180 (Blumenthal et al. 2009). The diverse molecular nature of CD180 signaling
could also be utilized to provide better resolution in CLL
disease prediction or even therapy response. Among
responder CD180-positive CLL cases, the dichotomous
activation of AKT or p38MAPK in CLL cells follow-
ing CD180 ligation, respectively, corresponds with sur-
vival or apoptosis (Porakishvili et al. 2015). Should this
reflect an in vivo occurrence, CLL cases that signal via
AKT could represent a subset of patients with increased
tumor proliferation and perhaps a more aggressive dis-
ease course. Alternatively, p38MAPK-s cases could rep-
resent a subset of patients with less aggressive disease. CD180-negative cases and CD180-positive non-respond-
ers are also unresponsive to cumulative anti-CD40 and
IL-4 simulation (Porakishvili et al. CD180 in cardiac injury and atherosclerosis TLRs play an important role in the pathophysiology of
cardiovascular disease, and CD180 has also been inves-
tigated within the context of cardiovascular pathologies. WT mice develop significantly worse cardiac damage fol-
lowing myocardial infarction compared to mice where
CD180 was overexpressed in murine cardiac tissue by
adenovirus transfection, suggesting that CD180 plays
a protective role in cardiac injury (Louwe et al. 2014). Building on this work, it was shown that CD180 over-
expression can ameliorate cardiomyocyte apoptosis via
inhibition of TLR4 signaling and p38MAPK phospho-
rylation signalin ischemia/reperfusion injury rat models
(Li et al. 2016; Yang et al. 2015). Moreover, in cardiomyo-
cytes, CD180 was able to effectively reduce TLR4-medi-
ated production of pro-inflammatory IL-6 and TNF-α in
response to ischemia (Li et al. 2016).hf The protective effect of CD180 in ischemia could be
dampened through the interference of microRNAs,
which are involved heavily in cardiovascular pathologies. Specifically, miR-327, which is preferentially expressed in
myocardium, downregulates CD180 and thus promotes
proinflammatory TLR4 activation (Yang et al. 2018b). However, miR-383 was shown to promote myocardial
health in ischemia and reperfusion injuries in a CD180-
dependent manner (Guo et al. 2021). CD180 therefore is
a potential therapeutic target in cardiac injury, perhaps
through the indirect amelioration of TLR4-mediated
inflammation (Yang et al. 2019). Furthermore, a recent
study also implicated CD180-mediated inactivation of
TLR2 as a potential pathway which promotes cardiac
repair following myocardial infarction (Huang et al. 2020).h Together, these data suggest that whilst CD180 is
associated with reduced neointima formation, thus
decreasing the risk of plaque development, paradoxically
CD180 simultaneously promotes atherosclerotic plaque
development. Understanding the mechanistic role of
CD180 in modulating the immune cells which promote The pathogenesis of atherosclerosis is largely immu-
nological in nature. B cells play a role in atheroscle-
rotic plaque formation by producing pro-inflammatory
cytokines and through B cell activation by neo-anti-
gens (Sage et al. 2019). Understanding changes in B cell Edwards et al. Molecular Medicine (2023) 29:97 Page 15 of 22 Page 15 of 22 Edwards et al. Molecular Medicine atherosclerotic plaque development may provide a
rationale for CD180 targeted therapies. that the immunopathology of CD180 is contextual
and is dependent on (1) the cell by which CD180 is
expressed and (2) the disease in which CD180 is func-
tioning. The molecular architecture of CD180 supports
this idea; given its short intracytoplasmic tail, CD180
likely requires partner receptors to initiate intracellular
signaling. CD180 in cardiac injury and atherosclerosis The unique profile of receptor expression by
different cell types, coupled with the differential expres-
sion of CD180 (and other TLRs) on APCs in pathology,
could serve to modulate the behaviour of CD180 and
thus explain the divergent properties observed in stud-
ies of CD180 function. The current perspective: a model of CD180
in disease CD180 is highly expressed by APCs from healthy indi-
viduals where it plays a role in cell activation and mod-
ulation of immunoglobulin production. Moreover, it
interacts with various other receptors to regulate the
action of classical TLRs. However, there is differential
expression and function of CD180 in disease. The literature promotes the overarching idea that
CD180 is often differentially downregulated or lost in
disease. Notably, CD180 tends to be downregulated in
hematological malignancies, autoimmune diseases, and
some inflammatory conditions which therefore sug-
gests that CD180 promotes health. There are, however,
some conditions where CD180 expression becomes
upregulated and this corresponds with the aetiology of
the disease, rather than being directly disease related. For example, the increased upregulation of CD180
in KD could be due to the causative infectious agent,
rather than a manifestation of KD itself. The upregula-
tion in the expression of CD180 in KD may serve as a
physiological response, perhaps to dampen hyperac-
tive immune responses to bacteria or viruses. This con-
cept is consistent with findings which show that B cells
respond to stimulation with synthetic RNA by upregu-
lating CD180 expression (Imayoshi et al. 2006).hf CD180 as a prognostic biomarker 2011) or IgM ligation
(unpublished observations) and therefore appear to rep-
resent a subset of CLL cases with anergic leukemic cells: CD180 does not, however, always conform to these
behaviours. For example, CD180 expression by murine
macrophages does not increase in response to Myco-
bacterium avium infection (Blumenthal et al. 2005). Furthermore, in cardiovascular pathologies, CD180
appears to play an antagonistic role to promote athero-
sclerotic plaque formation. Therefore, it is not entirely
possible to conclude a defined function for CD180
that unifies all the current data. Rather, it appears Edwards et al. Molecular Medicine (2023) 29:97 Page 16 of 22 Edwards et al. Molecular Medicine Page 16 of 22 a phenotype typically associated with an indolent disease
course (Apollonio et al. 2013). CD180 mRNA levels may be a relevant pharmacody-
namic biomarker for BRD4 inhibitors in hematological
malignancies. Furthermore, recent studies advocate the
rationale of the use of BRD inhibitors in CLL (Ozer et al. 2018; Jiang et al. 2020). BRD inhibitors may also increase
the sensitivity to venetoclax, and thus could be employed
as an adjuvant therapy in CLL (Carrà et al. 2020). Understanding how CD180 is co-expressed and inter-
acts with other receptors could also further improve the
prognostic utility of CD180. A significant proportion of
AKT-S CLL cases (70%) responded to anti-IgM by activa-
tion of the BTK/PI3K/AKT axis, whilst only a small pro-
portion of p38MAPK-S cases responded to anti-IgM by
increasing the phosphorylation of p38MAPK (Porakish-
vili et al. 2015). This presents the idea that AKT-S cases
are much more receptive to IgM engagement compared
to p38MAPK-S cases which may help to explain why this
subset of patients readily recruits BCR machinery, poten-
tially helping to promote a survival phenotype by CLL
cells. However, it is not clear if these differences were due
to differential expression of ZAP-70 and CD38 in this
study. The capacity of CD180 to rewire IgM-mediated
pro-survival signaling to promote apoptosis (Porakish-
vili et al. 2015) and the tendency of CD180 to cooperate
with IgD to activate p38MAPK indicates that studies of
the different BCR isoforms may be useful for defining the
prognostic capacity of CD180 (Porakishvili et al. 2017). y
Taken together, these data suggest that through study-
ing CD180 expression and activation, it may be possible
to better predict and explain the observed heterogene-
ity in CLL tumor aggressiveness, progression, and ther-
apy responsiveness. CD180 as a therapeutic target Although there are no clinical trials reported to date, the
data suggest that CD180 could be a potential therapeutic
target. Our group showed that pre-engagement of CD180
with anti-CD180 followed by treatment with anti-IgM in
AKT-s CLL cells significantly decreases levels of p-AKT,
increases p38MAPK, and increases the number of apop-
totic cells (Porakishvili et al. 2015). An earlier study in
mice also demonstrated that pre-treatment with anti-
CD180 can program B cells to undergo apoptosis follow-
ing IgM ligation (Yamashita et al. 1996).hii Similarly, there are data to suggest that CD180 may also
be useful as a biomarker to indicate pharmacodynamic
responses to bromodomain (BRD) inhibitors, which have
shown pre-clinical efficacy in hematological malignancies
such as MDS and AML. When a range of hematological
cancer cell lines, including ALL, MM, and DLBCL types,
were treated with AZD5153, a novel BRD4 inhibitor, all
demonstrated considerable reduction in CD180 mRNA
levels (Yeh et al. 2017). Significant and robust CD180
mRNA down regulation was also observed in ALL
murine xenograft models, and in peripheral blood in vitro
studies of CLL and MM patients, as well as healthy con-
trols. Whilst further validation is required in larger, pro-
spective cohorts and with different BRD4 inhibitors, the
consistency in the reduction of CD180 mRNA across the
different experimental set-ups is striking. In addition to
CD180, chemokine receptor type 2 (CCR2) mRNA levels
were downregulated in response to AZD5153 treatment,
thus BRD4 inhibition may modulate the transmigration
of tumor cells within the microenvironment (Macanas-
Pirard et al. 2017). Together, these data suggest that g g
g
These findings are significant as they demonstrate that
CD180 may be a targetable molecule, given that it can
reprogram certain populations of CLL clones to undergo
apoptosis following BCR engagement. Since CLL and
other malignant B cells depend heavily on the BCR for
survival signals and evasion of apoptosis, priming of
malignant B cells to undergo apoptosis via BCR engage-
ment following pre-treatment with a molecule to activate
CD180 is an attractive treatment strategy. Notably, the
rewiring phenomenon did not occur in control B cells
pre-treated with anti-CD180 and then anti-IgM (Porak-
ishvili et al. 2015). Therefore, engagement of CD180 may
specifically promote the apoptosis of CLL cells, leaving
healthy B cells unaffected. CD180 as a prognostic biomarker Moreover, further insights into the
behaviour of CLL cells could be achieved by studying
the expression and co-engagement of CD180 with other
surface receptors, namely the IgD and IgM BCR iso-
forms. The true utility of CD180 as a biomarker would,
however, need to be fortified by relating signaling activ-
ity with longitudinal clinical data on disease progression,
survival, and therapy responses. The applicability of these
data to other hematological malignancies is also yet to be
established. However, it is known that CD180 expression
is modulated in various B cell malignancies, other than
CLL. Therefore, it is possible that CD180 may also be of
value for predicting outcomes in these cancers. Understanding how CD180 activation and corecep-
tor interactions affect the CLL signalosome could also
be exploited for prediction of therapy responses. Should
CLL cells differentially downregulate the use of signaling
axes which depend on BKT or PI3K, it is plausible that
these patients may be resistant to the BTK and PI3K pro-
tein kinase inhibitors ibrutinib or idelalisib. Therefore,
since CD180 can modulate the phosphorylation and uti-
lization of BTK and PI3K, it may be a strong candidate to
predict protein kinase inhibitor responsiveness. CD180 as a therapeutic target Thus, such an approach
may be useful only in a fraction of U-CLL cases. of functional intracellular signaling domain mean that
CD180 requires signaling partners to propagate extrin-
sic cues. Which ligands initiate CD180 signaling, in vivo,
remain unknown, and their discovery will aide in a bet-
ter understanding of the function of CD180 in physiol-
ogy. It appears, however, that even as an orphan receptor,
CD180 functions to modulate other receptors, particu-
larly TLR4. CD180 expression becomes either upregulated or
downregulated on B cells in diseases such as SLE, cardiac
pathologies and B cell malignancies. The aberrant expres-
sion of CD180 in disease is also accompanied by func-
tional differences, particularly in CLL where the receptor
has apparently unique signaling properties which can
powerfully regulate CLL cell behaviour and the action of
the BCR. Expression and functional studies are accompanied by
data which indicate a role for CD180 in disease prog-
nostication, with increased CD180 expression being
generally associated with a less severe disease pheno-
type, although this is not always the case. Further stud-
ies which define CD180 signaling behaviour at a greater
resolution will aid in developing CD180 as a prognostic
biomarker and may help to highlight potential therapeu-
tic avenues, particularly in CLL, SLE and cardiovascular
pathologies. It has also been suggested that rather than engaging
CD180, utilizing CD180 expression on B cell subsets
could be a way to exploit CD180 for therapy. Koarada
and Tada suggested that targeting of the autoantibody
producing CD180-negative B cells could be an effective
treatment modality of SLE (Koarada and Tada 2012). Targeting of CD180-negative B cell populations may be
possible since CD180-negative B cell subsets have an
increased expression of certain antigens, such as BCMA
in SLE (Koarada et al. 2010). CD180 as a therapeutic target Abbreviations
BCR
B cell receptor
Ag
Antigen
AKT
Protein kinase B
AML
Acute myeloid leukemia
APC
Antigen presenting cells
ATRA
All-trans retinoic acid
BAD
B cellleukemia/lymphoma 2 protein (BCL2)-associated agonist of
cell death
BAFF
B cell activating factor
BCL-XL
B cell lymphoma-extra large
BCMA
B cell maturation antigen
BLC6
B cell leukemia/lymphoma 2 protein
BTK
Bruton’s tyrosine kinase
CCL2
Chemokine ligand 2
CCL5
Chemokine ligand 5
CIA
Collagen induced arthritis model
CLL
Chronic lymphocytic leukemia
DAMP
Damage-associated molecular pattern
DCs
Dendritic cells
FC
Flow cytometry
FITC
Fluorescein isothiocyanate
FO
Follicular
FL
Follicular lymphoma
HEK
Human embryonic kidney cells
Ig
Immunoglobulin
IGVH
Immunoglobulin Heavy Chain Gene
IL-4
Interleukin-4
IL-6
Interleukin-6
IL-7
Interleukin-7
IRF8
Interferon regulatory factor 8
KD
Kawasaki disease
KO
Knockout
LDLr
Low density lipopolysaccharide receptor Since it is known that CD180 can negatively regulate
both TLR4 and TLR2 signaling (Divanovic et al. 2005),
an alternative treatment approach in inflammatory disor-
ders may be to increase CD180 expression which could
in turn, help to downregulate proinflammatory cytokines
and reduce tissue damage. One approach could be to
silence microRNAs, which negatively regulate CD180
expression. Multiple microRNAs, including miR-141-p,
miR-327, and miR-383, can interfere with CD180 expres-
sion and inhibition of these microRNAs can ameliorate
cardiac tissue damage in ischemia models (Yang et al. 2018b; Qin et al. 2019; Guo et al. 2021). This modal-
ity therefore might represent a target for therapeutic
intervention. CD180 as a therapeutic target f
If the same program of dichotomous signaling is pre-
sent in other types of malignant cells, then the rationale
for this treatment approach could be extended. Further, Edwards et al. Molecular Medicine (2023) 29:97 Page 17 of 22 Page 17 of 22 Edwards et al. Molecular Medicine targeting of malignancies which express CD180 highly
on the cell surface could also help to improve the efficacy
of this potential modality of treatment. The augmenta-
tion of BCR signaling to facilitate apoptosis via BCR
engagement is also a particularly attractive strategy for
the treatment of U-CLL. This is because CLL cells with
unmutated IGHV genes are in a heightened state of BCR
activation (Burger and Chiorazzi 2013) which could assist
CLL clones in rewiring their signals to promote apoptosis
more readily. This is supported by an earlier study which
demonstrated that U-CLL cells respond more read-
ily to IgM cross-linking (Lanham et al. 2003). It is first
required, however, to accurately stratify patients by the
tumor’s capacity to rewire IgM signals to promote apop-
tosis. This approach would obviously not be applicable to
cases of CLL or other B cell cancers where both CD180
and IgM are not expressed. Notably, however, CD180
tends to be downregulated in U-CLL, compared to
M-CLL (as discussed previously). Thus, such an approach
may be useful only in a fraction of U-CLL cases. targeting of malignancies which express CD180 highly
on the cell surface could also help to improve the efficacy
of this potential modality of treatment. The augmenta-
tion of BCR signaling to facilitate apoptosis via BCR
engagement is also a particularly attractive strategy for
the treatment of U-CLL. This is because CLL cells with
unmutated IGHV genes are in a heightened state of BCR
activation (Burger and Chiorazzi 2013) which could assist
CLL clones in rewiring their signals to promote apoptosis
more readily. This is supported by an earlier study which
demonstrated that U-CLL cells respond more read-
ily to IgM cross-linking (Lanham et al. 2003). It is first
required, however, to accurately stratify patients by the
tumor’s capacity to rewire IgM signals to promote apop-
tosis. This approach would obviously not be applicable to
cases of CLL or other B cell cancers where both CD180
and IgM are not expressed. Notably, however, CD180
tends to be downregulated in U-CLL, compared to
M-CLL (as discussed previously). Conclusions In physiology, CD180 plays roles in B cell activation and
modulation of TLR responses. CD180 provides cellular
stimulation and interacts with other receptors to modu-
late APC function in a heterogenous way. It appears that
the heterogeneity in function is dependent on the avail-
ability of other receptors. This is likely due to the molecu-
lar nature of CD180. Its short cytoplasmic tail and lack Page 18 of 22 Edwards et al. Molecular Medicine (2023) 29:97 LPS
Lipopolysaccharide
Lyn
Tyrosine-protein kinase Lyn
mAb
Monoclonal antibody
MAMP
Microbe associated molecular patterns
MCL
Mantle cell lymphoma
Mcl-1
Induced myeloid leukemia cell differentiation protein Mcl-1
M-CLL
Mutated chronic lymphocytic leukemia
MD-1
Myeloid differentiation 1
MD-2
Myeloid differentiation 2
MDS
Myelodysplastic syndrome
MHC II
Major histocompatibility complex II
miRNA
MicroRNA
MS
Multiple sclerosis
MM
Multiple myeloma
MyD88
Myeloid differentiation primary-response protein 88
MZ
Marginal zone
MZL
Marginal zone lymphoma
NF-κB
Nuclear factor kappa-light-chain-enhancer of activated B cells
NMOSD
Neuromyelitis optica spectrum disorder
NS
Non-switched; non-signaler
OxPAPC
Oxidised
1-palmitoyl-2-arachidonoyl-sn-glycero-3-phosphorylcholine
p38MAPK P38 mitogen-activated protein kinase
Pam3CSK4 Synthetic bacterial lipopeptide Pam3-Cys-Ser-Lys4
PE
Phycoerythrin
PI3K
Phosphatidylinositol-3 kinase
PU.1
Transcription factor PU
qPCR
Quantitative polymerase chain reaction
RA
Rheumatoid arthritis
RFI
Relative fluorescent intensity
SAC
Staphylococcus aureus Cowan
SLE
Systemic lupus erythematosus
SYK
Spleen associated tyrosine kinase
TIR
toll-like/interleukin-1 receptor
TIRAP
Toll/Interleukin 1-receptor adaptor protein
TLR
Toll-like receptor
TNF-α
Tumor necrosis factor-alpha
TP53
Tumor protein 53
TRAM
Toll/IL-1R domain-containing adaptor-inducing interferon-BETA
related adaptor molecule
TRIF
Toll-interleukin-1 receptor homology domain (TIR)-domain-con-
taining adapter-inducing interferon-BETA
U-CLL
Unmutated chronic lymphocytic leukemia
ULK1
Unc-51 like autophagy activating kinase 1
WT
Wild-type Funding Blomhoff HK, Smeland EB, Erikstein B, Rasmussen AM, Skrede B, Skjønsberg
C, Blomhoff R. Vitamin A is a key regulator for cell growth, cytokine
production, and differentiation in normal B cells. J Biol Chem. 1992;267:23988–92. g
KE was supported by a graduate scholarship from the University of
Westminster. Declarations Blumenthal A, Kobayashi T, Pierini LM, Banaei N, Ernst JD, Miyake K, Ehrt S. RP105 facilitates macrophage activation by Mycobacterium tubercu-
losis lipoproteins. Cell Host Microbe. 2009;5:35–46. https://doi.org/10.
1016/j.chom.2008.12.002. Received: 28 March 2023 Accepted: 8 June 2023 Received: 28 March 2023 Accepted: 8 June 2023 Received: 28 March 2023 Accepted: 8 June 2023 Availability of data and materials Blumenthal A, Lauber J, Hoffmann R, Ernst M, Keller C, Buer J, Ehlers S, Reil-
ing N. Common and unique gene expression signatures of human
macrophages in response to four strains of Mycobacterium avium that
differ in their growth and persistence characteristics. Infect Immun. 2005;73:3330–41. https://doi.org/10.1128/IAI.73.6.3330-3341.2005. The datasets used and/or analysed during the current study are available from
the corresponding author on reasonable request. Author contributions KE, PML, NP and EVV conceived and wrote the manuscript. NK & TT conducted
the flow cytometry studies and gave valuable advice. NC gave valuable advice
for redrafting and improving the manuscript. All authors approved the final
manuscript. Bernasconi NL, Traggiai E, Lanzavecchia A. Maintenance of serological memory
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English
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First postoperative day review after uneventful phacoemulsification cataract surgery: Is it necessary?
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BMC research notes
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© 2012 Chatziralli et al.; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly cited. RESEARCH ARTICLE Open Access Chatziralli et al. BMC Research Notes 2012, 5:333
http://www.biomedcentral.com/1756-0500/5/333 Chatziralli et al. BMC Research Notes 2012, 5:333
http://www.biomedcentral.com/1756-0500/5/333 Abstract Background: Our purpose was to examine the value of the first postoperative day review after uneventful
phacoemulsification cataract surgery. Methods: 291 patients who underwent uneventful phacoemulsification were randomized into two groups
(ClinicalTrials.gov Identifier: NCT01247155): i) Next day review (NDR group, n = 146) and ii) No next day review
(NNDR group, n = 145). The rate of complications, percentage of patients seeking non-scheduled medical
consultation up to postoperative day 14, presence of any inflammation-related sign and best corrected visual acuity
(BCVA) on postoperative day 28 were analyzed. Results: In the NDR group, 5.5% of patients developed a postoperative complication, whereas the respective rate
was 6.2% in the NNDR group. The difference was not statistically significant (p = 0.791). The most frequent
complications were: elevated intraocular pressure, allergy to postoperative treatment, corneal abrasion, punctuate
epitheliopathy, iris prolapse and postoperative hyphema, whose rates did not differ between the two groups. The
rate of patients seeking non-scheduled medical consultation up to postoperative day 14, presence of any
inflammation-related sign, as well as BCVA on day 28 did not exhibit any significant differences between the study
groups. Conclusions: First postoperative day review could be omitted in cases of uneventful cataract surge clusions: First postoperative day review could be omitted in cases of uneventful cataract surgery. Keywords: Cataract, Review, Postoperative, First day * Correspondence: eirchat@yahoo.gr
1Department of Ophthalmology, General Hospital of Veroia, Veroia, Greece
328, Papanastasiou street, Agios Dimitrios,, 17342, Athens, Greece
Full list of author information is available at the end of the article First postoperative day review after uneventful
phacoemulsification cataract surgery: Is it
necessary? Irini P Chatziralli1,3*, Theodoros N Sergentanis2, Evgenia Kanonidou1 and Leonidas Papazisis1 Methods first postoperative night, while a doctor examined them
in the following morning (slit lamp examination, tono-
metry). On the other hand, patients allocated to the
NNDR group were discharged 3–4 hours after surgery. The patients were recruited from the Department of
Ophthalmology, General Hospital of Veroia, Veroia,
Greece over a 10-month period. Patients were randomly
selected from the grand pool of phacoemulsification pro-
cedures taking place in the Department; the random se-
lection was based on random numbers allocation, so as
to eliminate any selection bias. 311 patients were asked
to participate and 304 consented (participation rate:
97.7%). Patients’ recorded data included age, sex, current
smoking habits and clinical features, such as presence of
hypertension, diabetes mellitus (with or without diabetic
retinopathy),
pseudoexfoliation,
glaucoma
and
age-
related macular degeneration. All patients underwent a
full
ophthalmologic
examination
preoperatively
i.e.,
measurement of BCVA (Snellen chart), slit lamp exam-
ination, tonometry and fundoscopy in addition to a
complete medical history. The study was in accordance
with the Declaration of Helsinki and has been approved
by the Institutional Review Board of General Hospital of
Veroia, Veroia, Greece. Written informed consent was
obtained from all patients. Exclusion criteria were the following: i) intra-operative
complications, such as posterior capsule rupture, vitre-
ous loss, lost nucleus, zonule dehiscence and wound
leak, ii) inadequate social support for overnight care at
home, iii) severely limited visual potential in the fellow
eye, iv) uveitis or ocular trauma, v) severe systemic dis-
eases limiting activity, vi) patients with learning disability
or dementia. All patients received the same postoperative treatment
i.e., combination of tobramycin 0.3% - dexamethasone
0.1% (TobraDexW, Alcon), one drop four times/day, plus
ketorolac tromethamine 0.5% (AcularW, Allergan), one
drop three times/day. The topical treatment was admi-
nistered for 28 days after phacoemulsification. Appropri-
ate postoperative instructions were given to all patients
in addition to a contact telephone number for emergen-
cies. Two follow-up visits were scheduled for all patients:
one on postoperative day 14 and one on postoperative
day 28. On postoperative day 14 slit lamp examination,
tonometry and fundoscopy were performed; special at-
tention was paid to record whether the patient had
sought non-scheduled medical consultation up to post-
operative day 14. On postoperative day 28 slit lamp
examination, tonometry, fundoscopy and BCVA meas-
urement were conducted. Background complications, reassurance for the patient and training
of staff [3]. As a result, there have been studies which
stated that first day postoperative review after unevent-
ful phacoemulcification cataract surgery is necessary
and others that could not make specific recommenda-
tions for the necessity of it [7-9]. Cataract surgery is one of the most common surgical
procedures worldwide [1,2]. Phacoemulsification and
recent advances in cataract surgery techniques lead to
improved
postoperative
outcomes,
as
well
as
to
reduced intra- and postoperative complications [2,3]. Therefore, there is a tendency in discharging patients
on the same day of surgery, without first day post-
operative review [3-6], which is considered to be an
increasing issue due to economic reasons. Neverthe-
less, routine review on the first day postoperatively has
several advantages, such as the early detection of Under the light of the above, the purpose of this ran-
domized trial was to examine the value of the review on
the first-postoperative day after uneventful phacoemulsi-
fication cataract surgery. Three outcomes were adopted
in this study, so as to yield a global, comprehensive ap-
proach: i. percentage of patients seeking non-scheduled
medical consultation up to postoperative day 14, ii. pres-
ence of any inflammation-related signs (corneal edema,
Tyndall effect, conjunctival hyperemia) [10] on post-
operative day 28 and iii. best corrected visual acuity
(BCVA) on postoperative day 28. * Correspondence: eirchat@yahoo.gr
1Department of Ophthalmology, General Hospital of Veroia, Veroia, Greece
328, Papanastasiou street, Agios Dimitrios,, 17342, Athens, Greece
Full list of author information is available at the end of the article Chatziralli et al. BMC Research Notes 2012, 5:333
http://www.biomedcentral.com/1756-0500/5/333 Chatziralli et al. BMC Research Notes 2012, 5:333
http://www.biomedcentral.com/1756-0500/5/333 Page 2 of 5 Methods All patients were evaluated by All patients underwent routine phacoemulsification
cataract surgery with posterior chamber intraocular lens
implantation by the same consultant surgeon (LP) and
were randomized to one of the two postoperative follow-
up groups: i) Next day review (NDR group, n = 146) and
ii) No next day review (NNDR group, n = 145). Patients
assigned to the NDR group stayed at the hospital for the Figure 1 Flow chart depicting the exclusion criteria and randomization of patients. NDR: next day review; NNDR: non next day review; PCR:
posterior capsule rupture; IOC: intra-operative complications. Figure 1 Flow chart depicting the exclusion criteria and randomization of patients. NDR: next day review; NNDR: non next day review; PCR:
posterior capsule rupture; IOC: intra-operative complications. osterior capsule rupture; IOC: intra-operative complications. Chatziralli et al. BMC Research Notes 2012, 5:333
http://www.biomedcentral.com/1756-0500/5/333 Page 3 of 5 Table 2 The profile of complications in the two study
groups
Complications
NDR group NNDR group p*
N(%)
N(%)
Postoperative complications
Allergy to postoperative treatment 3 (2.1)
1 (0.7)
0.622
Iris prolapse
0 (0.0)
1 (0.7)
0.498
Corneal abrasion
2 (1.4)
2 (1.4)
>0.999
Elevated intraocular pressure
(>30 mmHg)
2 (1.4)
4 (2.8)
0.447
Punctuate epitheliopathy
2 (1.4)
1 (0.7)
>0.999
Postoperative hyphema
0 (0.0)
1 (0.7)
0.498
*p-values derived from Fisher’s exact test. Table 2 The profile of complications in the two study
groups the same team having performed the phacoemulsifica-
tion procedures and specifically by two independent
examiners. Three outcomes were adopted in this study: i. percent-
age of patients seeking non-scheduled medical consult-
ation up to postoperative day 14, ii. presence of any
inflammation-related signs (corneal edema, Tyndall ef-
fect, conjunctival hyperemia) on postoperative day 28
and iii. BCVA on postoperative day 28. The differences in baseline characteristics, incidence of
postoperative complications between the two groups, as
well as between outcomes were compared by Chi-square
test or Fisher’s exact test (concerning categorical vari-
ables) or Mann–Whitney-Wilcoxon (MWW) test for in-
dependent samples (concerning continuous variables), as
appropriate. Concerning BCVA, the descriptive statistics
of the log of the minimum angle of resolution (logMAR)
were computed as appropriate [11]. Statistical analysis
was performed with STATA 8.0 statistical software
(StataCorp, College Station, TX, USA). significant (p = 0.791, Chi-square test). Results Table 1 The baseline features of the two study groups
Continuous variables
NDR group
(n = 146)
NNDR group
(n = 145)
p
mean ± SD
mean ± SD
Age (years)
75.4 ± 7.2
75.8 ± 7.0
0.584MWW
BCVA prior to
phacoemulsification (logMAR)
0.59 ± 0.13
0.63 ± 0.14
0.193MWW
Categorical and ordinal
variables
N (%)
N (%)
Sex (male)
73 (50.0)
79 (54.5)
0.444C
Current smoking (yes)
24 (16.4)
20 (13.8)
0.529C
Hypertension (yes)
104 (71.2)
113 (77.9)
0.190C
Diabetes mellitus (yes)
24 (16.4)
23 (15.9)
0.894C
Diabetic retinopathy (yes)
14 (9.6)
11 (7.5)
0.530C
Glaucoma (yes)
13 (8.9)
17 (11.7)
0.429C
Pseudoexfoliation (yes)
44 (30.1)
35 (24.1)
0.250C
Age-related macular
degeneration (yes)
11 (7.5)
10 (6.9)
0.834C
MWWp-value derived from Mann–Whitney-Wilcoxon test for independent
samples, Cp-value derived from Pearson’s chi-square, Fp-value derived from Table 1 The baseline features of the two study groups Methods Two patients
(one in the NDR group and one in the NNDR group)
presented with coexistent corneal abrasion and punctu-
ate epitheliopathy; as a result, the total number of com-
plications in the NDR and NNDR group were nine and
ten, respectively. Worthy of note, regarding NDR group, all complica-
tions appearing in Table 2 became evident on next-day
review, except for allergy to postoperative treatment
which prompted patients to seek non-scheduled medical
consultation (see below). With respect to NNDR group,
all complications had become evident prior to post-
operative day 14, either at the scheduled visit or at a
non-scheduled consultation (two patients, see below). Results The study design, as well as the randomization of
patients in the two groups, is depicted in the respective
flow chart (Figure 1). Table 1 represents the baseline
demographic, clinical features and lifestyle habits of the
study groups. The postoperative complications with their
statistical significance are illustrated in Table 2. Of the
146 patients randomized to NDR group, eight (5.5%;
95%CI: 2.4%-10.5%) developed a postoperative complica-
tion vs. nine (6.2%; 95%CI: 2.9%-11.5%) of 145 patients
in the NNDR group. The difference was not statistically Concerning the three outcomes of the study, no statis-
tically significant differences were noted (Table 3). The
percentage of patients seeking non-scheduled medical
consultation up to postoperative day 14 was minimal in
both
groups;
accordingly,
the
frequency
of
any
inflammation-related sign was scarce on postoperative
day 28. It is worth mentioning that the underlying cause
in all three patients seeking non-scheduled medical con-
sultation up to postoperative day 14 in NDR group was
allergy to postoperative treatment (allergy emerged on
postoperative day 2 for two patients and on postoperative
day 3 for one patient); on the contrary, the underlying
cause for the respective two cases in NNDR group was
corneal abrasion (the two patients sought non-scheduled
medical consultation due to pain on postoperative day 5
and 9, respectively). BCVA on postoperative day 28 did
not exhibit statistically significant difference between the
two groups (0.06 ± 0.08 vs. 0.06 ± 0.06 for NDR and
NNDR respectively, p = 0.859, MWW). Of note, the
agreement between the two examiners was 100%, regard-
ing the assessment at day 14 and day 28. Discussion The principal message of this study is that the first post-
operative day review could be omitted after uneventful Page 4 of 5 Chatziralli et al. BMC Research Notes 2012, 5:333
http://www.biomedcentral.com/1756-0500/5/333 Table 3 Frequency of the study outcomes in the two
study groups
Categorical outcomes
NDR group
NNDR group
p
N(%)
Seeking non-scheduled
medical consultation up
to postoperative
day 14
3 (2.1)
2 (1.4)
>0.999F
Presence of any
inflammation-related sign
on postoperative day 28
2 (1.4)
2 (1.4)
>0.999F
Continuous outcome
mean ± SD
BCVA on postoperative day 28
8.77 ± 1.27
8.85 ± 1.13
0.859MWW
Fp-value derived from Fisher’s exact test, MWWp-value derived from
Mann–Whitney-Wilcoxon test for independent samples. Table 3 Frequency of the study outcomes in the two
study groups be educated in postoperative care and drop installation
[3,8]. Nevertheless,
severe
complications,
such
as
endophthalmitis and retinal detachment, are rare and
not necessarily detected on the first postoperative day
[3,4,8], as our study also suggests. As a result, it seems
better to have a review on postoperative day 3 to 4 in-
stead of first postoperative day review. It is also import-
ant to ensure that all patients might easily have access to
eye care providers postoperatively at any time, so as to
be appropriately advised if they have any discomfort or
sight-threatening symptom. A meaningful limitation of this study that should be
declared pertains to the design of the study. A blind
(masked) assessment at day 14 and 28 was not feasible,
as the team of surgeons performing the phacoemulsifica-
tion procedure were essentially the same as the evalu-
ation team. Nevertheless, it should be stressed that two
independent examiners evaluated the patients with 100%
agreement, a fact pointing to the rather negligible effect
mediated by the non-blind evaluation. phacoemulsification cataract surgery. The frequency of
serious complications detected on the first postoperative
day was low and there was no statistically significant dif-
ference
between
the
two
groups
concerning
non-
scheduled consultation, inflammation-related signs or
postoperative complications. Moreover, BCVA seems
not to be affected by the first day postoperative review,
as Tinley et al. have also noted [4]. Author details
1 1Department of Ophthalmology, General Hospital of Veroia, Veroia, Greece. 2Department of Epidemiology and Biostatistics, Medical School, National
University of Athens, Athens, Greece. 328, Papanastasiou street, Agios
Dimitrios,, 17342, Athens, Greece. Conclusion In conclusion, this study indicates that first postopera-
tive day review could be omitted in cases of uneventful
phacoemulsification cataract surgery, supplemented by
patients-initiated review in the interim. Regarding complications, iris prolapse is rare after
small incision cataract surgery and is thought to be asso-
ciated with poor wound construction or postoperative
manipulation [8]. Allergy to postoperative treatment is
not a vision-threatening complication and can be pre-
dicted based on a thorough medical history [12]. With
respect to corneal abrasion, pain was the symptom that
led patients to seek non-scheduled advice, when first
postoperative day review had been withdrawn. Pain may
be indeed an alarming sign for punctuate epitheliopathy
as well [13]. Worthy of note, the meaningful triad of
inflammation-related signs i.e., corneal edema, Tyndall
effect, conjunctival hyperemia seemed to follow the
same trend in both groups [10]. Received: 5 February 2012 Accepted: 27 June 2012
Published: 27 June 2012 Received: 5 February 2012 Accepted: 27 June 2012
Published: 27 June 2012 Abbreviations BCVA: Best corrected visual acuity; NDR: Next day review; NNDR: No next day
review; MWW: Mann–Whitney-Wilcoxon. Competing interests Competing interests
The authors declare that they have no competing interests. Authors’ contributions Overall, the most frequent postoperative complication
in our study was elevated intraocular pressure. This is in
agreement with the findings of previous investigations
[3,7,8]. Interestingly, Dinakaran et al. highlighted that
first postoperative day review is necessary, so as to check
intraocular pressure [7]. However, it has been shown
that the postoperative rise in intraocular pressure is
transient as its peak occurs between 3 and 6 hours post-
operatively [14]. Of note, intraocular pressure elevation
is more common in the subset of patients with coexist-
ing glaucoma and can be prevented by using prophylac-
tic topical intraocular pressure lowering agents [3,15,16]. Taken as whole, first postoperative day review may offer
little to the reduction of intraocular pressure. IC conceived the idea of the study, designed the study, collected data and
drafted the manuscript. TS performed the statistical analysis and drafted the
manuscript. EK collected data and revised critically the manuscript. LP
conceived the idea of the study and revised critically the manuscript. All
authors read and approve the final manuscript. Received: 5 February 2012 Accepted: 27 June 2012
Published: 27 June 2012 References 1. Forooghian F, Agrón E, Clemons TE, Ferris FL 3rd, Chew EY, Age-Related Eye
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Cite this article as: Chatziralli et al.: First postoperative day review after
uneventful phacoemulsification cataract surgery: Is it necessary?. BMC
Research Notes 2012 5:333. Submit your next manuscript to BioMed Central
and take full advantage of:
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• Research which is freely available for redistribution
Submit your manuscript at
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and take full advantage of:
• Convenient online submission
• Thorough peer review
• No space constraints or color figure charges
• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
• Thorough peer review
• No space constraints or color figure charges
• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
Submit your manuscript at
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and take full advantage of: • Convenient online submission
|
https://openalex.org/W2250376026
|
https://aclanthology.org/W14-4202.pdf
|
English
| null |
Learning from a Neighbor: Adapting a Japanese Parser for Korean Through Feature Transfer Learning
| null | 2,014
|
cc-by
| 8,194
|
Abstract minimal human supervision. Dependency parsing
can handle long-distance relationships and coor-
dination phenomena very well, and has proven to
be very effective for parsing free-order languages
such as Korean and Japanese (K¨ubler et al., 2009). We present a new dependency parsing
method for Korean applying cross-lingual
transfer learning and domain adaptation
techniques. Unlike existing transfer learn-
ing methods relying on aligned corpora or
bilingual lexicons, we propose a feature
transfer learning method with minimal su-
pervision, which adapts an existing parser
to the target language by transferring the
features for the source language to the tar-
get language. Specifically, we utilize the
Triplet/Quadruplet Model, a hybrid pars-
ing algorithm for Japanese, and apply a
delexicalized feature transfer for Korean. Experiments with Penn Korean Treebank
show that even using only the transferred
features from Japanese achieves a high
accuracy (81.6%) for Korean dependency
parsing. Further improvements were ob-
tained when a small annotated Korean cor-
pus was combined with the Japanese train-
ing corpus, confirming that efficient cross-
lingual transfer learning can be achieved
without expensive linguistic resources. Most statistical parsing methods rely on anno-
tated corpora labeled with phrase structures or
dependency relationships, but it is very expen-
sive to create a large number of consistent anno-
tations. Recently, treebanks have become avail-
able for many languages such as English, Ger-
man, Arabic, and Chinese. However, the pars-
ing results on these treebanks vary a lot depend-
ing on the size of annotated sentences and the type
of annotations (Levy and Manning, 2003; Mc-
Donald et al., 2013). Further, many languages
lack annotated corpus, or the size of the anno-
tated corpus is too small to develop a reliable sta-
tistical method. To address these problems, there
have been several attempts at unsupervised pars-
ing (Seginer, 2007; Spitkovsky et al., 2011), gram-
mar induction (Klein and Manning, 2004; Naseem
et al., 2010), and cross-lingual transfer learning
using annotated corpora of other languages (Mc-
Donald et al., 2011). However, the accuracies of
unsupervised methods are unacceptably low, and
results from cross-lingual transfer learning show
different outcomes for different pairs of languages,
but, in most cases, the parsing accuracy is still low
for practical purposes. A recent study by McDon-
ald et al. (2013) concludes that cross-lingual trans-
fer learning is beneficial when the source and tar-
get languages were similar. Abstract In particular, it reports
that Korean is an outlier with the lowest scores
(42% or less in UAS) when a model was trained
from European languages. Learning from a Neighbor: Adapting a Japanese Parser for Korean
through Feature Transfer Learning Youngja Park
IBM Research - T.J.Watson Research Center
Yorktown Heights, NY, USA
young park@us.ibm.com Hiroshi Kanayama
IBM Research - Tokyo
Koto-ku, Tokyo, Japan
hkana@jp.ibm.com Dongmook Yi
Korea Software Solutions Laboratory, IBM Korea
Gangnam-gu, Seoul, Korea
dmyi@kr.ibm.com Dongmook Yi
Korea Software Solutions Laboratory, IBM Korea
Gangnam-gu, Seoul, Korea
dmyi@kr.ibm.com Yuta Tsuboi
IBM Research - Tokyo
Koto-ku, Tokyo, Japan
yutat@jp.ibm.com Yuta Tsuboi
IBM Research - Tokyo
Koto-ku, Tokyo, Japan
yutat@jp.ibm.com Language Technology for Closely Related Languages and Language Variants (LT4CloseLang), pages 2–12,
October 29, 2014, Doha, Qatar. c⃝2014 Association for Computational Linguistics 2.1
Parsing for Korean Since Korean is a morphologically-rich language,
many efforts for Korean parsing have focused
on automatically extracting rich lexical informa-
tion such as the use of case frame patterns for
the verbs (Lee et al., 2007), the acquisition of
case frames and nominal phrases from raw cor-
pora (Park et al., 2013), and effective features
from phrases and their neighboring contexts (Choi
and Palmer, 2011). Recently, Choi et al. (2012)
discussed the transformation of eojeol-based Ko-
rean treebank to entity-based treebank to effec-
tively train probabilistic CFG parsers. We apply
similar techniques as in (Choi et al., 2012) to miti-
gate the differences between Korean and Japanese
syntactic structures. We exploit many similarities between the two
languages, such as the head-final structure, the
noun to verb modification via case and topic mark-
ers, and the similar word-order constraints. It was
reported that the mapping of the grammar formal-
ism in the language pair was relatively easy (Kim
et al., 2003b; Kim et al., 2003a). However, as the
two languages are classified into independent lan-
guage families (Gordon and Grimes, 2005), there
are many significant differences in their morphol-
ogy and grammar (especially in the writing sys-
tems), so it is not trivial to handle the two lan-
guages in a uniform way. Chung
and
Rim
(2003)
applied
the
Triplet/Quadruplet Model for Korean parsing
as done in our work. They reported that the model
performed well for long-distance dependencies,
but, in their experiments, the number of modi-
fication candidates was not effectively reduced
(only 91.5% of phrases were in one of the three
positions, while it was 98.6% in Kanayama’s
work for Japanese). In this paper, we introduce
more sophisticated grammatical knowledge and
heuristics to have similar dependency distribu-
tions in the two languages. Smith and Smith
(2004) attempted a bilingual parsing for English
and Korean by combining statistical dependency
parsers, probabilistic context-free grammars, and
word translation models into a unified framework
that jointly searches for the best English parse,
Korean parse and word alignment. However, we
utilize an existing parser and align the features
from the source language to the features for
the target language, and, thus, our method is
applicable to situations where there is no aligned
corpora or word translation models. 1
Introduction Motivated by increasing demands for advanced
natural language processing (NLP) applications
such as sentiment analysis (Pang et al., 2002;
Nasukawa and Yi, 2003) and question answer-
ing (Kwok et al., 2001; Ferrucci et al., 2010), there
is a growing need for accurate syntactic parsing
and semantic analysis of languages, especially for
non-English languages with limited linguistic re-
sources. In this paper, we propose a new depen-
dency parsing method for Korean which requires In this paper, we present a new cross-lingual 2 the delexicalized feature transfer method enables
the algorithm applicable to any two languages that
have similar syntactic structures. transfer learning method that learns a new model
for the target language by transferring the fea-
tures for the source language. Unlike other ap-
proaches which rely on aligned corpora or a
bilingual lexicon, we learn a parsing model for
Korean by reusing the features and annotated
data used in the Japanese dependency parsing,
the Triplet/Quadruplet Model (Kanayama et al.,
2000), which is a hybrid approach utilizing both
grammatical knowledge and statistics. 2.1
Parsing for Korean We show the Triplet/Quadruplet Model is suit-
able for bilingual transfer learning, because the
grammar rules and heuristics reduce the number
of modification candidates and can mitigate the
differences between two languages efficiently. In
addition, this model can handle the relationships
among the candidates as a richer feature space,
making the model less dependent upon the lexi-
cal features of the content words that are difficult
to align between the two languages. Similarly to
the delexicalized parsing model in (McDonald et
al., 2011), we transfer only part-of-speech infor-
mation of the features for the content words. We
create new mapping rules to extract syntactic fea-
tures for Korean parsing from the Japanese anno-
tated corpus and refine the grammar rules to get
closer modification distributions in two languages. Our experiments with Penn Korean Tree-
bank
(Han
et
al.,
2002)
confirm
that
the
Triplet/Quadruplet Model adapted for Korean out-
performs a distance-based dependency parsing
method, achieving 81.6% accuracy when no an-
notated Korean corpus was used. Further perfor-
mance improvements were obtained when a small
size of annotated Korean corpus was added, con-
firming that our algorithm can be applied with-
out more expensive linguistic resources such as an
aligned corpora or bilingual lexicons. Moreover, 2.2
Transfer learning and domain adaptation Figure 1: An example of dependency structures of a Korean sentence “아내가산프랑스의여행가방
을친구에게보이고싶다.” (‘(I) want to show the French travel bag which (my) wife bought to (my)
friend’). Each box corresponds to a Korean phrasal unit eojeol. 妻が
妻/n が/pc
買った
買/v た/aux
フランスの
フランス/np の/pn
旅行かばんを
旅行/n かばん/n を/pc
友達に
友達/n に/pc
見せたい。
見せ/v たい/aux 。/
‘wife-NOM’
‘buy-PAST’ ‘France-GEN’
‘travel bag-ACC’
‘friend-DAT’
‘want to show’
b1
b2
b3
b4
b5
b6
? ? ? ? ? Figure 2: A dependency structure of a Japanese sentence which corresponds to the Korean sentence in
Figure 1, “妻が買ったフランスの旅行かばんを友達に見せたい。”. Each box corresponds to a Japanese
phrasal unit bunsetsu. Figure 2: A dependency structure of a Japanese sentence which corresponds to the Korean sentence in
Figure 1, “妻が買ったフランスの旅行かばんを友達に見せたい。”. Each box corresponds to a Japanese
phrasal unit bunsetsu. of the features trained by source, by target, and by
combined domains. syntactic parsing, where a parsing model for a tar-
get language is learned from linguistic resources
in one or more different languages (Hwa et al.,
2005; Zeman and Resnik, 2008; McDonald et al.,
2011; Durrett et al., 2012; Georgi et al., 2012;
Naseem et al., 2012). McDonald et al. (2011)
proposed a delexicalized parsing model for cross-
lingual dependency parsing and demonstrated that
a high accuracy parsing was achieved for Indo-
European languages where significant amount of
parallel texts exist. However, in more recent work,
McDonald et al. (2013) showed that, unlike trans-
fer learning within close language families, build-
ing a Korean parser from European languages was
not successful with a very low accuracy. Durrett
et al. (2012) and Georgi et al. (2012) show that
transfer parsing can be improved when additional
bilingual resources are available, such as bilingual
dictionaries and parallel corpora of glossed texts
respectively. 2.2
Transfer learning and domain adaptation Recently, transfer learning has attracted much at-
tention, as it can overcome the lack of training
data for new languages or new domains for both
classification and regression tasks (Pan and Yang,
2010). Transfer learning has also been applied to 3 아내가
아내/NNC 이/PCA
산
사/VV 은/EAN
프랑스의
프랑스/NPR 의/PAN
여행
여행/NNC
가방을
가방/NNC 을/PCA
친구에게
친구/NNC 에게/PAD
보이고
보이/VV 고/ECS
싶다
싶/VX 다/EFN
.
./SFN
‘wife-NOM’
‘buy-PAST’ ‘France-GEN’
‘travel’
‘bag-ACC’
‘friend-DAT’
‘show’
‘want’
‘.’
e1
e2
e3
e4
e5
e6
e7
e8
e9
? ? ? ? ? ? ? ? Figure 1: An example of dependency structures of a Korean sentence “아내가산프랑스의여행가방
을친구에게보이고싶다.” (‘(I) want to show the French travel bag which (my) wife bought to (my)
friend’). Each box corresponds to a Korean phrasal unit eojeol. 妻が
妻/n が/pc
買った
買/v た/aux
フランスの
フランス/np の/pn
旅行かばんを
旅行/n かばん/n を/pc
友達に
友達/n に/pc
見せたい。
見せ/v たい/aux 。/
‘wife-NOM’
‘buy-PAST’ ‘France-GEN’
‘travel bag-ACC’
‘friend-DAT’
‘want to show’
b1
b2
b3
b4
b5
b6
? ? ? ? ? Figure 2: A dependency structure of a Japanese sentence which corresponds to the Korean sentence in
Figure 1, “妻が買ったフランスの旅行かばんを友達に見せたい。”. Each box corresponds to a Japanese
phrasal unit bunsetsu. 아내가
아내/NNC 이/PCA
산
사/VV 은/EAN
프랑스의
프랑스/NPR 의/PAN
여행
여행/NNC
가방을
가방/NNC 을/PCA
친구에게
친구/NNC 에게/PAD
보이고
보이/VV 고/ECS
싶다
싶/VX 다/EFN
.
./SFN
‘wife-NOM’
‘buy-PAST’ ‘France-GEN’
‘travel’
‘bag-ACC’
‘friend-DAT’
‘show’
‘want’
‘.’
e1
e2
e3
e4
e5
e6
e7
e8
e9
? ? ? ? ? ? ? ? Figure 1: An example of dependency structures of a Korean sentence “아내가산프랑스의여행가방
을친구에게보이고싶다.” (‘(I) want to show the French travel bag which (my) wife bought to (my)
friend’). Each box corresponds to a Korean phrasal unit eojeol. 아내가
아내/NNC 이/PCA
산
사/VV 은/EAN
프랑스의
프랑스/NPR 의/PAN
여행
여행/NNC
가방을
가방/NNC 을/PCA
친구에게
친구/NNC 에게/PAD
보이고
보이/VV 고/ECS
싶다
싶/VX 다/EFN
.
./SFN
‘wife-NOM’
‘buy-PAST’ ‘France-GEN’
‘travel’
‘bag-ACC’
‘friend-DAT’
‘show’
‘want’
‘.’
e1
e2
e3
e4
e5
e6
e7
e8
e9
? ? ? ? ? ? ? ? Figure 1: An example of dependency structures of a Korean sentence “아내가산프랑스의여행가방
을친구에게보이고싶다.” (‘(I) want to show the French travel bag which (my) wife bought to (my)
friend’). Each box corresponds to a Korean phrasal unit eojeol. 3
Dependency Structures of Korean and
Japanese A dependency structure in Korean is typically an-
alyzed in terms of eojeol units, a basic phrase
that consists of a content word agglutinated with
optional functional morphemes such as postposi-
tional particles or endings for verbs. Figure 1
shows an example Korean sentence with the de-
pendencies between the eojeols indicated by ar-
rows. Figure 2 illustrates the dependency struc-
ture between the bunsetsus in Japanese that cor-
responds to the Korean structure in Figure 1. As
these figures show, the syntactic structures are
quite similar in these languages: All of the de-
pendencies are directed from left to right, and the
postpositional particles determine if the content
word modifies a verb (“가” in e1 and “が” in b1)
or a noun (“의” in e3 and “の” in b3). The eojeols
in Korean roughly correspond to the bunsetsus in
Japanese. In the remainder of this paper, we de-
note both an eojeol or a bunsetsu as a ‘PU’ (phrasal
unit) when distinction is not needed. Our method does not require such resources and
does not have restrictions on the sentence type that
can be parsed. Instead, we use a mixture of a
small corpus in a target language (i.e., Korean) and
a larger corpus of a source language (Japanese). This task is similar to domain adaptation, and our
objective is to outperform the training model built
on each language separately. To avoid the loss of
accuracy due to the differences between two do-
mains, we apply the domain adaptation technique
proposed by Daum´e III (2007) which duplicates
the feature space into three categories with each While Korean and Japanese have similar syn-
tactic structures, the two languages have many dif-
ferences. The eojeols in Korean are separated by
white space, while the bunsetsus in Japanese are
not. Further, the statistics show several differences
in the two languages. Table 1 compares a Korean
corpus, Penn Korean Treebank (henceforth KTB) 4 Table 1: Statistics of Korean and Japanese corpora. 3
Dependency Structures of Korean and
Japanese The Japanese pars-
ing method that will be described in the next sec-
tion exploits these characteristics, which we apply
to Korean parsing. An analysis of the EDR corpus shows that
98.6% of the correct dependencies are either the
nearest PU, the second nearest PU, or the farthest
PU from the modifier (more details in Table 4(a)). Therefore, the model can be simplified by restrict-
ing the candidates to these three candidates and
by ignoring the other PUs with a small sacrifice
(1.4%) of parsing accuracy. 4
Triplet/Quadruplet Model Let u be a modifier PU in question, cun the u’s n-
th modification candidate PU, Φu and Ψcun the at-
tributes of u and cun, respectively. Then the prob-
ability that u modifies its n-th candidate is calcu-
lated by the triplet equation (1) or the quadruplet
equation (2) when u has two or three candidates,
respectively 1. This section describes the Triplet/Quadruplet
Model (Kanayama et al., 2000) which was origi-
nally designed for Japanese parsing. First, we re-
view the two main ideas of the model – restriction
of modification candidates and feature selection
for probability calculation. Then, we describe how
we apply the Triplet/Quadruplet Model to Korean
parsing in Section 4.3. P(u →cun) = P(n | Φu, Ψcu1, Ψcu2)
(1)
P(u →cun) = P(n | Φu, Ψcu1, Ψcu2, Ψcu3) (2) (1) 3
Dependency Structures of Korean and
Japanese KTB (Korean)
EDR (Japanese)
Average number of characters (except for whitespace) per sentence
73.7
28.0
Average number of PUs per sentence
25.5
8.53
Average number of morphemes per PU
1.83
2.86
Ratio of modification to the next PU
70.0%
61.8% KTB (Korean)
EDR (Japanese)
Average number of characters (except for whitespace) per sentence
73.7
28.0
Average number of PUs per sentence
25.5
8.53
Average number of morphemes per PU
1.83
2.86
Ratio of modification to the next PU
70.0%
61.8%
Table 2: Simplified examples of Japanese grammar rules. Rightmost morpheme of the modifier PU
Conditions for the modified PUs
postpositional “を” wo (accusative)
verb, adjective
postpositional “の” no (genitive, nominative)
noun, verb, adjective
postpositional “と” to (conjunctive)
noun, verb, adjective, adverb “一緒に” isshoni (‘together’)
adverb
verb, adjective, adverb, copula Table 2: Simplified examples of Japanese grammar rules. that determine whether a PU can modify each PU
to its right in a sentence. The main goal of the
grammar rules is to maximize the coverage, and
the rules are simple describing high-level syntac-
tic dependencies, and, thus, the rules can be eas-
ily created without worrying about the precision
or contradictory rules. The statistical information
is later used to select the right rules for a given
sentence to produce an accurate parsing result. Ta-
ble 2 shows several grammar rules for Japanese, in
which the modified PUs are determined depend-
ing on the conditions of the rightmost morpheme
in the modifier PU. (Han et al., 2002), and a Japanese corpus, EDR
Corpus (EDR, 1996). Both corpora consist of
word-level bracketed constituents, so they are con-
verted into PU-level dependency structures using
the method described in Choi and Palmer (2011). Though both corpora consist mainly of newspaper
or magazine articles, the sentences are not aligned
with each other, so the statistics show the compar-
isons of the two corpora, rather than the theoret-
ical comparisons of the two languages. However,
we can see that Korean sentences tend to be longer
than Japanese sentences both in terms of the num-
ber of characters and PUs. More eojeols modify an
adjacent eojeol in Korean than in Japanese. For in-
stance, e1, e4, e6, e7, and e8 modify the next eojeol
in Figure 1, but only b1, b3, and b5 modify the next
bunsetsu in Figure 2. Those differences suggest
some of the difficulties in applying the Japanese
dependency model to Korean. 1It is trivial to show that P(u →cu1) = 1, when u has
only one candidate. 4.1
Restriction of modification candidates The Triplet/Quadruplet Model utilizes a small
number (about 50) of hand-crafted grammar rules 1It is trivial to show that P(u →cu1) = 1, when u has
only one candidate. 5 Table 3: Simplified examples of Korean grammar rules. Table 3: Simplified examples of Korean grammar rules. ab e 3: S
p
ed e a p es o
o ea g a
a
u es. Rightmost morpheme of the modifier PU
Conditions for the modified PUs
PCA,PCJ,PAD,PAU (postpositional particles)
V* (verb, adjective or auxiliary), CO (copula)
EAN (nominal verb ending e.g. “은” eun)
N* (noun)
ADV (adverb), ADC (conjunction)
N* (noun), V* (verb, adjective or auxiliary), ADV (adverb), ADC (conjunction)
postpositional “과” gwa (conjunctive)
N* (noun), V* (verb, adjective or aux), adverb “함께” hamkke (‘together’)
N* (noun)
N* (noun), V* (verb, adjective or auxiliary) Rightmost morpheme of the modifier PU
Conditions for the modified PUs Table 4: Distribution (percentage) of the position of the correct modified PU among the candidate PUs
selected by the initial grammar rules. The column ‘Sum’ shows the coverage of the 1st, 2nd and last
PUs. The EDR corpus was used for Japanese, and the KTB was used for Korean in this analysis. Table 4: Distribution (percentage) of the position of the correct modified PU among the candidate PUs
selected by the initial grammar rules. The column ‘Sum’ shows the coverage of the 1st, 2nd and last
PUs. The EDR corpus was used for Japanese, and the KTB was used for Korean in this analysis. (b) Korean (with the initial grammar)
# of Candidates
Ratio
1st
2nd
Last
Sum
1
10.5
100.0
−
−
100.0
2
11.4
85.9
14.1
−
100.0
3
10.4
76.2
13.4
10.4
100.0
4
9.3
74.7
11.3
8.0
93.9
≥5
58.4
75.5
10.0
4.9
90.5
Total
100
−
−
−
93.9 (a) Japanese
# of Candidates
Ratio
1st
2nd
Last
Sum
1
32.7
100.0
−
−
100.0
2
28.1
74.3
26.7
−
100.0
3
17.5
70.6
12.6
16.8
100.0
4
9.9
70.4
11.1
13.8
95.3
≥5
11.8
70.2
11.1
10.5
91.9
Total
100
−
−
−
98.6 These probabilities are estimated by the maxi-
mum entropy method with a feature set to express
Φ and Ψ. 4.1
Restriction of modification candidates Assuming the independence of those
modifications, the probability of the dependency
tree for an entire sentence P(T) is calculated as
the product of the probabilities of all of the depen-
dencies in the sentence using beam search to max-
imize P(T) under the constraints of the projected
structure. the modifications. Second, the probability of each
modification is calculated based on the relative po-
sitions of the candidates, instead of the distance
from the modifier PU in the surface sentence, and,
thus, the model is more robust. 4.3
Korean dependency parsing with the
Triplet/Quadruplet Model We design the Korean parser by adapting the
Triplet/Quadruplet Model based on the analogous
characteristics of Japanese and Korean. First, we
created the Korean grammar rules for generating
candidate modified PUs by modifying the rules
for Japanese shown in Table 2 for Korean. The
rule set, containing fewer than 50 rules, is sim-
ple enough to be created manually, because the
rules simply describe possible dependencies, and
Japanese phenomena are good hints for Korean
phenomena. Table 3 shows some examples of the
rules for Korean based on the POS schema used in
the KTB corpus. We did not automatically extract
the rules from the annotated corpora so that the
rules are general and independent of the training
corpus. Nonetheless, 96.6% of the dependencies
in KTB are covered by the grammar rules. The re-
maining dependencies (3.4%) not covered by the
rule set are mainly due to rare modifications and
may indicate inconsistencies in the annotations,
so we do not seek any grammar rules to achieve
nearly 100%. P(T) ≃
∏
u
P(u →cun)
(3) (3) In comparison, a traditional statistical parser
(Collins, 1997) uses Equation (4) to calculate the
probability of u modifying t. In comparison, a traditional statistical parser
(Collins, 1997) uses Equation (4) to calculate the
probability of u modifying t. P(u →t) = P(True | Φu, Ψt, ∆u,t)
(4) (4) We call the model based on Equation (4) the Dis-
tance Model, since ∆u,t (the distance between u
and t) is typically used as the key feature. Though
other contextual information, in addition to the at-
tributes of u and t, can be added, the model calcu-
lates the probabilities of the dependencies between
u and t independently and thus often fails to incor-
porate appropriate contextual information. We call the model based on Equation (4) the Dis-
tance Model, since ∆u,t (the distance between u
and t) is typically used as the key feature. Though
other contextual information, in addition to the at-
tributes of u and t, can be added, the model calcu-
lates the probabilities of the dependencies between
u and t independently and thus often fails to incor-
porate appropriate contextual information. Equations (1) and (2) have two major advan-
tages over the Distance Model: First, all the at-
tributes of the modifier and its candidates can be
handled simultaneously. 4.3
Korean dependency parsing with the
Triplet/Quadruplet Model The combination of those
attributes helps the model to express the context of 6 아내가(‘wife-NOM’)
산(‘buy’)
보이고(‘show’)
싶다(‘want’)
e1
e2
e7
e8
? ? ? ⟨1⟩NNC (common noun)
⟨2⟩PCA (postpositional)
⟨3⟩“이” (‘-NOM’)
⟨5⟩VV (verb)
⟨7⟩EAN (adnominal ending)
⟨8⟩“은” (past adnominal)
⟨5⟩VV (verb)
⟨7⟩ECS (ending)
⟨8⟩“고” (conjunctive)
⟨5⟩VX (auxiliary)
⟨7⟩EFN (final ending)
⟨8⟩“다” (predicative)
Figure 3: The features used to select the modified PU of e1 among its three candidates. The full sentence
of this example is shown in Figure 1. The numbers in brackets correspond to the feature IDs in Table 5. Figure 3: The features used to select the modified PU of e1 among its three candidates. The full sentence
of this example is shown in Figure 1. The numbers in brackets correspond to the feature IDs in Table 5. Table 5: The features to express attributes of a modifier and modification candidates. Feature set ID
Description
⟨1⟩
PoS of the head morpheme of the modifier
⟨2⟩
PoS of the last morpheme of the modifier
⟨3⟩
Lex of the postpositional or endings of the modifier
⟨4⟩
Lex of the adverb of the modifier
⟨5⟩
PoS of the head morpheme of the modification candidate
⟨6⟩
Lex of the head morpheme of the modification candidate
⟨7⟩
PoS of the last morpheme of the modification candidate
⟨8⟩
Lex of the postpositional or endings of the modification candidate
⟨9⟩
Existence of a quotation expression “다고” dago or “라고” rago
⟨10⟩
Number of “은” eun (TOPIC marker) between the modifier and modification candidate
⟨11⟩
Number of commas between the modifier and modification candidate
combination
⟨1⟩× ⟨5⟩
/
⟨2⟩× ⟨5⟩
/
⟨2⟩× ⟨7⟩
/
⟨3⟩× ⟨5⟩
/
⟨3⟩× ⟨8⟩ Table 5: The features to express attributes of a modifier and modification candidates. Table 5: The features to express attributes of a modifier and modification candidates. 4.3
Korean dependency parsing with the
Triplet/Quadruplet Model Feature set ID
Description
⟨1⟩
PoS of the head morpheme of the modifier
⟨2⟩
PoS of the last morpheme of the modifier
⟨3⟩
Lex of the postpositional or endings of the modifier
⟨4⟩
Lex of the adverb of the modifier
⟨5⟩
PoS of the head morpheme of the modification candidate
⟨6⟩
Lex of the head morpheme of the modification candidate
⟨7⟩
PoS of the last morpheme of the modification candidate
⟨8⟩
Lex of the postpositional or endings of the modification candidate
⟨9⟩
Existence of a quotation expression “다고” dago or “라고” rago
⟨10⟩
Number of “은” eun (TOPIC marker) between the modifier and modification candidate
⟨11⟩
Number of commas between the modifier and modification candidate
combination
⟨1⟩× ⟨5⟩
/
⟨2⟩× ⟨5⟩
/
⟨2⟩× ⟨7⟩
/
⟨3⟩× ⟨5⟩
/
⟨3⟩× ⟨8⟩ 5
Adaptation for Bilingual Transfer
Learning Table 4(a) and (b) show the distribution of the
numbers of candidate PUs and the position of the
correct modified PUs obtained from the analysis
of the EDR corpus and the KTB corpus respec-
tively. As we can see, the first candidate is pre-
ferred in both languages, but the preference of the
nearer candidate is stronger in Korean. For in-
stance, when there are more than one candidates,
the probability that the first candidate is the cor-
rect one is 78% for Korean but 71% for Japanese. Further, when there are more than 2 candidates,
Japanese prefers the last candidate, while Korean
prefers the second candidate. Based on the analy-
sis results, the number of modification candidates
is restricted to at most three (the first, second and
last candidates) for Korean as well. In
Section
4.3,
we
explained
how
the
Triplet/Quadruplet
Model
can
be
used
for
Korean. In this section, we describe the feature
adaption techniques in more detail and investigate
if the new model with transferred features works
well when a small amount of annotated corpus for
the target language is provided. Further, we study
if we can leverage the annotated corpus for the
source language in addition to the parsing model
and train a model for the target language using the
training data for the source language. 5.1
Feature Transfer With the assumption that Korean and Japanese
have similar syntactic dependencies, we adopt
the delexicalized parsing model presented in Mc-
Donald et al. (2011). We transfer the part-of-
speech (POS) in the Japanese features to the POS
scheme in the KTB corpus, and translate Japanese
functional words to the corresponding functional
words in Korean. This transfer process is manda-
tory because we use the language specific POS
systems to capture language-specific dependency
phenomena, unlike other works using language
universal but coarser POS systems. The next step is to design Φu and Ψcun, which
are required in Equations (1) and (2) to choose the
correct modified PU. We converted the feature set
from the Japanese study to get the Korean features
as listed in Table 5. For example, to find the mod-
ified PU of e1 “아내가” anae-ga (’wife-NOM’) in
the sentence shown in Figure 1, the attributes of
e1 and the attributes of the three candidates, e2,
e7, and e8, are extracted as shown in Figure 3, and
their attributes are used to estimate the probability
of each candidate in Equation (2). We do not transfer lexical knowledge on con- 7 Table 6: Example of mapping rules for parts-of-speech and functional words. Japanese PoS
Korean PoS
common noun
NNC
verb
VV
adjective
VJ
nominal suffix
XSF
case particle
“で”,“に”,“へ”,“から”
PAD
others
PCA
Japanese particle
Korean particle
“を” wo (‘-ACC’)
“을” eul
“より” yori (‘from’)
“부터” buteo
“は” ha (‘-TOPIC’)
“은” eun
“も” mo (‘too’)
“도” do
“が” ga
case particle (‘-NOM’)
“이” i
conjunctive particle (‘but’)
“지만” jiman Table 6: Example of mapping rules for parts-of-speech and functional words. Japanese particle
Korean particle
“を” wo (‘-ACC’)
“을” eul
“より” yori (‘from’)
“부터” buteo
“は” ha (‘-TOPIC’)
“은” eun
“も” mo (‘too’)
“도” do
“が” ga
case particle (‘-NOM’)
“이” i
conjunctive particle (‘but’)
“지만” jiman tent words and exceptional cases, so feature sets
⟨4⟩and ⟨6⟩are not transferred. Table 6 shows
some examples of the feature transfer which han-
dle POS tags and functional words. We note that
the Korean features shown in Figure 3 are directly
extracted from Japanese corpus using those rules. and e4 is determined to modify e5 (line 3). Sub-
sequently, e3’s modifiability to e4 is rejected (line
5), and, thus, the correct modified PU of e3 is de-
termined as e5. 5.2
Adaptation of parsing rules While Japanese and Korean are similar in terms of
syntactic dependencies, there are significant dif-
ferences between the two languages in the distri-
bution of modification as shown in the Table 4(a)
and (b): In Korean, more than half of modifiers
have 5 or more candidates, while only 12% of
Japanese modifiers do. In Japanese, 98.6% of cor-
rect modified PUs are located in one of the three
positions (1st, 2nd or last), but, in Korean, the ratio
falls to 93.9% as shown in Table 4. Another ma-
jor difference of the two languages is the different
average numbers of PUs per sentence as shown in
Table 1. Korean has 25.5 PUs per sentence, while
the number is only 8.5 in Japanese. This is mainly
caused by the difference between eojeol in Korean
and bunsetsu in Japanese. In Japanese, compound
nouns and verb phrases with an auxiliary verb are
likely to form a single bunsetsu, while, in Korean,
they are split into multiple eojeols with a whites-
pace in-between. 5.1
Feature Transfer After refining the rules for com-
pound nouns and auxiliary verbs, the probability
of the correct modified PU being the 1st, 2nd or
last candidate PU increases from 93.9% to 96.3%
as shown in Table 7, and the distribution of the
candidate’s positions for Korean became closer to
the Japanese distribution shown in Table 4(a). 5.3
Learning from heterogeneous bilingual
corpora The feature transfer and rule adaptation methods
described in previous sections generate a very ac-
curate Korean parser using only a Japanese cor-
pus as shown in the first row in Table 8. The next
question is if we can leverage bilingual corpora to
further improve the accuracy, when annotated cor-
pus for the target language (Korean) is available. We note that the two corpora do not need to be
aligned and can come from different domains. To
mitigate the side effects of merging heterogeneous
training data in different languages, we apply the
domain adaptation method proposed by Daum´e III
(2007) and augment the feature set to a source
language-specific version, a target-specific version
and a general version. Specifically, a feature set x
in Table 5 is expanded as follows: These differences significantly reduce the ef-
fect of transfer learning. To address these prob-
lems, we further refine the grammar rules as in
the following. We added heuristic rules for the
Korean model to effectively reduce the number of
candidates in compound nouns which consist of a
noun sequence in multiple eojeols, and verbs or
adjectives followed by auxiliary verbs. Figure 4
shows an algorithm to reduce the number of mod-
ified PUs considering the structure of compound
nouns. In this example, both PUs e4 (“travel”) and
e5 (“bag-ACC”) can be candidate PUs for eojeol
e3. However, based on the rule in Figure 4, e4 and
e5 are considered as a compound noun (line 1), xK=< x, 0, x >
(5)
xJ=< 0, x, x >
(6) (5)
(6) (6) where xK and xJ denote the feature sets extracted
from the Korean corpus and the Japanese corpus
respectively. Then, the features specific to Korean
and Japanese get higher weights for the first part
or the second part respectively, and the character-
istics existing in both languages influence the last
part. 8 if PoS of ui’s last morpheme is N* and PoS of ui+1’s first morpheme is N*
then
ui must modify ui+1
if ui−1’s last morpheme is not “의” then ui−1 cannot modify ui+1
else ui−1 cannot modify ui
u1 to ui−2 cannot modify ui
프랑스의
프랑스/NPR 의/PAN
여행
여행/NNC
가방을
가방/NNC 을/PCA
‘France-GEN’
‘travel’
‘bag-ACC’
e3
e4
e5
? ? ? Figure 4: Heuristic rules to reduce the number of modification candidates surrounding compound nouns
in Korean. 6
Experiments In this section, we validate the effectiveness of
learning a Korean parser using the feature transfer
learning from the Japanese parser and compare the
Korean model with other baseline cases. We also
compare the parsing results when various sizes of
bilingual corpora were used to train the Korean
model. 5.3
Learning from heterogeneous bilingual
corpora The example in the right figure shows that candidates in the dotted lines are removed by the
heuristics. Figure 4: Heuristic rules to reduce the number of modification candidates surrounding compound nouns
in Korean. The example in the right figure shows that candidates in the dotted lines are removed by the
heuristics. Figure 4: Heuristic rules to reduce the number of modification candidates surrounding compound nouns
in Korean. The example in the right figure shows that candidates in the dotted lines are removed by the
heuristics. Table 7: Distribution of the position of correct modified PU for Korean after the refinement of the Korean
grammar rules. # of candidates
Ratio
1st
2nd
Last
Sum
1
46.4%
100.0%
−
−
100.0%
2
9.8%
79.0%
21.0%
−
100.0%
3
9.2%
75.5%
12.7%
11.8%
100.0%
4
8.0%
71.0%
11.8%
9.6%
92.4%
≥5
26.6%
70.4%
10.1%
7.8%
88.3%
Total
100%
−
−
−
96.3% stribution of the position of correct modified PU for Korean after the refinement of the Korean
les Table 7: Distribution of the position of correct modified PU for Korean after the refinement of the Korean
grammar rules. We compare the Triplet/Quadruplet Model-
based models with the Distance Model. For the
Distance Model, we used the same feature set as
in Table 5, and added the distance feature (∆u,t)
by grouping the distance between two PUs into 3
categories (1, 2 to 5, and 6 or more). The perfor-
mances are measured by UAS (unlabeled attach-
ment score), and the results of the two methods
are shown in the second column, where Japanese
Corpus Size=0, in Table 8 (a) and (b) respectively. The top leftmost cells (80.61% and 71.63%) show
the parsing accuracies without any training cor-
pora. In these cases the nearest candidate PU is
selected as the modified PU. The difference be-
tween two models suggests the effect of restriction
of modification candidates by the grammar rules. We note that the Triplet/Quadruplet Model pro-
duces more accurate results and outperforms the
Distance Model by more than 2 percentage points
in all cases. The results confirm that the method
for Japanese parsing is suitable for Korean pars-
ing. 6.1
Korean parsing using the
Triplet/Quadruplet Model First,
to
validate
the
effectiveness
of
the
Triplet/Quadruplet Model for parsing Korean, we
built eight Korean dependency parsing models us-
ing different numbers of training sentences for Ko-
rean. The KTB corpus Version 2.0 (Han et al.,
2002) containing 5,010 annotated sentences was
used in this study. We first divide the corpus into 5
subsets by putting each sentence into its (sentence
ID mod 5)-th group. We use sentences from the
first subgroup for estimating the parameters, sen-
tences from the second subgroup for testing, and
use the remaining three subgroups for training. We
built 8 models in total, using from 0 sentence up
to 3,006 sentences selected from the training set. The number of training sentences in each model
is shown in the first column in Table 8. The pa-
rameters were estimated by the maximum entropy
method, and the most preferable tree is selected
using each dependency probability and the beam
search. The test data set contains 1,043 sentences. 6.2
Results of bilingual transfer learning Next, we evaluate the transfer learning when anno-
tated sentences for Japanese were also added. Ta-
ble 8(a) shows the accuracies of our model when
various numbers of training sentences from Ko-
rean and Japanese are used. The first row shows
the accuracies of Korean parsing when the models
were trained only with the Japanese corpus, and 9 Table 8: The accuracy of Korean dependency parsing with various numbers of annotated sentences in the
two languages. † denotes that the mixture of bilingual corpora significantly outperformed (p < .05)
the parser trained with only the Korean corpus without Japanese corpus. (a) Triplet/Quadruplet Model
Japanese Corpus Size
0
2,500
5,000
10,000
Korean Corpus Size
0
80.61%
80.78%
81.23% †
81.58% †
50
82.21%
82.32%
82.40% †
82.43% †
98
82.36%
82.66% †
82.69% †
82.70% †
197
83.13%
83.18%
83.30% †
83.28%
383
83.62%
83.92% †
83.94% †
83.91% †
750
84.03%
84.00%
84.06%
84.06%
1,502
84.41%
84.34%
84.32%
84.28%
3,006
84.77%
84.64%
84.64%
84.65% (b) Distance Model
Japanese Corpus Size
0
2,500
5,000
Korean Corpus Size
0
71.63%
62.42%
54.92%
50
79.31%
79.55% †
79.54% †
98
80.53%
80.63% †
80.72% †
197
80.91%
80.84%
80.85%
383
81.86%
81.75%
81.76%
750
82.10%
81.92%
81.94%
1,502
82.50%
82.48%
82.50%
3,006
82.66%
82.57%
82.54% other rows show the results when the Korean and
Japanese corpora were mixed using the method
described in Section 5.3. proved the feature mapping, and our approach
with the domain adaptation technique (Daum´e III,
2007) successfully solved the difficulty. Table 8(b) shows the results of the Distance
Model. As we can see from the first row, using
only the Japanese corpus did not help the Dis-
tance Model at all in this case. The Distance
Model was not able to mitigate the differences be-
tween the two languages, because it does not use
any grammatical rules to control the modifiability. This demonstrates that the hybrid parsing method
with the grammar rules makes the transfer learn-
ing more effective. On the other hand, the domain
adaptation method described in (5) and (6) suc-
cessfully counteracted the contradictory phenom-
ena in the two languages and increased the accu-
racy when the size of the Korean corpus was small
(size=50 and 98). This is because the interactions
among multiple candidates which cannot be cap-
tured from the small Korean corpus were provided
by the Japanese corpus. 6.2
Results of bilingual transfer learning As we can see from the results, the bene-
fit of transfer learning is larger when the size
of the annotated corpus for Korean (i.e., target
language) is smaller. In our experiments with
Triplet/Quadruplet Model, positive results were
obtained by the mixture of the two languages when
the Korean corpus is less than 500 sentences, that
is, the annotations in the source language success-
fully compensated the small corpus of the target
language. When the size of the Korean corpus is
relatively large (≥1, 500 sentences), adding the
Japanese corpus decreased the accuracy slightly,
due to syntactic differences between the two lan-
guages. Also the effect of the corpus from the
source language tends to saturate as the size of
the source corpus, when the target corpus is larger. This is mainly because our mapping rules ignore
lexical features, so few new features found in the
larger corpus were incorrectly processed. Some of previous work reported the parsing
accuracy with the same KTB corpus; 81% with
trained grammar (Chung et al., 2010) and 83%
with Stanford parser after corpus transformation
(Choi et al., 2012), but as Choi et al. (2012) noted
it is difficult to directly compare the accuracies. When merging the corpus in two languages,
if we simply concatenate the transferred features
from the source language and the features from
the target language (instead of using the dupli-
cated features shown in Equations (5) and (6)), the
accuracy dropped from 82.70% to 82.26% when
the Korean corpus size was 98 and Japanese cor-
pus size was 10,000, and from 83.91% to 83.40%
when Korean=383. These results support that
there are significant differences in the dependen-
cies between two languages even if we have im- 6.3
Discussion The analysis of e2’s dependency in Figure 1
is
a
good
example
to
illustrate
how
the
Triplet/Quadruplet
Model
and
the
Japanese
corpus help Korean parsing. Eojeol e2 has three
modification candidates, e3, e5, and e6. In the 10 Distance Model, e3 is chosen because the distance
between the two eojeols (∆e2,e3) was 1, which
is a very strong clue for dependency. Also, in
the Triplet/Quadruplet Model trained only with
a small Korean corpus, e3 received a higher
probability than e5 and e6. However, when a
larger Japanese corpus was combined with the
Korean corpus, e5 was correctly selected as the
Japanese corpus provided more samples of the
dependency relation of
“verb-PAST” (e2) and
“common noun-ACC (을)” (e5) than that of
“verb-PAST” and “proper noun-GEN (의)” (e3). References Jinho D. Choi and Martha Palmer. 2011. Statistical
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1(11):2490–2493. As we can notice, larger contextual information
is required to make the right decision for this case,
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rules are based only on part-of-speech tags and a
small number of functional words, they are sim-
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feature transfer method utilizing a small number
of hand-crafted grammar rules that exploit syn-
tactic similarities of the source and target lan-
guages. Experimental results confirm that the fea-
tures learned from the Japanese training corpus
were successfully applied for parsing Korean sen-
tences and mitigated the data sparseness problem. The grammar rules are mostly delexicalized com-
prising only POS tags and a few functional words
(e.g., case markers), and some techniques to re-
duce the syntactic difference between two lan-
guages makes the transfer learning more effective. This methodology is expected to be applied to any
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duce the syntactic difference between two lan-
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two languages that have similar syntactic struc-
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Incisional Hernia in Subxiphoid Trocar Port in Cholecystectomized Patient
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Zenodo (CERN European Organization for Nuclear Research)
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INTRODUCTION note that the risk of developing a port hernia can vary
according to factors such as the size and number of ports used,
the type of surgery performed and the experience of the
surgeon. 6 Laparoscopic surgery is a minimal access procedure that
maintains the integrity of the abdominal wall avoiding large
abdominal incisions, so the possibility of an incisional hernia
decreases1-3 . It has also been associated with a decreased risk
of surgical site infection, postoperative pain, improved
esthetics and early return to work1 . However, as with any
new technique, it is not free of complications, the most
common being vascular and intestinal lesions2 and trocar port
incisional hernia (TIPH), which is the rarest complication
with an incidence of 0.65-6.0%4-5 . Risk factors related to the occurrence of trocar port hernias
have been described; they are divided into those associated
with the surgical technique and the patient's own
characteristics3-6 : The risk of hernia at the trocar site is higher in obese and
bariatric patients, due to their larger preperitoneal space and
elevated intra-abdominal pressure, which makes it difficult to
achieve a full-thickness closure, as well as technical
difficulties. 6,7 Laparoscopic port hernias are a rare but significant
complication
associated
with
the
performance
of
laparoscopic surgical procedures. These hernias are
characterized by protrusion of intra-abdominal structures
through the insertion sites of the ports used during
laparoscopic surgery. Despite advances in surgical technique
and port design, laparoscopic port hernias remain a clinical
challenge and can result in significant morbidity for patients. 6 Some surgeons performing minimally invasive procedures
generally do not attempt to close the fascia in defects smaller
than 10 millimeters, due to the technical difficulties
associated with closure 2; however, port size is known to be
another important risk factor, as hernias in 3 mm ports have
been reported in children. 2,6 The pathophysiology of laparoscopic port hernias involves a
combination of mechanical and biological factors. During
port insertion and manipulation, a defect is created in the
abdominal fascia, allowing tissue and organs to pass through
that site. In addition, intra-abdominal pressure during
insufflation of the gas used to create the working space in the
abdominal cavity can contribute to hernia formation. Lack of The exact incidence of laparoscopic port hernias is not clearly
defined, due in part to the lack of a universally accepted
definition and variability in monitoring and detection
methods. ABSTRACT Laparoscopic surgery is a minimal access procedure that maintains the integrity of the abdominal wall,
however, it is not exempt from complications, such as vascular and intestinal injuries and the rarest
complication: incisional hernia of the trocar port with an incidence of 0.65. -There are risk factors related
to the appearance of trocar port hernias, they are divided into those associated with the surgical technique
and the characteristics of the patient. We present a clinical case of a patient with an incisional hernia in the
laparoscopic trocar port with a subxiphoid location due to cholecystectomy, which was repaired with
polypropylene mesh. Published On:
19 July 2023 Available on:
https://ijmscr.org/ KEYWORDS: Laparoscopic cholecystectomy; incisional hernia; subxiphoid port, mesh International Journal of Medical Science and Clinical Research Studies
ISSN(print): 2767-8326, ISSN(online): 2767-8342
Volume 03 Issue 07 July 2023
Page No: 1347-1349 International Journal of Medical Science and Clinical Research Studies
ISSN(print): 2767-8326, ISSN(online): 2767-8342
Volume 03 Issue 07 July 2023
Page No: 1347-1349 International Journal of Medical Science and Clinical Research Studies
ISSN(print): 2767-8326, ISSN(online): 2767-8342
Volume 03 Issue 07 July 2023
Page No: 1347-1349 International Journal of Medical Science and Clinical Research Studies
ISSN(print): 2767-8326, ISSN(online): 2767-8342
Volume 03 Issue 07 July 2023
Page No: 1347-1349 Volume 03 Issue 07 July 2023
Page No: 1347-1349 DOI: https://doi.org/10.47191/ijmscrs/v3-i7-22, Impact Factor: 6.597 1347 Volume 03 Issue 07 July 2023 Incisional Hernia in Subxiphoid Trocar Port in Cholecystectomized Patient which reported a hernial defect (Figure 1). With this finding,
a protocol was established to perform wall plast. which reported a hernial defect (Figure 1). With this finding,
a protocol was established to perform wall plast. adequate healing and weakness of the abdominal fascia at the
port insertion site may also predispose to hernia formation. 7 The diagnosis of laparoscopic port hernias can be challenging
due to the variety of clinical presentations and the possibility
of nonspecific symptoms. Patients may experience pain,
discomfort, bulging, or changes in the appearance of port
insertion sites. Clinical suspicion and careful evaluation of
patients are critical for an accurate diagnosis. Diagnostic
tests, such as ultrasound, computed tomography and magnetic
resonance imaging, can be helpful in the confirmation and
characterization of port hernias. Fig. 1 Ultrasound hernia defect. Management of laparoscopic port hernias can vary depending
on the severity of the hernia and the patient's symptoms. Therapeutic options include conservative management with
observation, use of bandages or external supports, open or
laparoscopic surgical repair of the hernia, and in severe cases,
removal of the ports and closure of fascial defects. The choice
of therapeutic approach depends on factors such as the size of
the hernia, the presence of complications and the experience
of the surgeon. 5,6,7 Fig. 1 Ultrasound hernia defect. During surgery an aponeurotic defect of 3 x 2 cm was found,
with a sac of 3 x 3 cm. Chevrel M1 W1 R0 incisional hernia
is diagnosed and the management is with placement of
Atramat® PROPYMESH "sublay" mesh; it is fixed with
Polypropylene Monofilament American suture 2-0 single
stitches The patient is discharged the next day due to clinical
improvement. In summary, laparoscopic port hernias are a rare but
important complication of laparoscopic surgical procedures. Understanding
their
pathophysiology,
diagnosis
and
management is essential to minimize associated morbidity
and improve clinical outcomes. Careful perioperative
surveillance and adequate clinical evaluation are required for
early detection and appropriate therapeutic approach to
laparoscopic port hernias. 6 During
her
outpatient
evaluation,
the
patient
was
asymptomatic and did not present hernia recurrence. Three
months later, the patient came for a new reevaluation without
presenting a hernia defect. Incisional Hernia in Subxiphoid Trocar Port in Cholecystectomized Patient The prevention of this complication requires knowledge of
the risk factors of this condition, so an adequate preoperative
assessment should be performed and the risk of this pathology
should be widely explained to all patients who present risk
factors, in addition to implementing hygienic and dietary
measures prior to surgery. 6 DISCUSSION Port closure is performed by different techniques after release
of the pneumoperitoneum. Mostly the classic suture method
is used due to its simplicity, although it can sometimes be
difficult and is associated with the fear of injuring underlying
bowel loops, omentum or other abdominal organs with the
needle, resulting in complications such as HIPT.5,6,8 . INTRODUCTION However, the incidence is estimated to vary
between 0.5% and 3% in different studies. It is important to 1347 Volume 03 Issue 07 July 2023 Corresponding Author: Gabriela Martínez Maya 1348 Volume 03 Issue 07 July 2023 Corresponding Author: Gabriela Martínez Maya VIII. Nicola DL, Giorgio C, Francesca L Achille G. Port-
Site Closure: A New Problem, An Old Device. JSLS. 2002(6): 181-183. IX. Sangeetha J, S DR, Case series of Umbilical and
Extra-umbilical Port Site Herniae. Indian Journal of
Surgery. 2013;75:488-491. Incisional Hernia in Subxiphoid Trocar Port in Cholecystectomized Patient review of the literature. Rev Peru Gynecol Obstet. 2017;63(4):647-650. In relation to the size of the lithium, in lithiums larger than 2
cm, the fascia wound is usually opened wider to facilitate its
extraction, favoring eventration3 . III. Lindsay VL, Roxaana GC, Luis BRS. Incidence of
umbilical incisional hernia by laparoscopic ports in
cholecystectomized patients over a five-year period. Endoscopic Surgery. 2018;19(2):68-71. According to a study of 19 cases of incisional hernia, it was
found that total exsufflation of the pneumoperitoneum
intraoperatively, total relaxation of the patient until skin
closure and avoidance of heavy lifting for at least one month
postoperatively can reduce the risk of HIPT11 . IV. H JK, Jun BP, Ji young S. Umbilical port site hernia
and diastasis tecti. J Minim Invasive Surg
2020;23(2):80-85. Several risk factors associated with the development of HIPT
have been described; in the current case, the surgical risk
factors identified were that the subxiphoid port did not close,
despite being a trocar of more than 10 mm. The risk factors
associated with the patient include grade II obesity and the
fact that she is a female patient. V. Lambertz A, Stüben BO, Bock B, Eickhoff R, Kroh
A, Klink CD, et al. Port-site incisional hernia - A
case series of 54 patients. Annals of Medicine and
Surgery. 2017;14:8-11. VI. Abdulzahra H, Hind M, Rarun S, Santosh B, Jackie
N, Shamsi E-H. Long-Term Study of Port-Site
Incisional Hernia After Laparoscopic Procedures. JSLS. 2009;13:346 -349. ACKNOWLEDGMENTS X. . Chauvet P, Rabischong B, Curinier S, Gremeau AS,
Bourdel N, Kaemmerlen AG, et al. Laparoscopy and
laparoscopic surgery: general principles and
instrumentation. EMC - Gynecology-Obstetrics. 2018;54(2):1-17. I am grateful to Dr. Barrera and Dr. Uribe who advised and
supported me in carrying out this work. 1349 Volume 03 Issue 07 July 2023 Presentation of the clinical case This is a 55-year-old female patient with a history of
pathology: grade II obesity, cesarean section, appendectomy
18 years ago, right inguinal plasty, umbilical plasty and 5
months
prior
to
her
current
care,
laparoscopic
cholecystectomy with 3 ports (10 mm umbilical, 10 mm
subxiphoid and 5 mm right subcostal). The cholecystectomy
was performed without complications, and only the umbilical
port was closed (the subxiphoid port could not be closed due
to the thickness of the subcutaneous cellular tissue), and she
was discharged home because she presented favorable
evolution and was discharged the following day. Previously, the Deschamps needle was used to achieve full-
thickness closure of trocar sites8-9 . Other authors such as
Morenzo-Sanz, in his pilot study, have expressed the
feasibility of using a surgical plug in the muscle layer of the
trocar wounds to prevent trocar site hernias9 . Specific clamps
are now available to allow closure of the abdominal wall,
after the use of 10 mm trocars, to prevent possible cases of
eventration or hernias. Reverdin needles or the Berci clamp10
can also be used. In a 2014 study by Comajuncosas et al, they analyzed whether
the preexistence of an umbilical hernia could predispose to
the development of HIPT, but no association was found in
univariate or multivariate analysis. They also analyzed the
association between diabetes mellitus and HIPT and conclude
that apart from the known effect of diabetes on tissue
scarring, it is difficult to explain this association7 . Two days after her discharge, she reported an increase in
volume over the subxiphoid port wound, which was only
present with Valsalva maneuvers. It progressed without
management or visit to the doctor for another 3 months,
increasing in size and appearing when standing upright and
in supine decubitus, so she was seen in outpatient surgery
where an ultrasound of the abdominal wall was requested, Corresponding Author: Gabriela Martínez Maya Corresponding Author: Gabriela Martínez Maya Corresponding Author: Gabriela Martínez Maya CONCLUSION The incidence of incisional hernia in our hospital is unknown,
since we do not have studies that report the incidence of
HIPT, adding to this the lack of follow-up, late diagnosis and
even the fact that the management of the complication is
performed in another institution. VII. VII. Jordi C, Judith H, Pere G, Jaime J, Rolando O,
Helena V, Jose L. LN, et al. Risk factors for
umbilical
trocar
site
incisional
hernia
in
laparoscopic cholecystectomy: a prospective 3-year
follow-up study. The American Journal of Surgery. 2014; 2017(1):1-6. Follow-up studies of the cholecystectomized patient should
be implemented to verify the real frequency of this
complication. Incisional hernia through the subxiphoid trocar
postcholecystectomy should not go unnoticed and it should
be considered fundamental to diagnose this post-surgical
complication. VIII. REFERENCES I. Rose LH, Jeffery SC, Jamies G, Dermot H, Sean M,
Daniel M, et al. Incidence of Port-Site Hernias: A
Survey and Literature Review. Surg Laparosc
Endosc Percutan Tech. 2016;26:425-430. XI. I. Karin N, Mohamed AC, Asma C, Mohamed BK,
Mossaab G, Moez B.Trocar site post incisional
hernia: About 19 cases. Pan African Medical
Journal. 2018;29 II. Marta RT, Eduardo RV, Avelin VG. Bilateral
incisional hernia after laparoscopy. Case report and 1349 Volume 03 Issue 07 July 2023 Corresponding Author: Gabriela Martínez Maya
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New organo‐metallic compounds**Presented before the Ciiiciiinati Branch of the American Pharmaceutical Association.
|
Journal of the American Pharmaceutical Association/The Journal of the American Pharmaceutical Association
| 1,917
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public-domain
| 1,247
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JOURNAL OF THE JOURNAL OF THE JOURNAL OF THE 24 * Presented before the Ciiiciiinati Branch of the American Pharmaceutical Association HCI-NH~-OH-CGH~-AS = As-C6HTOH-NHz-HCl As to the results obtained by the use of this compound, and the method of adminis-
tration, all are familiar, as well as with its newer derivative, Neosalvarsan; the
sodium formaldehyde sulphoxylate salt of Salvarsan, mixed with some sodium
sulphite : HO-NHzCsH3-As = As-CeH3-OH-N€I-CH2SO2Na NEW ORGANO-ME'I'ALLIC COMPOUNDS* BY LOUIS F. WERNER, A.M. BY LOUIS F. WERNER, A.M. Inorganic and organic compounds of mercury and arsenic have long been
used in the treatment of disease, due to pathological conditions of the blood. Most of these diseases are caused by the existence of bacteria in the blood stream,
chiefly of the family known as the Protozoa. To this type of maladies belong
sleeping sickness, syphilis, and malaria; in animals, surra, dourine, tsetse fly dis-
ease, etc. Of the several diseases mentioned above, there is no doubt but that syphilis
has been the most dangerous, and far-reaching in its effect on mankind, and the
one giving the chief incentive to the study of compounds useful in the treatment
of diseases of this type. It must be remembered, however, that the compounds to be spoken of in this
paper, were not always tried out on animals and human subjects infected with
syphilis, but in many cases other members of the Protozoa group were the para-
sites, notably those causing sleeping sickness. The pharmacology of these drugs
is, therefore, not in an altogether satisfactorv condition to make any great general-
izations with accuracy as yet. y
y
One of the earliest derivatives of arsenic or organic nature to be used was
Atoxyl, para-aminophenyl arsenic acid (sodium salt) : NH1- C&-AsO(ONa)z NH1- C&-AsO(ONa)z This compound was used with some success in the treatment of sleeping sick-
ness and syphilis, but was found very toxic to the host, and often led to blindness,
so that it is very little used at present. Salvarsan, 606, or chemically p,p'-dihydroxy-un,m'-diamino-arseno benzene
hydrochloride, a derivative of Atoxyl, has been the most successful in the treat-
ment of syphilis, of the many organic derivatives of arsenic prepared to date: HCI-NH~-OH-CGH~-AS = As-C6HTOH-NHz-HCl HO-NHzCsH3-As = As-CeH3-OH-N€I-CH2SO2Na It is of interest i o know of some of the compounds probably investigated by
Ehrlich in his search which resulted in the discovery of Salvarsan: Para-amino-phenyl arsenic acid Para-hydrouy-phenyl arsenic acid Ortho, meta, and para toluidine arsenic acids Ortho, meta, and para cresol arsenic acids Naphthyl arsenic acids AMERICAN PHARMACEUTICAL ASSOCIATION AMERICAN PHARMACEUTICAL ASSOCIATION 25 25 Naphthol arsenic acids
Naphthylamine arsenic acids
Amino phenyl arsenoxids
Hydroxy phenyl arsenoxids
Para-hydroxy-meta-aminophenyl
arsenic acid
Meta-dihydroxy arsenic acids
Meta-para-dihydroxy arsenic acid
Meta-para-diarnino arsenic acid
Meta-para-diamino arsenoxids
Meta-para-dihydroxy arsenoxides
p,p‘-dihydroxy-arseno benzol
p,p’-diamino-arseno hcnzol
Di-acetyl p,p’-diamino phenol Besides the above mentioned compounds, many of their gold mercury, plat-
inum and other metallic salts have been made. Furthermore, it should be remembered, that in the arrangement of the ele-
ments according to MendelejeiT, in what is known as the periodic system, the fol-
lowing elements occur in the same column as arsenic: Nitrogen, Phosphorus,
Vanadium, Columbium, Antimony, Tantalum, and Bismuth. Compounds of
these elements would, therefore, be expected to have many of the general chem-
ical and physiological properties of those of arsenic. Compounds of these elements
have been made of analogous structure to those of arsenic, also mixed compounds
of them with arsenic: CoIIsSb
As-CoH3-NHZ-OII
CsHs-Bi = As-C6H3-NH2-OH
CsH6-P
= AS-CeHa-NHz-OH
CaH6-N
=z AS-CsHa-NHz-OH
Nitro-phenyl stibinic acid
Amino-phenyl stibinic acid
Hydroxy-phenyl stibinic acid
Hydroxy-phenyl stibinoxide
Amino-phenyl stibinoxide
Nitro-phenyl stihinoxide
Compounds oi the sulphur group and arsenic have also been prepared Compounds oi the sulphur group and arsenic have also been prepared Se = As-CsHs-OH-NHp
Te = As-CoHs-OH-NHt
S = As-CsEI3-OH -NHs Many of these compounds have been found useful, but as they do not excel Sal-
varsan, and are often very difficult to make, there is very little probability of them
ever being used to any great extent. As might be expected, the commercial success of Salvarsan and Neosalvarsan
has greatly stimulatedlthe study of the organic mercury compounds. The organic
compounds of mercury may be placed in two classes, Type R-Hg-R
Type R-Hg-X Type R-Hg-R Type R-Hg-X where R is an organic radical, either aliphatic or aromatic, and X is a negative
radical or atom as the halogens, nitric acid or sulphate radical, the acetyl radical, etc. where R is an organic radical, either aliphatic or aromatic, and X is a negative
radical or atom as the halogens, nitric acid or sulphate radical, the acetyl radical, etc. AMERICAN PHARMACEUTICAL ASSOCIATION It has been found that, as a general rule, the compounds of the second type are
five times as toxic as those of the first class, and it may be said that the toxicity
of the compounds of mercury increases with the solubility in the body fluids, and JOURNAL OF THa 26 the ease with which ionic mercury can be split off, and is lowered by the ease in
which it can be eliminated. The organic compounds of mercury have not come
up to expectations, as they are slow of action, and have been found in most cases
to be more poisonous to the host than to the bacteria they are meant to kill. The
following are a few of the two classes of compounds prepared: Type R-Hg-R
Mercury diphenyl
CsHsHg-CsHs
Mercury diphenol
Mercury dibenzoyl
Mercury dinaphthyl
CIOH~H~T-CIOH? Mercury dinaphthol
Diamino-dibenzoyl mercury
Dibenzyl mercury
Diamino-dihydroxy-diphenyl mercury
HO-CaHrHg-CsHrOH
COOH-CsH4-Hg-CeH4COOH
OH-CioHsHg-CioHe,OH
NHrCOOH-CsH~Hg-CsHhCOOH-N&
C~H~-CH~-H~-CH~-CF,H~
OH-NHz-CsHa-Hg-CsH3-NHz-OH
Type R-Hg-X
Phenyl mercuric chloride
Phenol mercuric chloride
Benzoyl mercuric chloride
CeHsHg-CI
HO-CsH4-Hg-Cl
COOH-CsH4-Hg-Cl
Naphthyl mercuric chloride
CioH7-Hg-CI
Naphthol mercuric chloride
Aminobenzoyl mercuric chloride
Benzyl mercuric chloride
Amino-hydroxy-phenyl mercury
OH-CioHs-Hg-Cl
NHz-COOH-CsHa-Hg-Cl
CsHs-CHa-Hg-Cl
OH-NHrCsHsHgCl
It should be noted that this last compound of mercury is the analogue of It should be noted that this last compound of mercury is the analogue of
Salvarsan. It should be noted that this last compound of mercury is the analogue of
Salvarsan. Besides the typical compounds listed above, there are a myriad of others;
derivatives of the aliphatic hydrocarbons, of the dyes, of the alkaloids, quinoline,
the pyrazolones, etc. The ones, however, that apparently are the most effective
are aromatic derivatives, but even these are too poisonous to be of value in the
treatment of syphilis, so that there is veryjittle probability of them ever becoming
of equal importance, in this field, to the arsenic compounds. LABORATORY
WERNER DRUG & C ~ M I C A L
Co.,
CINCINNATI,
0. CHANGE OE’ COLOR IN GREEN EXTRACTS. Green extracts hom the leaves of plants very rapidly lose their color when
exposed to light and air, the chlorophyll being converted into chlorophyllan. Yet in living plants exposure to light and air has no effect on the green tint. The
author assumes that there is a special enzyme in the plant-an
“anti-oxidasel’-
which protects chlorophyll from the action of light and oxygen, and also from the
peroxidase of the tissues, which readily destroys it. In the living plant anti-
oxidase accumulates in the plastids in sufficient quantity to counteract the peroxi-
dase. In extracts the equilibrium between the enzymes is disturbed and the pig-
ments are quickly destroyed. During the period of assimilation of the plastids
in the living plant the chlorophyll is constantly used up and constantly replaced. The function of the anti-oxidase is to regulate this process, and thus prevent too
rapid oxidation.-V. Lyubimenko, Bull. Acad. Sci. Petrog. ; C h m. Abstr., 1916,
10, 2467; through Pharmaceutical Journal.
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https://bioone.org/journals/marine-and-coastal-fisheries/volume-7/issue-7/19425120.2015.1037473/Population-Genetic-Structure-of-Southern-Flounder-Inferred-from-Multilocus-DNA/10.1080/19425120.2015.1037473.pdf
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Population Genetic Structure of Southern Flounder Inferred from Multilocus DNA Profiles
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Downloaded From: https://bioone.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
Terms of Use: https://bioone.org/terms-of-use Verena H. Wang, Michael A. McCartney, and Frederick S. Scharf
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/
licenses/by/3.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
The moral rights of the named author(s) have been asserted.
*Corresponding author: vhw6375@uncw.edu
1Present address: Minnesota Aquatic Invasive Species Research Center, Department of Fisheries, Wildlife, and Conservation Biology,
University of Minnesota, 2003 Upper Buford Circle, St. Paul, Minnesota 55108, USA.
Received September 26, 2014; accepted March 27, 2015 Population Genetic Structure of Southern Flounder Inferred
from Multilocus DNA Profiles
Verena H. Wang,* Michael A. McCartney,1 and Frederick S. Scharf
Department of Biology and Marine Biology, Center for Marine Science, Verena H. Wang,* Michael A. McCartney,1 and Frederick S. Scharf
Department of Biology and Marine Biology, Center for Marine Science,
University of North Carolina Wilmington, 601 South College Road,
Wilmington, North Carolina 28403, USA Verena H. Wang,* Michael A. McCartney,1 and Frederick S. Scharf
Department of Biology and Marine Biology, Center for Marine Science,
University of North Carolina Wilmington, 601 South College Road,
Wilmington, North Carolina 28403, USA Population Genetic Structure of Southern Flounder
Inferred from Multilocus DNA Profiles Population Genetic Structure of Southern Flounder
Inferred from Multilocus DNA Profiles Authors: Wang, Verena H., McCartney, Michael A., and Scharf,
Frederick S. Source: Marine and Coastal Fisheries: Dynamics, Management, and
Ecosystem Science, 7(7) : 220-232
Published By: American Fisheries Society
URL: https://doi.org/10.1080/19425120.2015.1037473 Source: Marine and Coastal Fisheries: Dynamics, Management, and
Ecosystem Science, 7(7) : 220-232 BioOne Complete (complete.BioOne.org) is a full-text database of 200 subscribed and open-access titles
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copyright holder. BioOne sees sustainable scholarly publishing as an inherently collaborative enterprise connecting authors, nonprofit
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critical research. m: https://bioone.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
tps://bioone.org/terms-of-use DOI: 10.1080/19425120.2015.1037473 Downloaded From: https://bioone.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
Terms of Use: https://bioone.org/terms-of-use Subject editor: Kristina Miller, Fisheries and Oceans Canada, Pacific Biological Station, Nanaimo, British Columbia, Canada Abstract Marine species were once assumed to be
panmictic, with long-distance dispersal capability and a lack 220 Downloaded From: https://bioone.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
Terms of Use: https://bioone.org/terms-of-use one.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
org/terms-of-use m: https://bioone.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
tps://bioone.org/terms-of-use GENETIC STRUCTURE OF SOUTHERN FLOUNDER 221 Atlantic states (Monaghan 1996; Craig and Rice 2008). Prior
to estuarine recruitment, Southern Flounder remain in a
pelagic larval stage for a moderately long duration (»45 d),
which increases the potential for long-range dispersal. The
unknown level of adult mixing in the offshore environment
combined with the long duration of the larval stage implies
that the genetic population structure of Southern Flounder
could be more homogeneous than currently assumed. The use
of molecular methods should provide increased knowledge of
Southern Flounder population structure and connectivity,
thereby contributing to effective management decisions for
the long-term sustainability of the species. of obvious barriers to gene flow in the ocean resulting in low
genetic differentiation among putative populations (Ward
et al. 1994; Waples 1998). However, highly polymorphic
molecular markers have revealed significant genetic structure
in marine fish at multiple geographic scales (Ruzzante et al. 1999; Knutsen et al. 2003; O’Reilly et al. 2004; McCairns and
Bernatchez 2008), and Knutsen et al. (2011) suggested that
even low levels of population subdivision in marine organisms
can be biologically meaningful. Maintenance of subtle genetic
stock differentiation may be important in conserving local
diversity and adaptive variation. Consequently, exploitation of
fish populations can lead to reductions in genetic diversity,
which may impact the ability of depleted stocks to recover
(Hutchinson et al. 2003). Incorporating population genetic
analyses into fisheries management and considering both his-
torical and contemporary patterns of molecular diversity can
help to promote sustainability and preserve evolutionary pro-
cesses in the face of increasing anthropogenic impacts (Avise
1992; Crandall et al. 2000; Conover et al. 2006; Hauser and
Carvalho 2008). Previous population genetics studies of Southern Flounder
have been focused on the Gulf, but there has been no compre-
hensive study spanning the species’ range within the Atlantic. When examining allozyme variation in Southern Flounder,
Blandon et al. (2001) found that Gulf populations were signifi-
cantly differentiated from Atlantic populations, and a break in
allele frequencies on the coast of Texas between Galveston
Bay and Matagorda Bay indicated the presence of population
structure within the Gulf. Abstract Updated studies using mitochondrial
DNA (mtDNA) and microsatellites again revealed high diver-
gence between Gulf and Atlantic populations of Southern
Flounder, but in contrast to the allozyme survey, little differen-
tiation was detected within the Gulf (Anderson and Karel
2012; Anderson et al. 2012). Given the low levels of within-
basin variability detected in previous studies, we applied a
powerful genetic tool in an attempt to better characterize
diversity and stock structure of Southern Flounder in the
Atlantic basin. The Southern Flounder Paralichthys lethostigma is an eco-
nomically important flatfish that occurs throughout estuarine
and coastal ocean waters in the northern Gulf of Mexico (here-
after, Gulf) from northern Mexico to Florida (FL) and in the
U.S. South Atlantic (hereafter, Atlantic) from FL to North Car-
olina (NC). The species supports a thriving recreational fishery
across its range and is also a valuable commercial finfish
resource in some areas, particularly in NC, where commercial
landings averaged 1.5 million kg (3.3 million lb) annually
between 1991 and 2007 (NCDMF 2013). In fact, the NC stock
has experienced elevated commercial harvest rates since at
least 1991; although a fishery management plan (NCDMF
2005, 2013) was first established in 2005, the most recent
stock assessment concluded that NC Southern Flounder
remain
overfished
and
are
still
undergoing
overfishing
(Takade-Heumacher and Batsavage 2009). We examined Southern Flounder populations by using the
amplified fragment length polymorphism (AFLP) technique
(Vos et al. 1995). This method rapidly generates a genetic fin-
gerprint consisting of hundreds of highly reproducible DNA
fragments that are scattered across the genome and that can be
compared among individuals and populations without the
need for prior characterization of an organism’s genome
(Bensch and A
kesson 2005). The large number of AFLPs pro-
duced allows for assessment of genome-wide variation when
analyzing population structure, which can be more informative
than targeting mtDNA markers (which are inherited as a single
haploid locus). It has been claimed that the information con-
tent of an AFLP study is comparable to that obtained from a
small number of highly informative microsatellite loci, which
are commonly used but require substantial development time
and cost (Campbell et al. 2003; Meudt and Clarke 2007;
Sønstebø et al. 2007). Abstract Determination of stock structure is an important component of fisheries management; incorporation of
molecular genetic data is an effective method for assessing differentiation among putative populations. We
examined genetic variation in Southern Flounder Paralichthys lethostigma within and between the U.S. South
Atlantic and Gulf of Mexico basins to improve our understanding of the scale of population structure in this wide-
ranging species. Analysis of amplified fragment length polymorphism (AFLP) fingerprints and analysis of
mitochondrial DNA (mtDNA) control region sequences found clear divergence between ocean basins. Based on
mtDNA sequences, no genetic differentiation was detected within the U.S. South Atlantic at spatial scales that were
broad (among states: North Carolina, South Carolina, Georgia, and Florida) or fine (among estuarine regions
within North Carolina). Increased genetic resolution was observed with AFLP fingerprint data, and we found
significant subdivision between nearly all Southern Flounder geographic populations, suggesting the presence of
finer-scale genetic population structure within the U.S. South Atlantic. However, AFLP genetic cluster analysis also
revealed evidence for a high degree of mixing within the Atlantic basin; patterns of variation, which included
genetic similarity between South Carolina and Gulf of Mexico samples, were not aligned closely with geography. We examined the partitioning of genetic variation among groups by using analyses of molecular variance and found
no evidence that North Carolina Southern Flounder, which are managed on the state level as a unit stock, are
differentiated from the remainder of U.S. South Atlantic Southern Flounder. Our findings indicate only weak
structure and the potential for basinwide mixing among Atlantic Southern Flounder, suggesting that cooperation
among U.S. South Atlantic states will be essential for the effective assessment of stock dynamics and future
management plans. Accurate identification of stock structure is essential for
effective fisheries management but remains a challenge for
both managers and scientists (Begg et al. 1999; NCDMF
2005, 2013). Examination of genetic variation across a spe-
cies’ range is a commonly used approach for defining interbreeding populations, and recent advances in molecular
techniques have contributed to an expanded interest in the field
of fisheries genetics (Ward 2000; Hauser and Carvalho 2008;
Waples et al. 2008). Downloaded From: https://bioone.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
Terms of Use: https://bioone.org/terms-of-use METHODS et al. 2007; Striped Mullet Mugil cephalus: Liu et al. 2009). For comparison with a more established method, we also
sequenced a fragment of the mtDNA control region, which is
a commonly used molecular marker. The control region has
been identified as highly variable in teleosts (Lee et al. 1995)
and was previously used by Anderson et al. (2012) to examine
Southern Flounder population structure. et al. 2007; Striped Mullet Mugil cephalus: Liu et al. 2009). For comparison with a more established method, we also
sequenced a fragment of the mtDNA control region, which is
a commonly used molecular marker. The control region has
been identified as highly variable in teleosts (Lee et al. 1995)
and was previously used by Anderson et al. (2012) to examine
Southern Flounder population structure. Southern Flounder tissue samples were collected from mul-
tiple estuarine sites across four states (NC, South Carolina
[SC], Georgia [GA], and FL) spanning the current range of the
species in the Atlantic (Figure 1). North Carolina was subdi-
vided into three regions (north [NCN], central [NCC], and
south [NCS]) to examine genetic population structure within
state waters. Samples were obtained from both fishery-inde-
pendent and fishery-dependent sources in partnership with
state fishery management agencies and commercial fishers
within each state and were also obtained from licensed seafood
dealers. Sampling was conducted from 2010 to 2013, and sam-
pled fish ranged from age 0 to age 3 (96% were age 0–1), with
an average TL of 360 mm (range D 166–622 mm). Additional
tissue samples, provided by J. D. Anderson (Texas Parks and
Wildlife Department), were collected from two sites (Fig-
ure 1) in the Gulf (Apalachicola, FL [APFL]; and San Antonio
Bay, Texas [SBTX]). Sampling methods for Gulf collections
are described by Anderson et al. (2012). Fin clips and gill tis-
sue were excised and preserved in either a salt-saturated
dimethyl sulfoxide solution (Atlantic samples) or a 70% In this study, our main objective was to genotype Southern
Flounder individuals from across the species’ range by using
both AFLPs and mtDNA to address whether distinct genetic
populations are present within the Atlantic, particularly
whether Southern Flounder in NC represent a unique stock. Abstract Although previously underutilized in
studies of animals (reviewed by Bensch and A
kesson 2005),
AFLPs have become increasingly common in studies of
aquatic populations, including commercially important fish
and invertebrate species both in aquaculture (e.g., Channel
Catfish Ictalurus punctatus: Mickett et al. 2003; Olive Floun-
der Paralichthys olivaceus: Liu et al. 2005) and in natural pop-
ulations (e.g., common shrimp Crangon crangon: Weetman Mature Southern Flounder inhabiting estuarine waters
migrate offshore annually to spawn during the late-fall and
winter months, with recruitment of larvae into estuarine nurs-
ery grounds occurring in late winter and early spring (Wenner
et al. 1990). Adults typically return to estuarine and nearshore
coastal waters after spawning (Monaghan 1996), but recent
studies have found that Southern Flounder migration patterns
are more variable, as some adults remain offshore through the
late-spring and summer months (Watterson and Alexander
2004; Taylor et al. 2008). In addition, previous tagging studies
indicate that most individuals display limited movement when
occupying estuarine habitats and remain in close proximity to
their tagging sites (Wenner et al. 1990; Monaghan 1996; Craig
and Rice 2008). Based mainly on the estuarine tagging results,
the current fisheries management plan considers Southern
Flounder in NC to be a unit stock (NCDMF 2013). However,
there is also evidence of extensive southward movement, as
some individuals tagged in NC estuaries were found in other 222 WANG ET AL. Downloaded From: https://bioone.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
Terms of Use: https://bioone.org/terms-of-use METHODS In this AFLP profile optimi-
zation procedure, loci with an average peak height below 200
rfu are eliminated from analysis, and presence/absence scoring
is based on a threshold of 20% of the average peak height for
each locus. The complete AFLP profiles (i.e., prior to optimi-
zation) were also considered in this analysis but provided simi-
lar results and are not reported here. STRUCTURE version 2.3.4 (Pritchard et al. 2000) was
used to assign individual Southern Flounder to an inferred
number of genetically distinct clusters (K) present in the
AFLP data set. Because AFLPs are dominant markers that are
scored as the presence or absence of peaks, there is no distinc-
tion between homozygous and heterozygous states. To account
for this ambiguity, we implemented the model by Falush et al. (2007) for analyzing dominant markers in STRUCTURE. A
recessive AFLP profile (consisting of all peak absences) was
input into the data set, and the model evaluated all possible
genotypes (i.e., for a peak presence phenotype, the genotypes
presence/presence and presence/absence are both considered). Based on previous studies that demonstrated a lack of structure
among Southern Flounder populations within ocean basins
(Anderson and Karel 2012; Anderson et al. 2012), we assumed
that populations were admixed and that allele frequencies
across populations were correlated. We did not provide the
geographic origin of samples a priori. Five replicates for each
K-value from 1 to 8 were tested, with 10,000 burn-in iterations
followed by 50,000 Markov-chain Monte Carlo iterations. STRUCTURE HARVESTER (Earl and vonHoldt 2012) was
used to implement the Evanno et al. (2005) method for identi-
fying the most likely number of clusters (i.e., K) in a data set. All replicates from each K-value identified by this method
were then combined using the “FullSearch” algorithm in
CLUMPP version 1.1.2 (Jakobsson and Rosenberg 2007). DISTRUCT version 1.1 (Rosenberg 2004) was used to convert
CLUMPP outputs into bar plots that showed each individual’s
probability of assignment to the genetic clusters. We used Arlequin version 3.5.1.2 (Excoffier and Lischer
2010) to compute the genetic differentiation index FST
between all pairs of geographic populations for both AFLP
and mtDNA data sets. We applied a Bonferroni adjustment to
correct for multiple FST comparisons by using software from
Lesack and Naugler (2011). Arlequin was also used to conduct
analyses of molecular variance (AMOVAs; Excoffier et al. 1992). METHODS Control
region sequences were deposited in GenBank under accession
numbers KP331548–KP331677. forward direction (L-PROF) with ABI BigDye Terminator
version 3.1. Sequencing was conducted on the same equip-
ment as described for AFLPs. Sequences were edited,
trimmed, and aligned manually in Sequencher version 4.10.1
(Gene Codes Corporation, Ann Arbor, Michigan). Control
region sequences were deposited in GenBank under accession
numbers KP331548–KP331677. forward direction (L-PROF) with ABI BigDye Terminator
version 3.1. Sequencing was conducted on the same equip-
ment as described for AFLPs. Sequences were edited,
trimmed, and aligned manually in Sequencher version 4.10.1
(Gene Codes Corporation, Ann Arbor, Michigan). Control
region sequences were deposited in GenBank under accession
numbers KP331548–KP331677. solution of ethanol (Gulf samples) and were stored at 4C. Genomic DNA was extracted from fin clips by using the
DNeasy Blood and Tissue Kit (Qiagen, Valencia, California)
in accordance with the manufacturer’s protocols. Gill tissue
was extracted only occasionally, when fin clips were damaged
or not readily available. y
The AFLPs were generated by using the AFLP Plant Map-
ping Protocol (Applied Biosystems, Inc. [ABI], Foster City,
California) for regular plant genomes. We produced DNA fin-
gerprints for 12 selective primer pairs (chosen from an earlier
screen of 24 primer pairs): EcoRI-ACA and MseI-CAA;
EcoRI-ACC and MseI-CAC; EcoRI-ACC and MseI-CAG;
EcoRI-ACC and MseI-CAT; EcoRI-ACT and MseI-CAA;
EcoRI-ACT and MseI-CAC; EcoRI-ACT and MseI-CAT;
EcoRI-ACT and MseI-CTC; EcoRI-AGC and MseI-CAA;
EcoRI-AGC and MseI-CTT; EcoRI-AGG and MseI-CTA; and
EcoRI-AGG and MseI-CTG. Fragments were sized along with
GeneScan 500 ROX size standard (Life Technologies, Carls-
bad, California) on an ABI 3130XL Genetic Analyzer at the
DNA Analysis Core Facility (Center for Marine Science, Uni-
versity of North Carolina, Wilmington). To test for reproduc-
ibility of AFLP fingerprints, one individual from each
sampling location was subjected to repeat analysis across all
12 selective primer pairs beginning from genomic DNA. Frag-
ments between 75–500 bp were scored automatically for pres-
ence/absence with a default peak calling threshold of 50
relative fluorescence units (rfu) by using ABI GeneMapper
version 4.0. Peak heights were normalized across all samples
for each primer pair, with only polymorphic loci considered. To further reduce noise and genotyping error, the individual
loci in the AFLP profiles were filtered to a locus selection
threshold of 200 rfu and a phenotype calling threshold of 20%
following Whitlock et al. (2008). Downloaded From: https://bioone.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
Terms of Use: https://bioone.org/terms-of-use METHODS As
evidenced by previous studies, we expected divergence
between Gulf and Atlantic populations, but we attempted to
determine whether finer structure exists within ocean basins
and whether this structure alters our assumptions regarding the
level of mixing and warrants a change in the spatial scale of
management. In addition, we assessed the viability of the
AFLP method in comparison with more traditional mtDNA
sequencing for determining stock structure in a widely distrib-
uted marine species. FIGURE 1. Map of Southern Flounder sampling locations in the U.S. South Atlantic and the Gulf of Mexico. Atlantic locations are represented here on a state
scale, although multiple sites were sampled within each state (NC D North Carolina; SC D South Carolina; GA D Georgia; FL D Florida). North Carolina was
subdivided into three regions (separated by dashed lines; NCN D NC north [Albemarle Sound]; NCC D NC central [Neuse River–Pamlico River estuary];
NCS D NC south [New River and Cape Fear River estuaries]). Gulf of Mexico samples originated from two specific locations (black circles; APFL D Apalachi-
cola, Florida; SBTX D San Antonio Bay, Texas). Sample size (n) for amplified fragment length polymorphisms is shown in bold; n for mitochondrial DNA con-
trol region sequences is shown in italics. FIGURE 1. Map of Southern Flounder sampling locations in the U.S. South Atlantic and the Gulf of Mexico. Atlantic locations are represented here on a state
scale, although multiple sites were sampled within each state (NC D North Carolina; SC D South Carolina; GA D Georgia; FL D Florida). North Carolina was
subdivided into three regions (separated by dashed lines; NCN D NC north [Albemarle Sound]; NCC D NC central [Neuse River–Pamlico River estuary];
NCS D NC south [New River and Cape Fear River estuaries]). Gulf of Mexico samples originated from two specific locations (black circles; APFL D Apalachi-
cola, Florida; SBTX D San Antonio Bay, Texas). Sample size (n) for amplified fragment length polymorphisms is shown in bold; n for mitochondrial DNA con-
trol region sequences is shown in italics. one.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
org/terms-of-use m: https://bioone.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
tps://bioone.org/terms-of-use GENETIC STRUCTURE OF SOUTHERN FLOUNDER 223 forward direction (L-PROF) with ABI BigDye Terminator
version 3.1. Sequencing was conducted on the same equip-
ment as described for AFLPs. Sequences were edited,
trimmed, and aligned manually in Sequencher version 4.10.1
(Gene Codes Corporation, Ann Arbor, Michigan). RESULTS When scored for all 201 samples across the 12 primer pair
combinations, 671 polymorphic AFLP loci were identified. In
the eight individuals for which the AFLP procedure was
repeated, the AFLP profiles were 98.8% reproducible across
all loci. Using the method of Evanno et al. (2005) to interpret
the AFLP results from STRUCTURE, we identified a strong
peak in DK at a K-value of 2 and a smaller but distinct second-
ary peak in DK at a K-value of 5. At a K of 2, we observed that
each geographic population showed strong membership to one
of two distinct genetic clusters representing either the Gulf or
the Atlantic (Figure 2). In addition, the Atlantic samples from
NCS and southward, particularly SC, displayed partial assign-
ment to the genetic cluster dominating the Gulf locales. At a K
of 5, the assignments remained similar to those produced at a
K-value of 2, but SC ancestry was instead shared specifically
with the western Gulf, and NCS samples displayed some
shared assignment with the major genetic cluster found in the
Gulf. Mitochondrial DNA control region phylogeny in Southern
Flounder was inferred with NETWORK version 4.6.1.2
(Fluxus Engineering; www.fluxus-engineering.com) by using
the median joining method (Bandelt et al. 1999) to generate a
haplotype network. Network branching patterns were postpro-
cessed with maximum parsimony (Polzin and Daneshmand
2003). The mtDNA control region nucleotide composition and
pairwise differences were calculated using MEGA version 6
(Tamura et al. 2013). Pairwise differences for the AFLP data
set were also determined with MEGA. DnaSP version 5.10
(Librado and Rozas 2009) was used to assign mtDNA control
region haplotypes and to calculate molecular diversity indices
and Tajima’s D-statistic (Tajima 1989). Sites with gaps were
not considered for diversity calculations but were included in
all other analyses. Because Southern Flounder from SC unexpectedly showed
common ancestry with those sampled in the western Gulf
(SBTX), we examined population pairwise distances for indi-
vidual AFLP primer pairs in an attempt to identify the source
of these similarities. For each primer pair, we compared FIGURE 2. Population structure for Southern Flounder as estimated with amplified fragment length polymorphisms (AFLPs). Each individual is represented as
a vertical line along the x-axis, and individuals are grouped into geographic populations. METHODS An AMOVA examines the partitioning of genetic dif-
ferentiation within and among geographical subpopulations. We used this framework to test two different regional group-
ings for both AFLPs and mtDNA: (1) ocean-basin-scale struc-
ture (Gulf versus Atlantic) and (2) structure within the
Atlantic (NCN, NCC, and NCS versus SC, GA, and FL). To
further
investigate
the
patterns
observed
from
our
STRUCTURE results, we also considered a third grouping for
AMOVA: subdivision within NC (NCN and NCC versus
NCS, SC, GA, and FL). For all analyses conducted in Arle-
quin, AFLPs were coded as haplotypic data. Arlequin does not A fragment of the mtDNA control region was amplified by
using
the
primers
L-PROF
(50-AACTCTCACCCC-
TAGCTCCCAAAG-30; Meyer et al. 1994) and PL526H (50-
AAAAGAGAACCCCTTACCCG-30), the latter of which is a
Southern Flounder-specific primer designed by one of us (M. A. McCartney, unpublished). The PCR was conducted as fol-
lows: an initial denaturation step of 94C for 1 min, followed
by 35 amplification cycles (94C for 1 min; 58C for 30 s;
and 72C for 2 min) and a final extension of 72C for 5 min. Each 25-mL reaction volume contained 1.25 units of MyTaq
DNA Polymerase (Bioline, London, UK), 1 £ MyTaq Red
Reaction Buffer (Bioline), 0.5 mM of each primer, and 1 mL
of genomic DNA (5–900 ng). The PCR products were purified
by using a StratPrep PCR Purification Kit (Agilent Technolo-
gies, Santa Clara, California) and were cycle sequenced in the Downloaded From: https://bioone.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
Terms of Use: https://bioone.org/terms-of-use 224 WANG ET AL. account for dominant marker systems, so the calculated fixa-
tion indices for AFLP data are based on peak phenotype (pres-
ence/absence) frequencies rather than allele frequencies. Despite this, Arlequin is often used for analysis of AFLPs
(Svensson et al. 2004; Bensch and A
kesson 2005; Timmer-
mans et al. 2005; Parchman et al. 2006; Toews and Irwin
2008); the degree of differentiation and their significance val-
ues are meaningful, but direct comparisons with FST values
from co-dominant data sets should be avoided. RESULTS Subsequently, we conducted a second STRUCTURE
analysis of the AFLP data set by using the same methods as
previously described, except that we excluded the 38 loci from
the primer pair EcoRI-AGC–MseI-CTT. A strong peak in DK
was identified at a K of 2, and a smaller but distinct peak was
observed at a K of 4. At the K-value of 2, the pronounced simi-
larity between SC and SBTX was no longer present, but at the
K of 4, a shared partial assignment among SC samples and
Gulf samples was again detected (Figure 2). Overall patterns
of genetic structure were similar to those observed prior to
removal of the EcoRI-AGC–MseI-CTT primer pair from the
AFLP data set. (1) the average pairwise distance among geographic popula-
tion pairs that included either SC or SBTX to (2) the average
pairwise distance among all other geographic population pairs
(i.e., those without SC or SBTX). The percent difference
between these two metrics was used to assess the unusual lev-
els of genetic differentiation in SC and the western Gulf. The
average percent difference was 6.09% (SD D 5.93) across 11
of the 12 primer pairs. The remaining primer pair (EcoRI-
AGC–MseI-CTT) displayed higher levels of differentiation,
with a percent difference of 56.77%, and was likely responsi-
ble for the similarities observed between SC and SBTX sam-
ples. Subsequently, we conducted a second STRUCTURE
analysis of the AFLP data set by using the same methods as
previously described, except that we excluded the 38 loci from
the primer pair EcoRI-AGC–MseI-CTT. A strong peak in DK
was identified at a K of 2, and a smaller but distinct peak was
observed at a K of 4. At the K-value of 2, the pronounced simi-
larity between SC and SBTX was no longer present, but at the
K of 4, a shared partial assignment among SC samples and
Gulf samples was again detected (Figure 2). Overall patterns
of genetic structure were similar to those observed prior to
removal of the EcoRI-AGC–MseI-CTT primer pair from the
AFLP data set. Across 260 samples, the final mtDNA control region align-
ment for Southern Flounder was 480 bp, with 88 segregating
sites and a total of 130 unique haplotypes. This included a sin-
gle-base-pair insertion/deletion that was present in two haplo-
types, each composed of one individual from different sites. RESULTS Excluding sites with gaps, overall haplotype diversity was
0.977 (SD D 0.0036) and nucleotide diversity was 0.011 (SD
D 0.0003), with an average of 5.06 nucleotide changes
between individuals (Table 3). Tajima’s D-statistic was esti-
mated to test for neutrality of nucleotide substitutions; the val-
ues
were
significantly
negative
for
both
ocean
basins
(Atlantic: D D ¡2.08, P < 0.05; Gulf: D D ¡1.97, P < 0.05),
which may be indicative of Southern Flounder population
expansion (Fu 1997). Comparisons of FST for Southern Flounder AFLPs showed
significant differentiation between all but four pairs of geo-
graphic populations (FST D 0.020–0.133, P < 0.01; Table 1). The four population pairs that were not significantly differenti-
ated after Bonferroni adjustment were all within-Atlantic com-
parisons (NCN versus GA; NCN versus FL; NCC versus FL;
and GA versus FL). In general, FST values for Atlantic versus
Gulf population pairs were larger than within-basin compari-
sons, although FST values for SC versus NCC and for SC ver-
sus NCS were comparable to between-basin values. When
comparing Southern Flounder from the Gulf and Atlantic
basins, AMOVA identified significant differences at all levels Twenty-nine mtDNA control region haplotypes were com-
mon among individual Southern Flounder, and three of the
haplotypes were shared between the Gulf and Atlantic. The
majority of the haplotypes were singletons, most of which dif-
fered from common haplotypes by only one or two nucleotide
substitutions. The control region haplotype network showed a
pattern of divergence between Southern Flounder in the two
ocean
basins,
although
separation
was
not
complete
(Figure 3). The majority of Gulf haplotypes were separated
from Atlantic haplotypes by at least three nucleotide changes,
but there were Atlantic haplotypes present in the Gulf cluster TABLE 1. Population pairwise FST comparisons based on amplified fragment length polymorphism profiles (above diagonal) and mitochondrial DNA control
region haplotypes (below diagonal) from Southern Flounder sampled in the U.S. South Atlantic (NCN D North Carolina north; NCC D North Carolina central;
NCS D North Carolina south; SC D South Carolina; GA D Georgia; FL D Florida) and in the Gulf of Mexico (APFL D Apalachicola, Florida; SBTX D San
Antonio Bay, Texas). Values without superscript letters were not significant. TABLE 1.
Population pairwise FST comparisons based on amplified fragment length polymorphism profiles (above diagonal) and mitochondrial DNA control
region haplotypes (below diagonal) from Southern Flounder sampled in the U.S. South Atlantic (NCN D North Carolina north; NCC D North Carolina central;
NCS D North Carolina south; SC D South Carolina; GA D Georgia; FL D Florida) and in the Gulf of Mexico (APFL D Apalachicola, Florida; SBTX D San
Antonio Bay, Texas). Values without superscript letters were not significant. RESULTS Each color represents a different inferred genetic cluster, and the proba-
bility of assignment to each of the K genetic clusters is indicated by the proportion of color along the y-axis: (A) K-value of 2 and (B) K-value of 5. Results for
the AFLP data set after removing the primer pair EcoRI-AGC–MseI-CTT are also presented: (C) K-value of 2 and (D) K-value of 4. Location codes are defined
in Figure 1. FIGURE 2. Population structure for Southern Flounder as estimated with amplified fragment length polymorphisms (AFLPs). Each individual is represented as
a vertical line along the x-axis, and individuals are grouped into geographic populations. Each color represents a different inferred genetic cluster, and the proba-
bility of assignment to each of the K genetic clusters is indicated by the proportion of color along the y-axis: (A) K-value of 2 and (B) K-value of 5. Results for
the AFLP data set after removing the primer pair EcoRI-AGC–MseI-CTT are also presented: (C) K-value of 2 and (D) K-value of 4. Location codes are defined
in Figure 1. m: https://bioone.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
tps://bioone.org/terms-of-use GENETIC STRUCTURE OF SOUTHERN FLOUNDER 225 of hierarchical population structure (Table 2). However,
within-population variation accounted for 89.9% of the differ-
ences (FST D 0.101, P < 0.0001). When partitioning differen-
tiation in the Atlantic alone (NCN, NCC, and NCS versus SC,
GA, and FL), 96.6% of the variation was due to within-popula-
tion differences (FST D 0.034, P < 0.0001; Table 2). There
was no differentiation between these two Atlantic regions. There was also no differentiation between regions when con-
sidering NCN and NCC as a separate group relative to NCS,
SC, GA, and FL. (1) the average pairwise distance among geographic popula-
tion pairs that included either SC or SBTX to (2) the average
pairwise distance among all other geographic population pairs
(i.e., those without SC or SBTX). The percent difference
between these two metrics was used to assess the unusual lev-
els of genetic differentiation in SC and the western Gulf. The
average percent difference was 6.09% (SD D 5.93) across 11
of the 12 primer pairs. The remaining primer pair (EcoRI-
AGC–MseI-CTT) displayed higher levels of differentiation,
with a percent difference of 56.77%, and was likely responsi-
ble for the similarities observed between SC and SBTX sam-
ples. Downloaded From: https://bioone.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
Terms of Use: https://bioone.org/terms-of-use dNot significant after Bonferroni correction. RESULTS Sample
NCN
NCC
NCS
SC
GA
FL
APFL
SBTX
NCN
0.0218c
0.0436c
0.0506c
0.0122bd
0.0062
0.0969c
0.1133c
NCC
0.0049
0.0519c
0.0724c
0.0199b
0.0133bd
0.1119c
0.1330c
NCS
0.0052
¡0.0002
0.0722c
0.0215c
0.0314c
0.0652c
0.1054c
SC
0.0369ad
¡0.0079
0.0231
0.0526c
0.0420c
0.1037c
0.0694c
GA
0.0521ad
0.0102
0.0367ad
¡0.0074
0.0099bd
0.0771c
0.1105c
FL
0.0215
¡0.0095
¡0.0029
¡0.0036
0.0003
0.0869c
0.1100c
APFL
0.4234c
0.3993c
0.4558c
0.3841c
0.3962c
0.4165c
0.0304c
SBTX
0.3993c
0.3736c
0.4368c
0.3582c
0.3715c
0.3949c
0.0058
aP < 0.05. bP < 0.01. cP < 0.0001. dNot significant after Bonferroni correction. Downloaded From: https://bioone.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
Terms of Use: https://bioone.org/terms-of-use one.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
org/terms-of-use and vice versa. There was no clear pattern o
ture within the Atlantic cluster based o
network. Pairwise population comparisons using th
region showed strong differentiation (FST D
0.0001) between all pairs of populations
basins (Table 1). Three pairs of populations
(GA and NCS; GA and NCN; and SC and N
nificantly differentiated, although FST va
smaller (FST D 0.037–0.052, P < 0.05). Non
Atlantic comparisons remained significant
correction was applied, and no other pairs of
TABLE 3. Molecular diversity measures for populati
der sequenced at the mitochondrial DNA control regio
gaps). Number of samples (n), number of polymorphi
(Np), number of haplotypes (Nh), haplotype diversity
diversity (p) are given for each site. Location codes are
Location
n
Np
Nh
U.S. South Atlantic
NCN
30
28
19
NCC
33
30
25
NCS
34
26
22
SC
31
31
25
GA
31
28
23
FL
30
28
23
Overall (Atlantic)
189
70
93
Gulf of Mexico
APFL
36
35
25
SBTX
35
28
19
Overall (Gulf)
71
47
39
Total (Atlantic plus Gulf)
260
87
129
TABLE 2. Results from analyses of molecular varian
two different geographic scales: (1) ocean basin (Gulf o
Georgia, and Florida; *P < 0.05; **P < 0.0001). Source of variation
df
S
Among groups
1
Among populations within groups
6
Within populations
193
Total
200
Among groups
1
Among populations within groups
4
Within populations
145
Total
150
226 226 WANG ET AL. TABLE 2. Results from analyses of molecular variance based on amplified fragment length polymorphisms in Southern Flounder. Populations are grouped at
two different geographic scales: (1) ocean basin (Gulf of Mexico versus U.S. South Atlantic) and (2) U.S. South Atlantic (North Carolina versus South Carolina,
Georgia, and Florida; *P < 0.05; **P < 0.0001). TABLE 2. RESULTS Within the Atlantic, almost all of the variation
was explained by differences within populations (98.2%; FST D
0.018, P > 0.05), and only a small portion of the variation was
explained by differences between NC and the other Atlantic
populations (1.8%; FCT D 0.018, P > 0.05), but neither of these
differences was significant (Table 4). and vice versa. There was no clear pattern of finer-scale struc-
ture within the Atlantic cluster based on the haplotype
network. Pairwise population comparisons using the mtDNA control
region showed strong differentiation (FST D 0.37–0.45, P <
0.0001) between all pairs of populations compared across
basins (Table 1). Three pairs of populations within the Atlantic
(GA and NCS; GA and NCN; and SC and NCN) were also sig-
nificantly differentiated, although FST values were much
smaller (FST D 0.037–0.052, P < 0.05). None of these within-
Atlantic comparisons remained significant after a Bonferroni
correction was applied, and no other pairs of populations within TABLE 3. Molecular diversity measures for populations of Southern Floun-
der sequenced at the mitochondrial DNA control region (excluding sites with
gaps). Number of samples (n), number of polymorphic sites excluding gaps
(Np), number of haplotypes (Nh), haplotype diversity (Hd), and nucleotide
diversity (p) are given for each site. Location codes are defined in Table 1. RESULTS Results from analyses of molecular variance based on amplified fragment length polymorphisms in Southern Flounder. Populations are grouped at
two different geographic scales: (1) ocean basin (Gulf of Mexico versus U.S. South Atlantic) and (2) U.S. South Atlantic (North Carolina versus South Carolina,
Georgia, and Florida; *P < 0.05; **P < 0.0001). Source of variation
df
Sum of squares
Variance component
Percentage of variation
Fixation index
Ocean basin scale
Among groups
1
401.326
4.042
6.98
FCT D 0.0698*
Among populations within groups
6
587.121
1.822
3.15
FSC D 0.0338**
Within populations
193
10,045.97
52.052
89.88
FST D 0.1013**
Total
200
11,034.42
57.916
U.S. South Atlantic
Among groups
1
87.036
¡0.179
¡0.34
FCT D ¡0.0034
Among populations within groups
4
402.025
1.964
3.71
FSC D 0.0370**
Within populations
145
7,407.171
51.084
96.62
FST D 0.0338**
Total
150
7,896.232
52.869 df
Sum of squares
Variance component
Percentage of variation
Fixation index the Atlantic or Gulf were found to be significantly differentiated
with any test. When comparing the Gulf and Atlantic, the
AMOVA for the mtDNA control region showed that the major-
ity of variation was explained by differences within populations
(59.3%; FST D 0.407, P < 0.0001), although a large portion of
the differentiation was due to differences between ocean basins
(40.2%; FCT [genetic differences among groups] D 0.402, P <
0.05; Table 4). Within the Atlantic, almost all of the variation
was explained by differences within populations (98.2%; FST D
0.018, P > 0.05), and only a small portion of the variation was
explained by differences between NC and the other Atlantic
populations (1.8%; FCT D 0.018, P > 0.05), but neither of these
differences was significant (Table 4). the Atlantic or Gulf were found to be significantly differentiated
with any test. When comparing the Gulf and Atlantic, the
AMOVA for the mtDNA control region showed that the major-
ity of variation was explained by differences within populations
(59.3%; FST D 0.407, P < 0.0001), although a large portion of
the differentiation was due to differences between ocean basins
(40.2%; FCT [genetic differences among groups] D 0.402, P <
0.05; Table 4). DISCUSSION We observed divergence between Gulf and Atlantic South-
ern Flounder populations based on both mtDNA control region
sequences and AFLP fingerprints. All population pairwise FST
and AMOVA FCT values were significant when comparing
between ocean basins, regardless of the molecular marker
used (Tables 1, 2, 4). The same result was observed with
AFLP population assignments (Figure 2) and in the mtDNA
haplotype network (Figure 3). These findings are in agreement
with previous Southern Flounder studies that examined allo-
zymes (Blandon et al. 2001), mtDNA (Anderson et al. 2012),
and microsatellites (Anderson and Karel 2012), and they cor-
respond with a well-known biogeographic break in marine
fauna between the Gulf and Atlantic (Avise 1992). Southern
Flounder are absent from the southern tip of Florida (Ginsburg
1952; Gilbert 1986), so a transition in genetic composition
between ocean basins appears to correspond with the habitat
discontinuity that is responsible for the disjunct distribution of
Southern Flounder across south Florida. Location
n
Np
Nh
Hd
p
U.S. South Atlantic
NCN
30
28
19
0.910
0.0082
NCC
33
30
25
0.981
0.0087
NCS
34
26
22
0.934
0.0073
SC
31
31
25
0.981
0.0085
GA
31
28
23
0.974
0.0079
FL
30
28
23
0.972
0.0080
Overall (Atlantic)
189
70
93
0.967
0.0082
Gulf of Mexico
APFL
36
35
25
0.946
0.0094
SBTX
35
28
19
0.909
0.0080
Overall (Gulf)
71
47
39
0.931
0.0087
Total (Atlantic plus Gulf)
260
87
129
0.977
0.0106 We predicted that both markers would perform well for
evaluating deep divergence, but we also wanted to assess Downloaded From: https://bioone.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
Terms of Use: https://bioone.org/terms-of-use GENETIC STRUCTURE OF SOUTHERN FLOUNDER 227 FIGURE 3. Median joining network of mitochondrial DNA control region haplotypes identified in Southern Flounder. Circles represent haplotypes; colored
wedges indicate geographic populations. Circles and wedges are proportional to the sample size, and the length of the connection is proportional to the number
of nucleotide changes between haplotypes. Location codes are defined in Figure 1. FIGURE 3. Median joining network of mitochondrial DNA control region haplotypes identified in Southern Flounder. Circles represent haplotypes; colored
wedges indicate geographic populations. Circles and wedges are proportional to the sample size, and the length of the connection is proportional to the number
of nucleotide changes between haplotypes. Location codes are defined in Figure 1. Whitlock 2004). Downloaded From: https://bioone.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
Terms of Use: https://bioone.org/terms-of-use DISCUSSION The opposite was seen for population comparisons
within the Atlantic, as mtDNA differentiation values (FST D
¡0.010 to 0.052) were nonsignificant and lower than AFLP
values (FST D 0.006–0.072), which showed significant differ-
entiation for nearly all within-Atlantic comparisons. If we
were to interpret the degree of population structure as pro-
posed by Wright (1978), genetic differentiation among South-
ern Flounder populations when comparing ocean basins would
be characterized as “very great” (mtDNA) or “moderate”
(AFLPs), whereas comparisons within the Atlantic basin
showed “little” to “moderate” genetic differentiation based on
AFLPs. In this study, nearly all Southern Flounder geographic pop-
ulations within the Atlantic were significantly differentiated
(after Bonferroni correction for multiple comparisons) when
using the AFLP data set (Table 1), thus contradicting the
mtDNA results. The power to detect differentiation increases
with the number of loci, and even very small values of FST can
become statistically significant when enough markers are used
(Ryman et al. 2006). We compared a single mtDNA marker to
an AFLP profile comprising 671 loci, so we expected
increased resolution. However, the levels of within-Atlantic
AFLP differentiation we detected are not considered low for
marine populations. Even very weak but significant levels of
genetic differentiation can be biologically relevant; for exam-
ple, Knutsen et al. (2011) used empirical mark–recapture data
to confirm the existence of distinct, localized populations of
coastal Atlantic Cod Gadus morhua that produced low levels
of genetic differentiation. Based on AFLP differentiation,
genetic structure appears to be present among geographic pop-
ulations of Southern Flounder in the Atlantic, although this
does not necessarily mean that each locale represents a dis-
crete stock. The levels of genetic differentiation detected in this study
were consistent with previously reported FST values for South-
ern Flounder mtDNA (Anderson et al. 2012), but we observed
markedly higher differentiation using AFLPs than was previ-
ously found with microsatellites (within-basin FST D ¡0.002
to 0.007; between-basin FST D 0.025–0.046; Anderson and
Karel 2012). Similar discrepancies between markers have also
been observed in recent studies of other species, for which dif-
ferentiation was both higher (Mock et al. 2002; Whitehead
et al. 2003; Gruenthal et al. 2007) and lower (Maguire et al. 2002) when comparing AFLPs to microsatellites. For analyses
of highly variable multi-allelic loci, as in the Anderson et al. DISCUSSION Amplified fragment length polymorphism
loci are scattered across the genome and may better reflect
demographic, historical, and selective events for which
influences on diversity patterns can vary across loci, so we
expected to obtain increased genetic resolution with AFLP
analysis. how AFLPs and mtDNA would compare when examining
subtle structure, as we expected to see in the Atlantic
Southern Flounder populations. Although mtDNA markers
are commonly used in population genetic studies because
of their high mutation rates and purportedly neutral evolu-
tion, the mitochondrial genome is also haploid (maternally
inherited, effectively as a single locus) and is very small in
comparison with the nuclear genome. Thus, studies that
rely solely on mtDNA markers may draw incomplete con-
clusions when attempting to make inferences about organ-
isms and populations as a whole (reviewed by Ballard and The AFLP and mtDNA results were generally in agreement
when assessing Southern Flounder differentiation between the
two ocean basins, but the results began to diverge when we
examined structure within ocean basins. The magnitude of dif-
ferentiation for pairwise comparisons between ocean basins Downloaded From: https://bioone.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
Terms of Use: https://bioone.org/terms-of-use 228 WANG ET AL. TABLE 4. Results from analyses of molecular variance based on mitochondrial DNA control region sequences in Southern Flounder. Populations are grouped
at two different geographic scales: (1) ocean basin (Gulf of Mexico versus U.S. South Atlantic) and (2) U.S. South Atlantic (North Carolina versus South Caro-
lina, Georgia, and Florida; *P < 0.05; **P < 0.0001). lina, Georgia, and Florida; *P < 0.05; **P < 0.0001). Source of variation
df
Sum of squares
Variance component
Percentage of variation
Fixation index
Ocean basin scale
Among groups
1
141.313
1.344
40.15
FCT D 0.4016*
Among populations within groups
6
15.532
0.019
0.56
FSC D 0.0094
Within populations
252
499.841
1.983
59.28
FST D 0.4072**
Total
259
656.685
3.346
U.S. South Atlantic
Among groups
1
5.263
0.035
1.78
FCT D 0.0178
Among populations within groups
4
7.755
0.000
¡0.01
FSC D ¡0.0001
Within populations
183
356.284
1.947
98.24
FST D 0.0176
Total
188
369.302
1.982 df
Sum of squares
Variance component
Percentage of variation
Fixation index was much higher with mtDNA (FST D 0.358–0.456) than with
AFLPs (FST D 0.065–0.133), although both were highly sig-
nificant. Downloaded From: https://bioone.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
Terms of Use: https://bioone.org/terms-of-use DISCUSSION In contrast, SC was always highly
significantly differentiated from both Gulf locales in pairwise
FST comparisons, whether based on mtDNA or AFLPs. With
these varying results, the potential distinction of SC genotypes
from other Atlantic samples remains inconclusive. The results of this study confirmed a clear divergence
between Gulf and Atlantic Southern Flounder. There was also
evidence of genetic structure among geographic populations
of Southern Flounder at a finer spatial scale, which was only
revealed upon analysis of AFLPs. We found intriguing pat-
terns of differentiation and genetic clustering that did not cor-
respond with obvious geographic patterns. However, there
was no differentiation between samples from NC and those
from the other Atlantic states when examining hierarchical
population structure. Southern Flounder in NC are currently
managed as a unit stock. The present molecular analysis sug-
gests that a single-stock designation within NC should be ade-
quate, as there is no clear evidence for additional subdivisions
at a finer spatial scale (i.e., between regions within the state). However, the potential for high levels of mixing throughout
the Atlantic basin, as evidenced by the presence of only weak
genetic structure within the basin, suggests that interstate
cooperation will be necessary to achieve a comprehensive
population assessment of Southern Flounder at an appropriate
spatial scale. To sustain fishery yields and meet conservation
objectives for Southern Flounder, the spatial scale of stock
assessment will need to be more closely aligned with the spa-
tial scale of important ecological processes that determine
stock dynamics. Our present findings suggest that these pro-
cesses likely operate over broad spatial scales and that future By examining pairwise differences in AFLP profiles
between geographic populations, we were able to identify a
single primer pair (EcoRI-AGC–MseI-CTT) as the likely
cause for the assignment of SBTX and SC individuals to the
same genetic cluster. This was confirmed by a genetic cluster
analysis that excluded loci from the primer pair in question,
although the similarity between SC and Gulf samples was still
present to a smaller degree when the number of assumed
genetic clusters was increased (Figure 2). Because one primer
pair appears to be responsible for this grouping, it is possible
that the pattern may be an artifact of the AFLP procedure. Errors in peak scoring are a common source of AFLP genotyp-
ing error (Bonin et al. DISCUSSION The
potential influence of AFLP homoplasy on genetic diversity
estimates must be considered, but experimental quantification
of the degree of homoplasy is not within the scope of most
AFLP studies (Meudt and Clarke 2007). In addition to evaluating patterns of differentiation, we also
assessed the genetic composition of each Southern Flounder
population. When sufficient numbers of loci are used, AFLPs
are highly accurate for population assignment tests and can be
particularly informative for systems with weak genetic struc-
ture (Campbell et al. 2003). We saw similar patterns in indi-
vidual assignments to inferred genetic clusters (i.e., K) across
the most likely values of K for the AFLP profiles (Figure 2). Although we examined patterns of variation at K-values of 2
and 5, the major genetic patterns remained the same. The two
summary plots both showed a strong genetic distinction
between Gulf and Atlantic Southern Flounder. Within NC, the
NCN and NCC samples appeared to be homogeneous, whereas
NCS displayed a small difference in assignment probabilities,
suggesting that a mild barrier to gene flow may exist between
these regions. The most unexpected observation was the
shared clustering of SC samples—obtained near the center of
the Atlantic populations—with the Gulf samples, particularly
those from SBTX. Alternatively, it may be possible for the geographically dis-
junct individuals from SC and the Gulf to have similar molec-
ular profiles based on shared adaptive traits. Like other
genome-scale molecular data sets, AFLP loci are anonymous
and consist mostly of neutral loci, but they often include loci
that are linked to genes under selection (Luikart et al. 2003). To investigate any patterns of distribution that may be related
to adaptive evolution, future studies would benefit from a
genome scan, which detects AFLP loci that show abnormally
high among-population differentiation; such outliers are a sig-
nature of selection (Beaumont and Balding 2004). Overall, the AFLP genetic cluster analyses suggested high
gene flow within the Atlantic, with the possible exception of
SC. Of the three mtDNA haplotypes shared between ocean
basins, one consisted of individuals from SC and both Gulf
locales, although this was a low-frequency haplotype (Fig-
ure 3). In addition, the SC samples were differentiated from
one of the NC geographic populations in the mtDNA FST anal-
ysis, but this subdivision was no longer significant after Bon-
ferroni adjustment. DISCUSSION (2012) study where there were up to 53 alleles per microsatel-
lite locus, very high levels of within-population heterozygosity
can result in reduced magnitudes of differentiation between
populations (Hedrick 1999). Different molecular markers are
subject to different evolutionary processes, which can affect
levels of diversity within and between populations (reviewed
by Zink and Barrowclough 2008; Toews and Brelsford 2012). Therefore, the lack of correspondence in the magnitude of dif-
ferentiation estimated with the different markers used to assess
Southern Flounder genetic structure thus far is not surprising. Waples et al. (2008) cautioned that statistical significance
is not always correlated with biological significance and that
the life history and biology of an organism must be taken into
consideration when determining stocks. Thus far, we have no
evidence that Southern Flounder from different locales within
the Atlantic are biologically distinct. Based on otolith morpho-
metric analysis, Midway et al. (2014) also detected only weak
evidence for differentiation among Southern Flounder popula-
tions within the Atlantic, including within NC. These results
are consistent with our findings. Despite the possibility that
many AFLP loci should allow for greater power in the detec-
tion of population subdivision, AMOVA did not find signifi-
cant genetic structure when comparing NC (or portions of NC)
to the remaining Atlantic locales. The same lack of NC
regional structure was found with AMOVA based on mtDNA. GENETIC STRUCTURE OF SOUTHERN FLOUNDER 229 These results do not support the consideration of NC Southern
Flounder as a distinct stock within the Atlantic. AFLP loci. Equal-length DNA fragments are scored as a pres-
ence on the same locus, regardless of whether the fragments
are homologous in genomic origin. Amplified fragment length
polymorphism homoplasy can result in the underestimation of
differentiation between populations and may provide one
potential
explanation
for
the
unforeseen
similarity
we
observed between SC and SBTX Southern Flounder. Homo-
plasy bias increases with the number of loci scored per primer
pair and with smaller fragment sizes (<125 bp; Vekemans
et al. 2002; Caballero et al. 2008). We reduced the numbers of
AFLP loci analyzed per primer pair by applying peak height
thresholds as previously described (only 38 of 139 loci ini-
tially detected were analyzed for EcoRI-AGC–MseI-CTT), but
small fragment sizes were not excluded in this study. Downloaded From: https://bioone.org/journals/Marine-and-Coastal-Fisheries:-Dynamics,-Management,-and-Ecosystem-Science on 23 Oct 2024
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English
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Numerical modeling of defective hybrid composite plates
|
International journal of advanced and applied sciences
| 2,017
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cc-by
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* Corresponding Author.
Email Address: b.achour@uoh.edu.sa (B. Achour)
https://doi.org/10.21833/ijaas.2017.06.006
2313-626X/© 2017 The Authors. Published by IASE.
This is an open access article under the CC BY-NC-ND license
(http://creativecommons.org/licenses/by-nc-nd/4.0/) Belkacem Achour 1, *, Djamel Ouinas 2, Mabrouk Touahmia 1, Mustapha Boukendakdji 1 1Department of Civil Engineering, College of Engineering, University of Hail, Hail, Saudi Arabia
2Department of Mechanical Engineering, Université Abdelhamid Ibn Badis de Mostaganem, Mostaganem, Algeria A B S T R A C T It is known that the optimization of the positioning of reinforcements within
a composite material is likely to increase significantly the performance of a
structure. Accordingly, buckling is the most critical failure mode for notched
and non-stiffened plates under axial compressive stress. In this study, the
buckling response of laminated plates made of hybrid composite materials
with and without elliptical notches is analyzed using finite element methods. The plates are made of carbon/epoxy/aluminum and arranged in following
ordered manner [Al/ (θ/-θ) /Al]. The resistance to buckling of the hybrid
plates under uniaxial compression is examined according to fiber
orientations, the orientation of the notch and finally the thickness of the
aluminum layer in the composite material. The results showed that when the
fibers are at 𝜃= 900 the amplification of the critical load of buckling in the
hybrid notchless plate is of the order of 59% and 27.66% for a thickness of
the aluminum layer tAl= 0.2mm and 0.127mm respectively. The elliptical
notch oriented at 0° reduces the maximum load four times more than when
oriented at 90o. Article history:
Received 11 February 2017
Received in revised form
11 April 2017
Accepted 2 May 2017
Keywords:
Elliptical notch
Buckling
Hybrid composites
Finite element analysis Article history:
Received 11 February 2017
Received in revised form
11 April 2017
Accepted 2 May 2017
Keywords:
Elliptical notch
Buckling
Hybrid composites
Finite element analysis Article history:
Received 11 February 2017
Received in revised form
11 April 2017
Accepted 2 May 2017
Keywords:
Elliptical notch
Buckling
Hybrid composites
Finite element analysis © 2017 The Authors. Published by IASE. This is an open access article under the CC
BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). composites have proven to be very efficient in the
fabrication of parts of primary structures, due to
their performance, quality of lightness and form
flexibility (Kweon et al., 2006). The design of this
type of structures needs tools to model their
sophisticated mechanical behavior, taking into
account the specificities of these materials. The
numerical methods and in particular the finite
element methods are essential for sizing these
complex
composite
structures. Currently,
the
analysis of the behavior of laminated plates always
remains an open research problem, due to their
complex behavior (Komur et al., 2010). International Journal of Advanced and Applied Sciences, 4(6) 2017, Pages: 43-49 International Journal of Advanced and Applied Sciences, 4(6) 2017, Pages: 43-49 Contents lists available at Science-Gate 2. Finite element model plates having a crack emanating from a circular
notch. They indicated that the critical load of
buckling reaches its maximum values when the
fibers are oriented in an interval varying from 50° to
90°. Ouinas and Achour (2013) have studied the
effect of the presence of an elliptical notch on the
buckling of laminated boron/ epoxy plates arranged
anti-symmetrically [(θ/ -θ)]. In this study, a thin square plate, 100mm x
100mm x 1.162mm, made of hybrid carbon/epoxy/
aluminum composite material is analyzed. The lower
edge of the plate is fixed and the displacement on the
upper edge is assumed to be free along the y-axis. The plate is subjected to a uniaxial compression in
the vertical direction under the load per unit length
𝜎= 1𝑁/𝑚𝑚. The plate is numerically modeled using
the finite element code ABAQUS 6.11. The finite
element mesh involved a total of 33328 S8R
quadrilateral and 397 STRI65 elements with a
refined mesh at the vicinity of the notch as shown in
Fig. 1 and Fig. 2. In this study the buckling of composite plates
made of hybrid carbon/epoxy/ aluminum material
with and without elliptical notches is analyzed using
finite element code ABAQUS 6.11. The effects of the
notch orientation with respect to x-axis, the
orientation of plies and the thickness of the ply on
the buckling load have been examined. Moreover,
the effect of the thickness of the layer of aluminum
has also been considered. Fig. 1: Geometric model of the plate in the presence of an elliptical notch
Elliptical notch Fig. 1: Geometric model of the plate in the presence of an elliptical notch Fig. 2: Meshing of the plate in the presence of an elliptical
notch Fig. 2: Meshing of the plate in the presence of an elliptical
notch The plate is composed of eight plies, six of
carbon/epoxy and two of aluminum alloy. The
thickness of the carbon/epoxy layer is 0.127 mm and
the fibers are symmetrically crossed in an orderly
alternate manner according to an angle and
respectively (Fig. 3). The layers of the aluminum are
outside of the plate and each has a thickness of
0.2mm. As shown in Fig. 3, several mesh sizes are used in
the numerical calculation to examine the accuracy
and the convergence of a test case chosen where the
ratio of the elliptical notch b/a=3, and the
orientation of the layers is [-45/45]3. 1. Introduction *The use of materials having specific mechanical
properties permits the sizing of lighter structures
but
equally
even
more
efficient
than
the
conventional ones. The composite materials in form
of laminated plates or shells have found a growing
use in many industrial applications. Moreover,
composite materials reinforced with carbon fiber are
now used more and more in many areas such as
aeronautics, astronautics, pressurized vessels, pipes,
ships and sports equipment due to their high
resistance to fatigue and corrosion, therefore, a
satisfactory durability. In addition, the minimization
of the structural mass in the aeronautical industry
leads
directly
to
reducing
the
aircraft
fuel
consumption
which
constitutes
an
important
technological challenge. Several studies of stability of laminated plates
have been concentrated on the rectangular plates
(Rhodes et al., 1984; Nemeth, 1988; Mroz, 2011;
Reddy and Harish, 2014). It is known that the
resistance to buckling of rectangular plates depends
on the boundary conditions and the orientations of
the folds (Hu and Lin, 1995). The thin walled
composite structures which are widely used become
unstable when they are subjected to mechanical or
thermal loads leading to buckling. Accordingly, their
behaviors in buckling are significant factors in safe
and reliable design (Baba, 2007). Baba and Baltaci
(2007) have performed a buckling analysis of a
laminated composite rectangular plate having a
circular hole at the center. Hamani et al. (2012) have
studied the effect of fiber orientation on the critical
load of buckling of symmetrical laminated composite The assessment of appropriate levels of security
is required by the process of modern design. Particular attention is paid to the behavior to
buckling which must be understood and predicted in
order to determine effective models and the safe
loading conditions. In industry, the laminated 43 Achour et al/ International Journal of Advanced and Applied Sciences, 4(6) 2017, Pages: 43-49 3. 1. Effect of the ply orientations in the presence
of two different aluminum layers The buckling parameters calculated by the two
types of finite elements shell elements S8R and S8R5
are compared as illustrated in Fig. 4. It is worth
noting that the stability of the buckling parameter is
marked when the size of the edge element was less
than 2 mm, regardless of the type of element used
S8R or S8R5. More precision is attained when the
size of the element is taken equal to 0.4mm. The
mechanical properties of the hybrid composite plate
are given in Table 1. Fig. 5 shows the variation of the buckling critical
load versus the angle of orientation of the plies
where the presence of the aluminum layers is
highlight. Two configurations have been analyzed; a
carbon/epoxy
composite
plate
and
a
hybrid
composite one, having an outside aluminum layer
0.2 mm thick. Six composite layers are oriented at
𝜃 and −𝜃 without a geometric defect. The evolution
of the critical load in first mode of buckling of the
composite laminated plate as a function of the angle
of the plies is clearly highlighted. It can be noticed
that the buckling critical load remains quasi-constant
in the range 0° to 30°. Beyond this declination, the
load is increased to an asymptotic maximum value
corresponding to the angle 𝜃= 900 The buckling
critical load in the hybrid plate having an aluminum
thickness layer tAl = 0.2mm is found to be more
important than of the carbon/epoxy one. The
amplification of N has been of the order of 59%
when the fibers are at 𝜃= 900. For the hybrid plate
having tAl =0.127mm, the amplification factor has
reached 27.66 % which indicates that the buckling
loads are sensitive when the ply angle is higher than
30°. Table 1: Mechanical properties of the hybrid composite
plate
Properties
Aluminum 2024T3
Carbone/époxy
𝐸1(𝑀𝑃𝑎)
72.4
145
𝐸2(𝑀𝑃𝑎)
-
10
𝑣12
0.33
0.25
𝑣23
-
0.25
𝐺12(𝑀𝑃𝑎)
27
7
𝐺13(𝑀𝑃𝑎)
-
7
𝐺23(𝑀𝑃𝑎)
-
3.7 Table 1: Mechanical properties of the hybrid composite In real applications, notches in composite plates
could be of different forms according to the design
needs. The shape of the notch has been assumed
primarily to be an elliptical hole at the centre of the
plate. Fig. 3. Results and discussion Fig. 3: Fiber orientation in the laminated plate 2. Finite element model The classical
model theory of laminates is implemented using the
shell elements S4R, S8R of the software Abaqus with
the composite lay-up option. The linear elements and
quadratic with reduced integration S4R and S8R are
generally well suited for the calculation of semi-thick
or thin shells. Fig. 2: Meshing of the plate in the presence of an elliptical
notch 44 Achour et al/ International Journal of Advanced and Applied Sciences, 4(6) 2017, Pages: 43-49 between the major axis of the notch which is the x-
axis by 0°, 15, 30, 45, 60, 75, and 90° as shown in Fig. 1. The dimensions of the main diameters of the
ellipse are represented by a and b respectively. The
ratio of the two geometric parameters of the
elliptical notch is kept constant (a/b=1/3). The effect
of the circular notch is also analyzed as a special case
when a=b. In addition, particular attention has been
paid to the number of alternate cross over plies of
the laminated plate as well as the ply orientations. Fig. 3: Fiber orientation in the laminated plate 3. 1. Effect of the ply orientations in the presence
of two different aluminum layers 5: Effect of the aluminum layer on the buckling critical
load
0
10
20
30
40
50
60
70
80
90
0
10
20
30
40
50
Composite plate
Hybrid plate (tAl=0,127mm)
Hybrid plate (tAl=0,2mm)
(kN)
Cr
N
)
Angle ( Fig. 4: Effect of the element size on the convergence of
NCR
However, the effect of different positions for the
elliptical notch on the buckling load is considered. These positions are represented by an angle
Fig. 5: Effect of the aluminum layer on the buckling critical
load
The design of a laminated composite is based on
the optimization, therefore the best fiber orientation
of each layer should be found. Fig. 6 illustrates 10
buckling modes of a hybrid composite plate when
the plies are oriented at 90°. It is clear that the
0
10
20
30
40
50
60
70
80
90
0
10
20
30
40
50
Composite plate
Hybrid plate (tAl=0,127mm)
Hybrid plate (tAl=0,2mm)
(kN)
Cr
N
)
Angle (
0,4
0,8
1,2
1,6
2,0
2,4
2,8
3,2
3,6
4,0
4,4
4,8
5,2
33,502
33,509
33,516
33,523
33,530
33,537
33,544
Quadratic element
S8R
S8R5
[(45/-45)3], a/b=1/3
(kN)
Cr
N
Size of element (mm) 0
10
20
30
40
50
60
70
80
90
0
10
20
30
40
50
Composite plate
Hybrid plate (tAl=0,127mm)
Hybrid plate (tAl=0,2mm)
(kN)
Cr
N
)
Angle ( Fig. 4: Effect of the element size on the convergence of
NCR
0,4
0,8
1,2
1,6
2,0
2,4
2,8
3,2
3,6
4,0
4,4
4,8
5,2
33,502
33,509
33,516
33,523
33,530
33,537
33,544
Quadratic element
S8R
S8R5
[(45/-45)3], a/b=1/3
(kN)
Cr
N
Size of element (mm) )
Angle ( Fig. 5: Effect of the aluminum layer on the buckling critical
load Fig. 4: Effect of the element size on the convergence of
NCR The design of a laminated composite is based on
the optimization, therefore the best fiber orientation
of each layer should be found. Fig. 6 illustrates 10
buckling modes of a hybrid composite plate when
the plies are oriented at 90°. It is clear that the However, the effect of different positions for the
elliptical notch on the buckling load is considered. These positions are represented by an angle 45 Achour et al/ International Journal of Advanced and Applied Sciences, 4(6) 2017, Pages: 43-49 buckling critical load increases with the buckling
mode for the same ply orientations. sensitive. 3. 1. Effect of the ply orientations in the presence
of two different aluminum layers The lowest values of the buckling critical
load are obtained when the fibers are oriented
perpendicular to the applied load 𝜃= 00 while the
maximum values are obtained when the fibers are
parallel to the applied load 𝜃= 900. The differences
between their trends are quasi-constant. It is very
clear that the buckling load of the plate is strongly
affected by the stacking order of the composite
laminates. Therefore, for the laminated plate to
resist better to the buckling load, the greatest ply
orientations should be oriented with regards to the
x-axis. In addition, the effect of the orientation of the
elliptical notch has been considered as well. It is to
be noted, that in this case, the increase of the angle of
declination of the notch with regards to the x axis
lead to an increase in the difference between the
buckling
loads,
and
sensitive
when
the
ply
orientation is greater than 450 (𝜃> 450). 3.2. Influence of the ply orientation for different
declinations on the buckling load 7: Effect of fiber orientation on the buckling load
variation
(kN)
Cr
N
)
Angle (
0
10
20
30
40
50
60
70
80
90
2,50
3,00
3,50
4,00
4,50
5,00
a/b=3, tA1=0,2mm
Declination of the elliptical notch
0
10
20
30
40
50
60
70
80
90
2,0
3,0
4,0
5,0
6,0
7,0
8,0
9,0
a/b=3, tA1=0,2 mm
Declination of the elliptical notch
)
Angle (
N* (kN)
Cr
N Fig. 7: Effect of fiber orientation on the buckling load
variation Fig. 8: Effect of fibre orientation on the buckling load
variation For a better illustration of this effect, the
variation of a dimensionless reduction factor of the
buckling load is shown in Fig. 8 as a function of the
declination angle (𝜃). The reduction factor is defined
by (Eq. 1): 3.2. Influence of the ply orientation for different
declinations on the buckling load 8: Effect of fibre orientation on the buckling load
variation
0
10
20
30
40
50
60
70
80
90
2,0
3,0
4,0
5,0
6,0
7,0
8,0
9,0
a/b=3, tA1=0,2 mm
Declination of the elliptical notch
)
Angle (
N*
(kN)
Cr
N
)
Angle (
0
10
20
30
40
50
60
70
80
90
2,50
3,00
3,50
4,00
4,50
5,00
a/b=3, tA1=0,2mm
Declination of the elliptical notch
Achour et al/ International Journal of Advanced and Applied Sciences, 4(6) 2017, Pages: 43-49 f
pp
g
(g) Mode 7: Ncr = 393,02 N/mm
(h) Mode 8: Ncr = 422,22 N/mm
(i) Mode 9: Ncr = 520,93 N/mm
(j) Mode 10: Ncr = 584,75 N/mm
Fig. 6: Different buckling modes of a hybrid composite notchless panel (case 𝜃= 900) (i) Mode 9: Ncr = 520,93 N/mm (i) Mode 9: Ncr = 520,93 N/mm (j) Mode 10: Ncr = 584,75 N/mm ( )
/
(j)
/
Fig. 6: Different buckling modes of a hybrid composite notchless panel (case 𝜃= 900) ( )
/
(j)
/
Fig. 6: Different buckling modes of a hybrid composite notchless panel (case 𝜃= 900) Fig. 7: Effect of fiber orientation on the buckling load
variation
(kN)
Cr
N
)
Angle (
0
10
20
30
40
50
60
70
80
90
2,50
3,00
3,50
4,00
4,50
5,00
a/b=3, tA1=0,2mm
Declination of the elliptical notch
Fig. 7: Effect of fiber orientation on the buckling load
variation
Fig. 8: Effect of fibre orientation on the buckling load
variation
0
10
20
30
40
50
60
70
80
90
2,0
3,0
4,0
5,0
6,0
7,0
8,0
9,0
a/b=3, tA1=0,2 mm
Declination of the elliptical notch
)
Angle (
N*
(kN)
Cr
N
)
Angle (
0
10
20
30
40
50
60
70
80
90
2,50
3,00
3,50
4,00
4,50
5,00
a/b=3, tA1=0,2mm
Declination of the elliptical notch
Fig. 3.2. Influence of the ply orientation for different
declinations on the buckling load Fig. 7 illustrates the influence of the angle of fiber
orientation on the variation of the buckling load of a
hybrid composite plate containing an elliptical notch
whose major axes ratio is a/b=1/3. Thus, the
variation of the declination angle of the elliptical
notch with regard to the x-axis is highlighted. It is
clear that the critical buckling load increases
according to three stages as a function of the fiber
angle of declination of the composite material. In the
first stage, where 00 ≤𝜃≤300, the critical load has
been found almost stable. However, in the second
stage where 300 ≤𝜃≤700, the critical buckling is
found to increase quadratic ally. Finally, in the last
stage, where 𝜃≥700, the increase is found to be less e, where 𝜃≥700, the increase is found to be less
(a) Mode 1: Ncr = 100 N/mm
(b) Mode 2: Ncr = 128.28N/mm
(c) Mode 3: Ncr = 203,08 N/mm
(d) Mode 4: Ncr = 232,44 N/mm
(e) Mode 5: Ncr= 176,6 N/mm
(f) Mode 6: Ncr = 336,681 N/mm (a) Mode 1: Ncr = 100 N/mm
(b) Mode 2: Ncr = 128.28N/mm
(c) Mode 3: Ncr = 203,08 N/mm
(d) Mode 4: Ncr = 232,44 N/mm
(e) Mode 5: Ncr= 176,6 N/mm
(f) Mode 6: Ncr = 336,681 N/mm (b) Mode 2: Ncr = 128.28N/mm (f) Mode 6: Ncr = 336,681 N/mm (e) Mode 5: Ncr= 176,6 N/mm (f) Mode 6: Ncr = 336,681 N/mm 46 Achour et al/ International Journal of Advanced and Applied Sciences, 4(6) 2017, Pages: 43-49
(g) Mode 7: Ncr = 393,02 N/mm
(h) Mode 8: Ncr = 422,22 N/mm
(i) Mode 9: Ncr = 520,93 N/mm
(j) Mode 10: Ncr = 584,75 N/mm
Fig. 6: Different buckling modes of a hybrid composite notchless panel (case 𝜃= 900)
Fig. 7: Effect of fiber orientation on the buckling load
variation
For a better illustration of this effect, the
Fig. 3.3. Influence of the aluminum layer thickness To examine the thickness effect of the aluminum
layer and the position of the elliptical notch on the
evolution of the critical load of the hybrid plate,
three cases are considered. For the first case, the
notch major axis is taken parallel to the x-axis; the
second case, the notch minor axis is perpendicular to
the y-direction and the third case, the notch major
axis has a 45° declination with respect to the x-axis. The orientations of the composite plies were
[Al/(0)6/Al], [Al/(45/-45)3/Al] and [Al/(90)6/Al]. The results obtained are represented in Fig. 9. 𝑁∗= 1 −
𝑁𝑤𝑛
𝑁𝑤𝑡𝑛 (1) 𝑁∗= 1 −
𝑁𝑤𝑛
𝑁𝑤𝑡𝑛 (1) where, 𝑁𝑤𝑛 and 𝑁𝑤𝑡𝑛 are the buckling loads for the
hybrid plate with and without the elliptical notch
respectively. From Fig. 8, the critical stress was found to be
reduced by 2.8% when the elliptical notch was
oriented at 90° and then moved to 8.5% for an
orientation of 0°. The maximum reduction was
obtained for an orientation of the fibers at 45°and
this regardless of the orientation of the elliptical
notch with respect to the applied load. It is clear that the critical buckling load increases
exponentially with the increase of the thickness of
the aluminum layer and this regardless of the
orientation of the plies and the orientation of the 47 Achour et al/ International Journal of Advanced and Applied Sciences, 4(6) 2017, Pages: 43-49 elliptical notch. The increase of the aluminum layer
from 0.127 mm to 0.8 mm increased the buckling
critical load by 94.62%, 93.36% and 89.44%
respectively for the [Al/ (0)6 /Al], [Al/ (45/-45)3 /Al]
and [Al/ (90)6/ Al] plies when the notch orientation
𝜑= 00 Regarding the two other orientations, the
increase is of the order of 94,624 %, 93,395% and
89.4% for 𝜑= 450 and 94,645 %, 93,435% and
90.026% for 𝜑= 900. It is worth noting that the
effect of the notch declination on the critical load
when the aluminum layer became important is not
significant. Fig. 10 shows the thickness effect of the
aluminum layer on the critical load amplification for
the three previous cases. To illustrate this, the
variation of a dimensionless reduction factor 𝑁∗ of
the buckling load as a function of the thickness of the
aluminum layer is drawn. 3.3. Influence of the aluminum layer thickness 0,1
0,2
0,3
0,4
0,5
0,6
0,7
0,8
4,20
4,30
4,40
4,50
4,60
4,70
4,80
4,90
5,00
5,10
5,20
5,30
5,40
5,50
l/(6Al
l/(3Al
l/(6Al
Declination of the notch =45°
Al
Thickness t
0,1
0,2
0,3
0,4
0,5
0,6
0,7
0,8
6,60
6,70
6,80
6,90
7,00
7,10
7,20
7,30
7,40
7,50
7,60
7,70
7,80
7,90
8,00
l/(6Al
l/(3Al
l/(6Al
Declination of the notch =0°
Al
Thickness t
N*
N* 0,1
0,2
0,3
0,4
0,5
0,6
0,7
0,8
6,60
6,70
6,80
6,90
7,00
7,10
7,20
7,30
7,40
7,50
7,60
7,70
7,80
7,90
8,00
l/(6Al
l/(3Al
l/(6Al
Declination of the notch =0°
Al
Thickness t
N* 48
when the aluminum layer became important is not
significant. Fig. 9: Effect of the aluminum layer thickness on the
critical load
Fig. 10: Effect of the aluminum layer thickness on the
buckling load amplification
For the orientations of the plies at 0° and 45°, the
reduction factor increased quadratically with the
increase of the thickness of the aluminum layer up to
0.8mm. It reached respectively 7.4% and 7.6% in the
presence of a notch oriented at 00. An inverse
0,1
0,2
0,3
0,4
0,5
0,6
0,7
0,8
2,60
2,80
3,00
3,20
3,40
3,60
3,80
4,00
4,20
l/(6Al
l/(3Al
l/(6Al
Declination of the notch =90°
Thickness tAl
0,1
0,2
0,3
0,4
0,5
0,6
0,7
0,8
4,20
4,30
4,40
4,50
4,60
4,70
4,80
4,90
5,00
5,10
5,20
5,30
5,40
5,50
l/(6Al
l/(3Al
l/(6Al
Declination of the notch =45°
Al
Thickness t
0,1
0,2
0,3
0,4
0,5
0,6
0,7
0,8
6,60
6,70
6,80
6,90
7,00
7,10
7,20
7,30
7,40
7,50
7,60
7,70
l/(6Al
l/(3Al
l/(6Al
Declination of the notch =0°
Al
Thickness t
NCr (kN)
Al
Thickness t
0,1
0,2
0,3
0,4
0,5
0,6
0,7
0,8
0,00
4,38
8,76
13,15
17,53
21,91
26,29
30,67
l/(6Al
l/(3Al
l/(6Al
Declination of the notch =90°
(kN)
Cr
N
Al
Thickness t
0,1
0,2
0,3
0,4
0,5
0,6
0,7
0,8
0,00
4,38
8,76
13,15
17,53
21,91
26,29
30,67
l/(6Al
l/(3Al
l/(6Al
Declination of the notch =45°
0,1
0,2
0,3
0,4
0,5
0,6
0,7
0,8
0,00
4,38
8,76
13,15
17,53
21,91
26,29
30,67
l/(3Al
l/(3Al
l/(93Al
Declination of the notch =0°
Al
Thickness t
(kN)
Cr
N
N*
N*
N* 0,1
0,2
0,3
0,4
0,5
0,6
0,7
0,8
0,00
4,38
8,76
13,15
17,53
21,91
26,29
30,67
l/(3Al
l/(3Al
l/(93Al
Declination of the notch =0°
Al
Thickness t
(kN)
Cr
N Fig. 4. Conclusion Hamani N, Ouinas D, Benderdouche N, and Sahnoun M (2012). Buckling analyses of the antisymetrical composite laminate
plate with a crack from circular notch. Advanced Materials
Research, 365: 56-61. In this study the buckling response of a hybrid
composite square plate in the presence of an
elliptical notch is investigated. The effects of, the
orientation angle of the elliptical notch, the notch
geometry, the orientation of the plies of the
composite material and the thickness of the
aluminum layer on the variation of the buckling load
are examined leading to the following findings: Hu HT and Lin BH (1995). Buckling optimization of symmetrically
laminated rectangular plates with various geometry and end
conditions. Composite Science and Technology, 55(3): 277–
285. Komur MA, Sen F, Atas A, and Arslan N (2010). Buckling analysis
of laminated composite plates with an elliptical/circular
cutout using FEM. Advances in Engineering Software, 41(2):
161–164. The critical buckling load amplification in the
notchless hybrid plate is of the order of 59% and
27.66% respectively for the thickness of the
aluminum layer tAl= 0.2mm and 0.127mm, when
the fibers are oriented at 𝜃= 900. Kweon JH, Jung JW, Kim TH, Choi JH, and Kim DH (2006). Failure
of carbon composite-toaluminum joints with combined
mechanical fastening and adhesive bonding. Composite
Structures, 75(1): 192–198. The buckling load increases exponentially with
regard to the increase of the orientation angle of
the composite material fibers. This increase is
much faster and more important for angles 𝜃≥
450. Mroz A (2011). Stability analysis of a plane, rectangular, boron-
epoxy laminated plate basing on strength properties
determined by different methods. Mechanics and Mechanical
Engineering, 15(2): 161-181. Nemeth MP (1988). Buckling behavior of compression-loaded
symmetrically laminated angle-ply plates with holes. The
American Institute of Aeronautics and Astronautics Journal,
26(3): 330–336. For an aluminum layer of 0.2mm in the hybrid
plate, the critical stress is reduced by 2.8% and
8.5% when the angles of declination of the
elliptical notch are respectively 900 and 00. The
maximum reduction is obtained for an orientation
of the fibers at 450 and this regardless of the
orientation of the elliptical notch with respect to
the applied load. Ouinas D and Achour B (2013). Buckling analysis of laminated
composite plates [(θ/− θ)] containing an elliptical notch. Composites Part B: Engineering, 55: 575-579. Reddy PR and Harish T (2014). References Baba B O (2007). Buckling behavior of laminated composite
plates. Journal of Reinforced Plastic Composites, 26(16):
1637–1655. Baba BO and Baltaci A (2007). Buckling characteristics of
symmetrically and anti-symmetrically laminated composite
plates with central cutout. Applied Composite Materials,
14(4): 265-276. 3.3. Influence of the aluminum layer thickness 10: Effect of the aluminum layer thickness on the
buckling load amplification
0,1
0,2
0,3
0,4
0,5
0,6
0,7
0,8
2,60
2,80
3,00
3,20
3,40
3,60
3,80
4,00
4,20
l/(6Al
l/(3Al
l/(6Al
Declination of the notch =90°
Thickness tAl
0,1
0,2
0,3
0,4
0,5
0,6
0,7
0,8
4,20
4,30
4,40
4,50
4,60
4,70
4,80
4,90
5,00
5,10
5,20
5,30
5,40
5,50
l/(6Al
l/(3Al
l/(6Al
Declination of the notch =45°
Al
Thickness t
0,1
0,2
0,3
0,4
0,5
0,6
0,7
0,8
Al
Thickness t
N*
N* Al
Thickness t 0,1
0,2
0,3
0,4
0,5
0,6
0,7
0,8
4,20
4,30
4,40
4,50
4,60
4,70
4,80
4,90
5,00
5,10
5,20
5,30
5,40
5,50
l/(6Al
l/(3Al
l/(6Al
Declination of the notch =45°
Al
Thickness t
N* Al
Thickness t (kN)
Cr
N
Al
Thickness t
0,1
0,2
0,3
0,4
0,5
0,6
0,7
0,8
0,00
4,38
8,76
13,15
17,53
21,91
26,29
30,67
l/(6Al
l/(3Al
l/(6Al
Declination of the notch =45° Al
Thickness t 0,1
0,2
0,3
0,4
0,5
0,6
0,7
0,8
2,60
2,80
3,00
3,20
3,40
3,60
3,80
4,00
4,20
l/(6Al
l/(3Al
l/(6Al
Declination of the notch =90°
Thickness tAl
N* Al
Thickness t NCr (kN)
Al
Thickness t
0,1
0,2
0,3
0,4
0,5
0,6
0,7
0,8
0,00
4,38
8,76
13,15
17,53
21,91
26,29
30,67
l/(6Al
l/(3Al
l/(6Al
Declination of the notch =90° Fig. 10: Effect of the aluminum layer thickness on the
buckling load amplification For the orientations of the plies at 0° and 45°, the
reduction factor increased quadratically with the
increase of the thickness of the aluminum layer up to
0.8mm. It reached respectively 7.4% and 7.6% in the
presence of a notch oriented at 00. An inverse Fig. 9: Effect of the aluminum layer thickness on the
critical load 48 Achour et al/ International Journal of Advanced and Applied Sciences, 4(6) 2017, Pages: 43-49 Acknowledgment behavior has been observed when the plies are
at 900; the factor 𝑁∗ increased exponentially with
the decrease of the aluminum layer. The maximum
value was attained for the smallest thickness which
was of the order of about 8 %. When the elliptical
notch was declined at 450, the factor 𝑁∗ decrease
from 5.44% and 5.07% for tAl=0.127mm down to
5.22 % and 5.03% for tAl=0.8mm for both
orientations 𝜃= 450 and 𝜃= 900. The research reported herein was funded by the
Deanship of Scientific Research at the University of
Hail, Saudi Arabia, under the contract (0150089). The authors would like to express their deepest
gratitude to the Deanship of Scientific Research and
to the College of Engineering at the University of Hail
for providing necessary support to conducting this
research. The lowest reductions are obtained for 𝜃= 900. For this last case, the maximum reduction is 4.92%
for tAl=0.8mm. Comparing the last case (𝜑= 900)
and the first case (𝜑= 00), the reduction factor 𝑁∗ is
found to be roughly halved for both the extreme
thicknesses (tAl = 0.127mm and tAl = 0.8mm) and for
the different ply orientations 𝜑= 00, 𝜑= 450 and
𝜑= 900. 4. Conclusion Buckling analysis of orthotropic
laminated composite plate with rectangular Cut-Outs by using
FEA. Journal of Emerging Technologies in Computational and
Applied Sciences, 10(1): 75-81. The elliptical notch declined at 0°, reduces the
maximum load four times more than when
declined at 900. Rhodes MD, Mikulas MM, and McGowan PE (1984). Effects of
orthotropy and width on the compression strength of
graphite–epoxy panels with holes. AIAA Journal, 22(9): 1283–
1292. 49
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https://openalex.org/W2167663354
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https://repository.ubn.ru.nl/bitstream/handle/2066/94055/3/94055.pdf
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English
| null |
Search for Higgs bosons of the minimal supersymmetric standard model in <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" altimg="si1.gif" overflow="scroll"><mml:mi>p</mml:mi><mml:mover accent="true"><mml:mi>p</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:math> collisions at <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" altimg="si2.gif" overflow="scroll"><mml:msqrt><mml:mi>s</mml:mi></mml:msqrt><mml:mo>=</mml:mo><mml:mn>1.96</mml:mn><mml:mtext> </mml:mtext><mml:mtext>TeV</mml:…
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Physics letters. B
| 2,012
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Search for Higgs bosons of the minimal supersymmetric standard model in pp collisions at
s=1.96TeV 2012, Article / Letter to editor (Physics Letters B, 710, 4-5, (2012), pp. 569-577) Doi link to publisher: https://doi.org/10.1016/j.physletb.2012.03.021 Doi link to publisher: https://doi.org/10.1016/j.physletb.2012.03.021 Version of the following full text: Publisher’s version
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Open access under CC BY license. D0 Collaboration Negret g,
0370 2693 © 2012 Elsevier B V Open access under CC BY license V.M. Abazov ah, B. Abbott bt, B.S. Acharya ab, M. Adams av, T. Adams at, G.D. Alexeev ah, G. Alkhazov al,
A. Alton bh,1, G. Alverson bg, M. Aoki au, A. Askew at, B. Åsman an, S. Atkins be, O. Atramentov bl,
K. Augsten i, C. Avila g, J. BackusMayes ca, F. Badaud l, L. Bagby au, B. Baldin au, D.V. Bandurin at,
S. Banerjee ab, E. Barberis bg, P. Baringer bc, J. Barreto c, J.F. Bartlett au, U. Bassler q, V. Bazterra av,
A. Bean bc, M. Begalli c, C. Belanger-Champagne an, L. Bellantoni au, S.B. Beri z, G. Bernardi p, R. Bernhard u,
I. Bertram ao, M. Besançon q, R. Beuselinck ap, V.A. Bezzubov ak, P.C. Bhat au, S. Bhatia bj, V. Bhatnagar z,
G. Blazey aw, S. Blessing at, K. Bloom bk, A. Boehnlein au, D. Boline bq, E.E. Boos aj, G. Borissov ao, T. Bose bf,
A. Brandt bw, O. Brandt v, R. Brock bi, G. Brooijmans bo, A. Bross au, D. Brown p, J. Brown p, X.B. Bu au,
M. Buehler au, V. Buescher w, V. Bunichev aj, S. Burdin ao,2, T.H. Burnett ca, C.P. Buszello an, B. Calpas n,
E. Camacho-Pérez ae, M.A. Carrasco-Lizarraga bc, B.C.K. Casey au, H. Castilla-Valdez ae, S. Chakrabarti bq,
D. Chakraborty aw, K.M. Chan ba, A. Chandra by, E. Chapon q, G. Chen bc, S. Chevalier-Théry q, D.K. Cho bv,
S.W. Cho ad, S. Choi ad, B. Choudhary aa, S. Cihangir au, D. Claes bk, J. Clutter bc, M. Cooke au, W.E. Cooper au,
M. Corcoran by, F. Couderc q, M.-C. Cousinou n, A. Croc q, D. Cutts bv, A. Das ar, G. Davies ap, S.J. de Jong ag,
E. De La Cruz-Burelo ae, F. Déliot q, R. Demina bp, D. Denisov au, S.P. Denisov ak, S. Desai au, C. Deterre q,
K. DeVaughan bk, H.T. Diehl au, M. Diesburg au, P.F. Ding aq, A. Dominguez bk, T. Dorland ca, A. Dubey aa,
L.V. Dudko aj, D. Duggan bl, A. Duperrin n, S. Dutt z, A. Dyshkant aw, M. Eads bk, D. Edmunds bi, J. Ellison as,
V.D. Elvira au, Y. Enari p, H. Evans ay, A. Evdokimov br, V.N. Evdokimov ak, G. Facini bg, T. Ferbel bp,
F. Fiedler w, F. Filthaut ag, W. Fisher bi, H.E. Fisk au, M. Fortner aw, H. D0 Collaboration Fox ao, S. Fuess au, A. Garcia-Bellido bp,
G.A. García-Guerra ae,3, V. Gavrilov ai, P. Gay l, W. Geng n,bi, D. Gerbaudo bm, C.E. Gerber av, Y. Gershtein bl,
G. Ginther au,bp, G. Golovanov ah, A. Goussiou ca, P.D. Grannis bq, S. Greder r, H. Greenlee au,
Z.D. Greenwood be, E.M. Gregores d, G. Grenier s, Ph. Gris l, J.-F. Grivaz o, A. Grohsjean q,9, S. Grünendahl au,
M.W. Grünewald ac, T. Guillemin o, G. Gutierrez au, P. Gutierrez bt, A. Haas bo,4, S. Hagopian at, J. Haley bg,
L. Han f, K. Harder aq, A. Harel bp, J.M. Hauptman bb, J. Hays ap, T. Head aq, T. Hebbeker t, D. Hedin aw,
H. Hegab bu, A.P. Heinson as, U. Heintz bv, C. Hensel v, I. Heredia-De La Cruz ae, K. Herner bh,
G. Hesketh aq,5, M.D. Hildreth ba, R. Hirosky bz, T. Hoang at, J.D. Hobbs bq, B. Hoeneisen k, M. Hohlfeld w,
Z. Hubacek i,q, V. Hynek i, I. Iashvili bn, Y. Ilchenko bx, R. Illingworth au, A.S. Ito au, S. Jabeen bv, M. Jaffré o,
D. Jamin n, A. Jayasinghe bt, R. Jesik ap, K. Johns ar, M. Johnson au, A. Jonckheere au, P. Jonsson ap, J. Joshi z,
A.W. Jung au, A. Juste am, K. Kaadze bd, E. Kajfasz n, D. Karmanov aj, P.A. Kasper au, I. Katsanos bk,
R. Kehoe bx, S. Kermiche n, N. Khalatyan au, A. Khanov bu, A. Kharchilava bn, Y.N. Kharzheev ah, J.M. Kohli z,
A.V. Kozelov ak, J. Kraus bi, S. Kulikov ak, A. Kumar bn, A. Kupco j, T. Kurˇca s, V.A. Kuzmin aj, S. Lammers ay,
G. Landsberg bv, P. Lebrun s, H.S. Lee ad, S.W. Lee bb, W.M. Lee au, J. Lellouch p, H. Li m, L. Li as, Q.Z. Li au,
S.M. Lietti e, J.K. Lim ad, D. Lincoln au, J. Linnemann bi, V.V. Lipaev ak, R. Lipton au, Y. Liu f, A. Lobodenko al,
M. Lokajicek j, R. Lopes de Sa bq, H.J. Lubatti ca, R. Luna-Garcia ae,6, A.L. Lyon au, A.K.A. Maciel b,
D. Mackin by, R. Madar q, R. Magaña-Villalba ae, S. Malik bk, V.L. Malyshev ah, Y. Maravin bd,
J. Martínez-Ortega ae, R. McCarthy bq, C.L. McGivern bc, M.M. Meijer ag, A. Melnitchouk bj, D. Menezes aw,
P.G. Mercadante d, M. Merkin aj, A. Meyer t, J. Meyer v, F. Miconi r, N.K. Mondal ab, G.S. Muanza n,
M. Mulhearn bz, E. D0 Collaboration V.M. Abazov ah, B. Abbott bt, B.S. Acharya ab, M. Adams av, T. Adams at, G.D. Alexeev ah, G. Alkhazov al,
A. Alton bh,1, G. Alverson bg, M. Aoki au, A. Askew at, B. Åsman an, S. Atkins be, O. Atramentov bl,
K. Augsten i, C. Avila g, J. BackusMayes ca, F. Badaud l, L. Bagby au, B. Baldin au, D.V. Bandurin at,
S. Banerjee ab, E. Barberis bg, P. Baringer bc, J. Barreto c, J.F. Bartlett au, U. Bassler q, V. Bazterra av,
A. Bean bc, M. Begalli c, C. Belanger-Champagne an, L. Bellantoni au, S.B. Beri z, G. Bernardi p, R. Bernhard u,
I. Bertram ao, M. Besançon q, R. Beuselinck ap, V.A. Bezzubov ak, P.C. Bhat au, S. Bhatia bj, V. Bhatnagar z,
G. Blazey aw, S. Blessing at, K. Bloom bk, A. Boehnlein au, D. Boline bq, E.E. Boos aj, G. Borissov ao, T. Bose bf,
A. Brandt bw, O. Brandt v, R. Brock bi, G. Brooijmans bo, A. Bross au, D. Brown p, J. Brown p, X.B. Bu au,
M. Buehler au, V. Buescher w, V. Bunichev aj, S. Burdin ao,2, T.H. Burnett ca, C.P. Buszello an, B. Calpas n,
E. Camacho-Pérez ae, M.A. Carrasco-Lizarraga bc, B.C.K. Casey au, H. Castilla-Valdez ae, S. Chakrabarti bq,
D. Chakraborty aw, K.M. Chan ba, A. Chandra by, E. Chapon q, G. Chen bc, S. Chevalier-Théry q, D.K. Cho bv,
S.W. Cho ad, S. Choi ad, B. Choudhary aa, S. Cihangir au, D. Claes bk, J. Clutter bc, M. Cooke au, W.E. Cooper au,
M. Corcoran by, F. Couderc q, M.-C. Cousinou n, A. Croc q, D. Cutts bv, A. Das ar, G. Davies ap, S.J. de Jong ag,
E. De La Cruz-Burelo ae, F. Déliot q, R. Demina bp, D. Denisov au, S.P. Denisov ak, S. Desai au, C. Deterre q,
K. DeVaughan bk, H.T. Diehl au, M. Diesburg au, P.F. Ding aq, A. Dominguez bk, T. Dorland ca, A. Dubey aa,
L.V. Dudko aj, D. Duggan bl, A. Duperrin n, S. Dutt z, A. Dyshkant aw, M. Eads bk, D. Edmunds bi, J. Ellison as,
V.D. Elvira au, Y. Enari p, H. Evans ay, A. Evdokimov br, V.N. Evdokimov ak, G. Facini bg, T. Ferbel bp,
F. Fiedler w, F. Filthaut ag, W. Fisher bi, H.E. Fisk au, M. Fortner aw, H. Fox ao, S. Fuess au, A. Garcia-Bellido bp,
G.A. García-Guerra ae,3, V. Gavrilov ai, P. D0 Collaboration Gay l, W. Geng n,bi, D. Gerbaudo bm, C.E. Gerber av, Y. Gershtein bl,
G. Ginther au,bp, G. Golovanov ah, A. Goussiou ca, P.D. Grannis bq, S. Greder r, H. Greenlee au,
Z.D. Greenwood be, E.M. Gregores d, G. Grenier s, Ph. Gris l, J.-F. Grivaz o, A. Grohsjean q,9, S. Grünendahl au,
M.W. Grünewald ac, T. Guillemin o, G. Gutierrez au, P. Gutierrez bt, A. Haas bo,4, S. Hagopian at, J. Haley bg,
L. Han f, K. Harder aq, A. Harel bp, J.M. Hauptman bb, J. Hays ap, T. Head aq, T. Hebbeker t, D. Hedin aw,
H. Hegab bu, A.P. Heinson as, U. Heintz bv, C. Hensel v, I. Heredia-De La Cruz ae, K. Herner bh,
G. Hesketh aq,5, M.D. Hildreth ba, R. Hirosky bz, T. Hoang at, J.D. Hobbs bq, B. Hoeneisen k, M. Hohlfeld w,
Z. Hubacek i,q, V. Hynek i, I. Iashvili bn, Y. Ilchenko bx, R. Illingworth au, A.S. Ito au, S. Jabeen bv, M. Jaffré o,
D. Jamin n, A. Jayasinghe bt, R. Jesik ap, K. Johns ar, M. Johnson au, A. Jonckheere au, P. Jonsson ap, J. Joshi z,
A.W. Jung au, A. Juste am, K. Kaadze bd, E. Kajfasz n, D. Karmanov aj, P.A. Kasper au, I. Katsanos bk,
R. Kehoe bx, S. Kermiche n, N. Khalatyan au, A. Khanov bu, A. Kharchilava bn, Y.N. Kharzheev ah, J.M. Kohli z,
A.V. Kozelov ak, J. Kraus bi, S. Kulikov ak, A. Kumar bn, A. Kupco j, T. Kurˇca s, V.A. Kuzmin aj, S. Lammers ay,
G. Landsberg bv, P. Lebrun s, H.S. Lee ad, S.W. Lee bb, W.M. Lee au, J. Lellouch p, H. Li m, L. Li as, Q.Z. Li au,
S.M. Lietti e, J.K. Lim ad, D. Lincoln au, J. Linnemann bi, V.V. Lipaev ak, R. Lipton au, Y. Liu f, A. Lobodenko al,
M. Lokajicek j, R. Lopes de Sa bq, H.J. Lubatti ca, R. Luna-Garcia ae,6, A.L. Lyon au, A.K.A. Maciel b,
D. Mackin by, R. Madar q, R. Magaña-Villalba ae, S. Malik bk, V.L. Malyshev ah, Y. Maravin bd,
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Y. Xie au, R. Yamada au, W.-C. Yang aq, T. Yasuda au, Y.A. Yatsunenko ah, W. Ye bq, Z. Ye au, H. Yin au, K. Yip br,
S.W. Youn au, T. Zhao ca, B. Zhou bh, J. Zhu bh, M. Zielinski bp, D. Zieminska ay, L. D0 Collaboration Nagy n, M. Naimuddin aa, M. Narain bv, R. Nayyar aa, H.A. Neal bh, J.P. Negret g,
0370 2693 © 2012 Elsevier B V Open access under CC BY license Z.D. Greenwood be, E.M. Gregores d, G. Grenier s, Ph. Gris l, J.-F. Grivaz o, A. Grohsjean q,9, S. Grünendahl au,
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L. Han f, K. Harder aq, A. Harel bp, J.M. Hauptman bb, J. Hays ap, T. Head aq, T. Hebbeker t, D. Hedin aw, D0 Collaboration / Physics Letters B 710 (2012) 569–577 570 P. Neustroev al, S.F. Novaes e, T. Nunnemann x, G. Obrant al,10, J. Orduna by, N. Osman n, J. Osta ba,
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G.J. Otero y Garzón a, M. Padilla as, A. Pal bw, N. Parashar az, V. Parihar bv, S.K. Park ad, R. Partridge bv,4,
N. Parua ay, A. Patwa br, B. Penning au, M. Perfilov aj, Y. Peters aq, K. Petridis aq, G. Petrillo bp, P. Pétroff o,
R. Piegaia a, M.-A. Pleier br, P.L.M. Podesta-Lerma ae,7, V.M. Podstavkov au, P. Polozov ai, A.V. Popov ak,
M. Prewitt by, D. Price ay, N. Prokopenko ak, J. Qian bh, A. Quadt v, B. Quinn bj, M.S. Rangel b, K. Ranjan aa,
P.N. Ratoff ao, I. Razumov ak, P. Renkel bx, M. Rijssenbeek bq, I. Ripp-Baudot r, F. Rizatdinova bu,
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A. Sánchez-Hernández ae, M.P. Sanders x, B. Sanghi au, A.S. D0 Collaboration Zivkovic bv a Universidad de Buenos Aires, Buenos Aires, Argentina a Universidad de Buenos Aires, Buenos Aires, Argentina b LAFEX, Centro Brasileiro de Pesquisas Físicas, Rio de Janeiro, Brazil c Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil d Universidade Federal do ABC, Santo André, Brazil Instituto de Física Teórica, Universidade Estadual Paulista, São Paulo, Br f University of Science and Technology of China, Hefei, People’s Republic of China g Universidad de los Andes, Bogotá, Colombia h Charles University, Faculty of Mathematics and Physics, Center for Particle Physics, Prague, Czech Republic
i h Charles University, Faculty of Mathematics and Physics, Center for P Czech Technical University in Prague, Prague, Czech Republic y
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j Center for Particle Physics, Institute of Physics, Academy of Sciences of the Czech Republic, Prague, Czech Republic
k Center for Particle Physics, Institute of Physics, Academy of Sciences of t k Universidad San Francisco de Quito, Quito, Ecuador l LPC, Université Blaise Pascal, CNRS/IN2P3, Clermont, France m LPSC, Université Joseph Fourier Grenoble 1, CNRS/IN2P3, Institut National Polytechnique de Grenoble, Grenoble, France m LPSC, Université Joseph Fourier Grenoble 1, CNRS/IN2P3, Insti n CPPM, Aix-Marseille Université, CNRS/IN2P3, Marseille, France n CPPM, Aix-Marseille Université, CNRS/IN2P3, Marseille, France o LAL, Université Paris-Sud, CNRS/IN2P3, Orsay, France p LPNHE, Universités Paris VI and VII, CNRS/IN2P3, Paris, France r IPHC, Université de Strasbourg, CNRS/IN2P3, Strasbourg, France s IPNL, Université Lyon 1, CNRS/IN2P3, Villeurbanne, and Université de Lyon, Lyon, France III. Physikalisches Institut A, RWTH Aachen University, Aachen, German u Physikalisches Institut, Universität Freiburg, Freiburg, Germany v II. Physikalisches Institut, Georg-August-Universität Göttingen, Gö w Institut für Physik, Universität Mainz, Mainz, Germany x Ludwig-Maximilians-Universität München, München, Germany y Fachbereich Physik, Bergische Universität Wuppertal, Wuppertal z Panjab University, Chandigarh, India aa Delhi University, Delhi, India ab Tata Institute of Fundamental Research, Mumbai, India ac University College Dublin, Dublin, Ireland y
g
ad Korea Detector Laboratory, Korea University, Seoul, Republic of Korea af Nikhef, Science Park, Amsterdam, The Netherlands af Nikhef, Science Park, Amsterdam, The Netherlands f
ag Radboud University Nijmegen, Nijmegen, and Nikhef, Science Park, Amsterdam, The Netherlands
h ag Radboud University Nijmegen, Nijmegen, and Nikh ah Joint Institute for Nuclear Research, Dubna, Russia ai Institute for Theoretical and Experimental Physics, Moscow, Russia aj Moscow State University, Moscow, Russia aj Moscow State University, Moscow, Russia ak Institute for High Energy Physics, Protvino, Russia al Petersburg Nuclear Physics Institute, St. D0 Collaboration Santos e, G. Savage au, L. Sawyer be,
T. Scanlon ap, R.D. Schamberger bq, Y. Scheglov al, H. Schellman ax, T. Schliephake y, S. Schlobohm ca,
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A.A. Shchukin ak, R.K. Shivpuri aa, V. Simak i, V. Sirotenko au, P. Skubic bt, P. Slattery bp, D. Smirnov ba,
K.J. Smith bn, G.R. Snow bk, J. Snow bs, S. Snyder br, S. Söldner-Rembold aq, L. Sonnenschein t,
K. Soustruznik h, J. Stark m, V. Stolin ai, D.A. Stoyanova ak, M. Strauss bt, D. Strom av, L. Stutte au, L. Suter aq,
P. Svoisky bt, M. Takahashi aq, A. Tanasijczuk a, M. Titov q, V.V. Tokmenin ah, Y.-T. Tsai bp,
K. Tschann-Grimm bq, D. Tsybychev bq, B. Tuchming q, C. Tully bm, L. Uvarov al, S. Uvarov al, S. Uzunyan aw,
R. Van Kooten ay, W.M. van Leeuwen af, N. Varelas av, E.W. Varnes ar, I.A. Vasilyev ak, P. Verdier s,
L.S. Vertogradov ah, M. Verzocchi au, M. Vesterinen aq, D. Vilanova q, P. Vokac i, H.D. Wahl at,
M.H.L.S. Wang au, J. Warchol ba, G. Watts ca, M. Wayne ba, M. Weber au,8, J. Weichert w, L. Welty-Rieger ax,
A. White bw, D. Wicke y, M.R.J. Williams ao, G.W. Wilson bc, M. Wobisch be, D.R. Wood bg, T.R. Wyatt aq,
Y. Xie au, R. Yamada au, W.-C. Yang aq, T. Yasuda au, Y.A. Yatsunenko ah, W. Ye bq, Z. Ye au, H. Yin au, K. Yip br,
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A.A. Shchukin ak, R.K. Shivpuri aa, V. Simak i, V. D0 Collaboration Petersburg, R am Institució Catalana de Recerca i Estudis Avançats (ICREA) and Institut de Física d’Altes Energies (IFAE), Barcelona, Spain am Institució Catalana de Recerca i Estudis Avançats (ICREA) and Institut de Física d’Altes Energies (IFAE), Barcelona, Spain an Stockholm University, Stockholm, and Uppsala University, Upps ao Lancaster University, Lancaster LA1 4YB, United Kingdom ao Lancaster University, Lancaster LA1 4YB, United Kingdom ap Imperial College London, London SW7 2AZ, United Kingdom aq The University of Manchester, Manchester M13 9PL, United Kingdom ar University of Arizona, Tucson, AR 85721, USA ar University of Arizona, Tucson, AR 85721, USA as University of California Riverside, Riverside, CA 92521, USA as University of California Riverside, Riverside, CA 92521, USA at Florida State University, Tallahassee, FL 32306, USA at Florida State University, Tallahassee, FL 32306, USA 571 D0 Collaboration / Physics Letters B 710 (2012) 569–577 au Fermi National Accelerator Laboratory, Batavia, IL 60510, USA
av University of Illinois at Chicago, Chicago, IL 60607, USA
aw Northern Illinois University, DeKalb, IL 60115, USA
ax Northwestern University, Evanston, IL 60208, USA
ay Indiana University, Bloomington, IN 47405, USA
az Purdue University Calumet, Hammond, IN 46323, USA
ba University of Notre Dame, Notre Dame, IN 46556, USA
bb Iowa State University, Ames, IA 50011, USA
bc University of Kansas, Lawrence, KS 66045, USA
bd Kansas State University, Manhattan, KS 66506, USA
be Louisiana Tech University, Ruston, LA 71272, USA
bf Boston University, Boston, MA 02215, USA
bg Northeastern University, Boston, MA 02115, USA
bh University of Michigan, Ann Arbor, MI 48109, USA
bi Michigan State University, East Lansing, MI 48824, USA
bj University of Mississippi, University, MS 38677, USA
bk University of Nebraska, Lincoln, NE 68588, USA
bl Rutgers University, Piscataway, NJ 08855, USA
bm Princeton University, Princeton, NJ 08544, USA
bn State University of New York, Buffalo, NY 14260, USA
bo Columbia University, New York, NY 10027, USA
bp University of Rochester, Rochester, NY 14627, USA
bq State University of New York, Stony Brook, NY 11794, USA
br Brookhaven National Laboratory, Upton, NY 11973, USA
bs Langston University, Langston, OK 73050, USA
bt University of Oklahoma, Norman, OK 73019, USA
bu Oklahoma State University, Stillwater, OK 74078, USA
bv Brown University, Providence, RI 02912, USA
bw University of Texas, Arlington, TX 76019, USA
bx Southern Methodist University, Dallas, TX 75275, USA
by Rice University, Houston, TX 77005, USA
bz University of Virginia, Charlottesville, VA 22901, USA
ca University of Washington, Seattle, WA 98195, USA au Fermi National Accelerator Laboratory, Batavia, IL 60510, USA
av University of Illinois at Chicago, Chicago, IL 60607, USA
aw Northern Illinois University, DeKalb, IL 60115, USA
ax Northwestern University, Evanston, IL 60208, USA
ay Indiana University, Bloomington, IN 47405, USA
az Purdue University Calumet, Hammond, IN 46323, USA
ba University of Notre Dame, Notre Dame, IN 46556, USA
bb Iowa State University, Ames, IA 50011, USA
bc University of Kansas, Lawrence, KS 66045, USA
bd Kansas State University, Manhattan, KS 66506, USA
be Louisiana Tech University, Ruston, LA 71272, USA
bf Boston University, Boston, MA 02215, USA
bg Northeastern University, Boston, MA 02115, USA
bh University of Michigan, Ann Arbor, MI 48109, USA
bi Michigan State University, East Lansing, MI 48824, USA
bj University of Mississippi, University, MS 38677, USA
bk University of Nebraska, Lincoln, NE 68588, USA
bl Rutgers University, Piscataway, NJ 08855, USA
bm Princeton University, Princeton, NJ 08544, USA
bn State University of New York, Buffalo, NY 14260, USA
bo Columbia University, New York, NY 10027, USA
bp University of Rochester, Rochester, NY 14627, USA
bq State University of New York, Stony Brook, NY 11794, USA
br Brookhaven National Laboratory, Upton, NY 11973, USA
bs Langston University, Langston, OK 73050, USA
bt University of Oklahoma, Norman, OK 73019, USA
bu Oklahoma State University, Stillwater, OK 74078, USA
bv Brown University, Providence, RI 02912, USA
bw University of Texas, Arlington, TX 76019, USA
bx Southern Methodist University, Dallas, TX 75275, USA
by Rice University, Houston, TX 77005, USA
bz University of Virginia, Charlottesville, VA 22901, USA
ca University of Washington, Seattle, WA 98195, USA a b s t r a c t Article history:
Received 22 December 2011
Received in revised form 5 March 2012
Accepted 8 March 2012
Available online 13 March 2012
Editor: H. Weerts We report results from searches for neutral Higgs bosons produced in p ¯p collisions recorded by the D0
experiment at the Fermilab Tevatron Collider. We study the production of inclusive neutral Higgs boson
in the ττ final state and in association with a b quark in the bττ and bbb final states. These results
are combined to improve the sensitivity to the production of neutral Higgs bosons in the context of the
minimal supersymmetric standard model (MSSM). The data are found to be consistent with expectation
from background processes. Upper limits on MSSM Higgs boson production are set for Higgs boson
masses ranging from 90 to 300 GeV. We exclude tanβ > 20–30 for Higgs boson masses below 180 GeV. These are the most stringent constraints on MSSM Higgs boson production in p ¯p collisions. © 2012 Elsevier B.V. Open access under CC BY license. 1 Visitor from Augustana College, Sioux Falls, SD, USA.
2 Visitor from The University of Liverpool, Liverpool, UK.
3 Visitor from UPIITA-IPN, Mexico City, Mexico.
4 Visitor from SLAC, Menlo Park, CA, USA.
5 Visitor from University College London, London, UK.
6 Visitor from Centro de Investigacion en Computacion – IPN, Mexico City, Mexico.
7 Visitor from ECFM, Universidad Autonoma de Sinaloa, Culiacán, Mexico.
8 Visitor from Universität Bern, Bern, Switzerland.
9 Visitor from DESY, Hamburg, Germany.
10 Deceased. 1. Introduction pseudoscalar Higgs boson. Radiative corrections introduce addi-
tional dependencies on other model parameters. Although tanβ is
a free parameter in the MSSM, some indications suggest it should
be large (tanβ ≳20). A value of tanβ ≈35 [2] would naturally ex-
plain the top to bottom quark mass ratio. The observed density of
dark matter also points towards high tanβ values [3]. In the minimal supersymmetric standard model (MSSM) [1], the
SU(2) symmetry is broken via two Higgs doublets; the first dou-
blet couples to down-type fermions only while the second couples
to up-type fermions. This leads to five physical Higgs bosons: two
neutral CP-even bosons, h and H, one neutral CP-odd boson A,
and two charged bosons H±. The neutral Higgs bosons are col-
lectively denoted as φ. At leading order the mass spectrum and
the couplings of the Higgs bosons are determined by only two pa-
rameters, conventionally chosen to be tanβ, the ratio of the two
Higgs doublet vacuum expectation values, and M A, the mass of the p
g
β
[ ]
At large tanβ, one of the CP-even Higgs bosons (h or H) is
approximately degenerate in mass with the A boson. In addi-
tion, they have similar couplings to fermions, which are enhanced
(suppressed) by tanβ compared to the standard model (SM) for
down-type (up-type) fermions. This enhancement has several con-
sequences. First, the main decay modes become φ →b¯b and
φ →τ +τ −with respective branching ratios B(φ →b¯b) ≈90% and
B(φ →τ +τ −) ≈10%. Secondly, the main production processes at a
hadron collider involve b quarks originating from the sea. Inclusive
Higgs boson production is dominated by gluon fusion (ggφ) and
b¯b annihilation (bbφ), as shown in Fig. 1. The latter process may
produce a b quark in the acceptance of the detector in addition
to the Higgs boson. This associated production gb →φb (bgbφ) is
shown in Fig. 1(c). In this case, the detection of the associated b
quark is a powerful experimental handle for reducing backgrounds. MSSM Higgs boson masses below 93 GeV have been excluded
by experiments at the CERN e+e−collider (LEP) [4]. The CDF and 1 Visitor from Augustana College, Sioux Falls, SD, USA. 2 Visitor from The University of Liverpool, Liverpool, UK. 3 Visitor from UPIITA-IPN, Mexico City, Mexico. 4 Visitor from SLAC, Menlo Park, CA, USA. 5 Visitor from University College London, London, UK. D0 Collaboration Petersburg, Russia al Petersburg Nuclear Physics Institute, St. Table 1 Hence, we re-analyse
here the inclusive φ →ττ production: we require that there are
no b jets, we extend the dataset to 7.3 fb−1 of integrated lumi-
nosity, and we increase the trigger acceptance and refine the treat-
ment of systematic uncertainties. The di-tau channels are restricted
to final states where one τ lepton (τμ) decays via τ →μνμντ and
the other (τh) decays hadronically. Jets are reconstructed from energy deposits in the calorime-
ter [18] using the midpoint cone algorithm [16] with a radius
of 0.5. All jets are required to have at least two reconstructed
tracks originating from the p ¯p interaction vertex matched within
R(track, jet-axis) =
(η)2 + (ϕ)2 < 0.5 (where ϕ is the az-
imuthal angle). To identify jets originating from b quark decay, a
neural network b-tagging algorithm (NNb) [19] has been devel-
oped. It uses lifetime-based information involving the track impact
parameters and secondary vertices as inputs. The presence of neutrinos is inferred from the missing trans-
verse energy, /E T , which is reconstructed as the negative of the
vector sum of the transverse energy of calorimeter cells with
|η| < 3.2, corrected for the energy scales of all reconstructed ob-
jects and for muons. 2. Detector and event reconstruction The data analysed in the different studies presented here have
been recorded by the D0 detector [12]. It has a central-tracking
system, consisting of a silicon microstrip tracker and a central fi-
bre tracker, both located within a 2 T superconducting solenoidal
magnet, with designs optimised for tracking and vertexing at pseu-
dorapidities [13] |η| < 3 and |η| < 2.5, respectively. A liquid-argon
and uranium calorimeter has a central section covering pseudora-
pidities |η| up to ≈1.1, and two end calorimeters that extend cov-
erage to |η| ≈4.2, with all three housed in separate cryostats [14]. An outer muon system, at |η| < 2, consists of a layer of tracking
detectors and scintillation trigger counters in front of 1.8 T toroids,
followed by two similar layers after the toroids. 1. Introduction 6 Visitor from Centro de Investigacion en Computacion – IPN, Mexico City, Mexico. 7 Visitor from ECFM, Universidad Autonoma de Sinaloa, Culiacán, Mexico. 8 Visitor from Universität Bern, Bern, Switzerland. 9 Visitor from DESY, Hamburg, Germany. 10 Deceased. MSSM Higgs boson masses below 93 GeV have been excluded
by experiments at the CERN e+e−collider (LEP) [4]. The CDF and D0 Collaboration / Physics Letters B 710 (2012) 569–577 572 Fig. 1. Main Higgs boson production mechanisms in the MSSM in the 5-flavor scheme where c and b quarks are included in parton density functions. The gluon fusion (a)
and b¯b annihilation (b) processes dominate the inclusive production, while (c) is the dominant process for associated bφ production. Fig. 1. Main Higgs boson production mechanisms in the MSSM in the 5-flavor scheme where c and b quarks are included in parton density functions. The gluon fusion (a)
nd b¯b annihilation (b) processes dominate the inclusive production, while (c) is the dominant process for associated bφ production. Fig. 1. Main Higgs boson production mechanisms in the MSSM in the 5-flavor scheme where c and b quarks are included in par
and b¯b annihilation (b) processes dominate the inclusive production, while (c) is the dominant process for associated bφ producti hanisms in the MSSM in the 5-flavor scheme where c and b quarks are included in parton density functions. The gluon fusion (a)
te the inclusive production, while (c) is the dominant process for associated bφ production. Muons are reconstructed from track segments in the muon sys-
tem. They are matched to tracks in the inner tracking system. The
timing of associated hits in the scintillators must be consistent
with the beam crossing to veto cosmic muons. Table 1 Table 1
Searches combined in this Letter. Final state
L (fb−1)
Reference
φ →τμτh (b-jet veto)
7.3
bφ →bτμτh
7.3
[7]
bφ →b¯bb
5.2
[8] Searches combined in this Letter. Hadronic tau decays are characterised by narrow jets that are
reconstructed using a jet cone algorithm with a radius of 0.3 [16]
in the calorimeter and by low track multiplicity [17]. We split the
τh candidates into three different categories that approximately
correspond to one-prong τ decays with no π 0 meson (τh type 1),
one-prong decay with π 0 mesons (τh type 2), and multi-prong
decay (τh type 3). In addition, a neural-network-based τh identi-
fication (NNτ ) has been trained to discriminate light parton jets
(u, d, s quarks or gluon) from hadronic τ decays [17]. We select
τh candidates requiring NNτ > 0.9 (0.95 for τh type 3). This condi-
tion has an efficiency of approximately 65% while rejecting ∼99%
of quark/gluon jets. D0 Collaborations have searched for MSSM neutral Higgs bosons
decaying to tau pairs both inclusively [5,6] and in association with
a b quark [7]. They have also searched for bφ →bbb production
[8,9], which is challenging due to the high rate of multijet (MJ)
production. Since these results have comparable sensitivities, com-
bining them further enhances the potential reach. Recently, similar
searches were performed at the LHC [10,11]. In this Letter, we
present a combination of three searches performed by the D0 Col-
laboration in the φ →ττ , bφ →bττ , and bφ →bbb final states. D0 Collaborations have searched for MSSM neutral Higgs bosons
decaying to tau pairs both inclusively [5,6] and in association with
a b quark [7]. They have also searched for bφ →bbb production
[8,9], which is challenging due to the high rate of multijet (MJ)
production. Since these results have comparable sensitivities, com-
bining them further enhances the potential reach. Recently, similar
searches were performed at the LHC [10,11]. In this Letter, we
present a combination of three searches performed by the D0 Col-
laboration in the φ →ττ , bφ →bττ , and bφ →bbb final states. Since the inclusive and bgbφ production signal samples in the di-
tau final states are not mutually exclusive, the D0 result presented
in [6] cannot be directly combined with [7]. 4. Analysis strategy In this section, we describe the search strategy as well as the
selection of the final signal samples. Further details of the bττ and
bbb analyses can be found in Refs. [7] and [8], respectively. 4.1.3. MJ background estimation J
g
In both di-tau channels, the MJ background is estimated from
data control samples applying two different methods. The first
is based on the small correlation between the electric charge of
muon and τh in MJ events. For each analysis, we select a data
sample with identical criteria as the signal sample but with the
two leptons having the same electric charge (SS). We subtract the
residual contribution from other SM backgrounds from this MJ-
dominated SS sample. We measure the ratio of the number of
OS to SS events to be 1.09 ± 0.01 and 1.07 ± 0.01, respectively,
in the ττ and bττ channels. We then multiply the SS sample
yields by this ratio. This method is used in the inclusive ττ chan-
nel but it suffers from large statistical uncertainties of the bττ
SS sample. Therefore, we develop an alternate method that uses a
MJ-enriched control sample with identical requirements as applied
to the signal samples but reversing the muon isolation criteria. In a MJ-dominated SS sample, obtained without any requirement
on the number of jets (Njets), the ratio of the probabilities for a
muon of a MJ-event to appear isolated or not isolated, Riso/iso ≡
P(μiso|MJ)/P(μiso|MJ), is measured as function of ητh , pτh
T , and
leading-jet pT (if Njets > 0). The ratio Riso/iso is then applied to
the distributions of the non-isolated-muon sample, predicting the
MJ background in the two signal samples. This method is used in
the bττ study. In each analysis, the alternate method is used to
determine the systematic uncertainty on the MJ-background nor-
malisation. 4.1.1. Inclusive ττ selection 4.1.1. Inclusive ττ selection For the inclusive ττ selection, we tighten the requirements
on the τh transverse momentum to suppress the MJ background:
pτh
T > 12.5 GeV (15 GeV for τh type 3) and ptrk
T
> 12.5/7/15 GeV
respectively for τh type 1/2/3. We further reduce the W + jets
background by requiring MT (μ,/E T ) < 40 GeV. We define Mhat,
which represents the minimum centre-of-mass energy consistent
with the decay of a di-tau resonance, by g g
The alpgen samples are processed through pythia for show-
ering and hadronisation. tauola [23] is used to decay τ leptons
and evtgen [24] to model b hadron decays. All samples are fur-
ther processed through a detailed geant [25]-based simulation of
the D0 detector. The output is then combined with data events
recorded during random beam crossings to model the effects of
detector noise and pile-up energy from multiple interactions and
different beam crossings. Finally, the same reconstruction algo-
rithms as for data are applied to the simulated events. Data control
samples are used to correct the simulation for object identifi-
cation efficiencies, energy scales and resolutions, trigger efficien-
cies, and the longitudinal p ¯p vertex distribution. Signal, t¯t pair,
and diboson yields are normalised to the product of their accep-
tance and detector efficiency (both determined from the simula-
tion), their corresponding theoretical cross section and the lumi-
nosity. Mhat ≡
Eμτh −pμτh
z
+ /E T
2 −
⃗pτh
T + ⃗pτμ
T + ⃗/E T
2, where Eμτh is the energy of the μτh system and pμτh
z
is its
momentum component along the beam axis. We require Mhat >
40 GeV to suppress the MJ background. Finally, to prevent any
overlap with the bττ sample, we select only events for which no
jet has NNb > 0.25. 4.1. Di-tau final states The ττ and bττ searches follow a similar strategy. We first
define a common selection by retaining events with one recon-
structed p ¯p interaction vertex with at least three tracks, exactly
one isolated muon and exactly one reconstructed τh. We require
the muon to have a transverse momentum pτμ
T > 15 GeV, |ημ| <
1.6, and to be isolated in the calorimeter and in the central track-
ing system, i.e., R(μ, jet) > 0.5 relative to any reconstructed jet. The τh candidate must have a transverse momentum, as measured
in the calorimeter with appropriate energy corrections, pτh
T >
10 GeV, |ητh| < 2.0, R(τh,μ) > 0.5 relative to any muon, and
τh tracks must not be shared with any reconstructed muons in
the event. The sum of the transverse momenta, ptrk
T , of all tracks
associated with the τh candidate must satisfy ptrk
T
> 7/5/10 GeV,
respectively, for τh types 1/2/3. We require the distance along the
beam axis between the τh and the muon, at their point of closest
approach to the p ¯p interaction vertex, z(τh,μ) < 2 cm. In addi-
tion, the τh and the muon must have an opposite electric charge
(OS) and a transverse mass MT (μ,/E T ) < 60 GeV (100 GeV for τh
type 2) where MT (μ,/E T ) =
2 · pτμ
T · /E T · [1 −cosϕ(μ,/E T )]. The distributions of Mhat for the ττ study and two different
D f discriminants for the bττ analysis are presented in Fig. 2. The
observed data, expected signal and background yields are given in
Table 2 for the two di-tau event selections. 3. Signal and background Monte Carlo simulation Signal samples are generated with the LO event generator
pythia [20]. The inclusive production is simulated with the SM
ggφ process. We checked that the kinematic differences between
bbφ and ggφ do not have any impact on our final result. The
associated production with a b-quark is generated with the SM
gb →φb process. The contributions to the bφ cross section and
event kinematics from next-to-leading order (NLO) diagrams are
taken into account by using mcfm [21] to calculate correction fac-
tors for the pythia generator as a function of the leading b quark
pT and η in the range pb
T > 12 GeV and |ηb| < 5. The integrated luminosities (L) [15] associated with each
search are summarised in Table 1. Di-tau events were recorded
using a mixture of single high-pT muon, jet, tau, muon plus jet,
and muon plus tau triggers. The efficiency of this inclusive trigger
condition is measured in a Z →τμτh data sample with respect to
single muon triggers. We also verify this measurement in a sample
of Z(→τμτh) + jets events. Depending on the kinematics and on
the decay topology of the τh, the trigger efficiency ranges from 80%
to 95%. For the bbb analysis, we employ triggers selecting events
with at least three jets. In addition, 95% of the bbb data sam-
ple was recorded with b-tagging requirements at the trigger level. The trigger efficiency for mφ = 150 GeV is approximately 60% for
events passing the analysis requirements. In the final states with a tau pair, the dominant backgrounds
are due to Z →ττ(+ jets), diboson (WW, WZ and ZZ), W + jets, t¯t
pair and MJ production, the latter being estimated from data. Dibo-
son events are simulated with pythia while the Z + jets, W + jets,
and t¯t samples are generated using alpgen [22]. In the bbb chan-
nel, the dominant background is due to MJ production. We simu-
late MJ background events from the b¯b j, b¯b jj, c¯c j, c¯c jj, b¯bc¯c, and
b¯bb¯b processes, where j denotes a light parton, with the alpgen
event generator. The small contribution from t¯t production to the
background is also simulated with alpgen. The contribution from D0 Collaboration / Physics Letters B 710 (2012) 569–577 573 other processes, such as Z + b¯b and single top quark production, is
negligible. 4.1.2. bττ selection In the bbb final state, the relative contribution of the different
MJ backgrounds is determined from data; its overall normalisa-
tion is constrained by a fit done in the final limit-setting pro-
cedure which exploits the dijet-mass shape differences between
signal and background. In the di-tau channels, a dedicated treat-
ment of the dominant Z →ττ background has been developed to
reduce its systematic uncertainties. The simulation of the Z boson
kinematics is corrected by comparing a large sample of Z →μμ
events in data and in the simulation. We measure correction fac-
tors in each jet multiplicity bin as a function of the Φ∗quantity
introduced in Ref. [26], leading jet η, and leading b-tagged jet
NNb. This affects both the normalisation and the kinematic dis-
tributions. For the W + jets background, the muon predominantly
arises from the W boson decay while the τh candidate is a mis-
reconstructed jet. The W + jets simulation is normalised to data,
for each jet multiplicity bin, using a W (→μν) + jets data control
sample. The complementary sample with at least one b-tagged jet with
NNb > 0.25 constitutes the bττ sample. This b-tagged sample suf-
fers from large Z + jets, t¯t and MJ backgrounds. We build separate
multivariate discriminants, DMJ and Dt¯t, to discriminate against
the MJ and t¯t processes. We require DMJ > 0.1 and Dt¯t > 0.1, then
we combine NNb, DMJ, and Dt¯t, to form a set of final discriminat-
ing variables D f (one for each τh type and mφ) to be used in the
limit-setting procedure. Further details can be found in Ref. [7]. Table 2 Table 3
Observed data yield and expected signal yields in the bbb channel. The signal yields
are given for the scenario described in Table 2. Njets
3
4
Data
15 214
10 417
Signal mφ = 100 GeV
335
166
Signal mφ = 190 GeV
70
36
background model in a control sample selected using an inverted
likelihood criterion Dbbb < 0.12. Table 2
Expected background yield, observed data yield, and expected signal yields for the
di-tau selections with their total systematic uncertainties. The signal yields are
given for the mmax
h
scenario (μ = +200 GeV and tanβ = 40). Observed data yield and expected signal yields in the bbb channel. The signal yields
are given for the scenario described in Table 2. Njets
3
4
Data
15 214
10 417
Signal mφ = 100 GeV
335
166
Signal mφ = 190 GeV
70
36 ττ
bττ
Z(+jets)
11 547 ± 634
218 ± 17
t¯t
25 ± 4
183 ± 32
MJ
1343 ± 236
36 ± 6
Other
560 ± 25
40 ± 2
Total background
13 474 ± 684
476 ± 40
Data
13 344
488
Signal mφ = 100 GeV
1165
81
Signal mφ = 190 GeV
70
12 background model in a control sample selected using an inverted
likelihood criterion Dbbb < 0.12. 4.3. Systematic uncertainties 4.2. bbb final state In the bbb analysis, at least three jets, each satisfying pT >
15 GeV, |η| < 2.5 and NNb > 0.775, are required. The two lead-
ing jets must have pT > 25 GeV. To improve the signal sensitivity,
the events are separated into two channels, containing exactly 3 or D0 Collaboration / Physics Letters B 710 (2012) 569–577 574 Fig. 2. Distribution of Mhat in the inclusive ττ sample on (a) linear and (b) logarithmic scale. (c) D f in the bττ sample trained for mφ = 100 GeV, and (d) for mφ = 190 GeV
adding the final requirements on DMJ and Dt¯t. All τh types are combined. The predicted signal is shown in the case of the mmax
h
scenario (μ = +200 GeV and tanβ = 40)
for mφ = 100 GeV in (a) and (c), and mφ = 190 GeV in (b) and (d). Fig. 2. Distribution of Mhat in the inclusive ττ sample on (a) linear and (b) logarithmic scale. (c) D f in the bττ sample trained for mφ = 100 GeV, and (d) for mφ = 190 GeV
adding the final requirements on DMJ and Dt¯t. All τh types are combined. The predicted signal is shown in the case of the mmax
h
scenario (μ = +200 GeV and tanβ = 40)
for mφ = 100 GeV in (a) and (c), and mφ = 190 GeV in (b) and (d). 4.3. Systematic uncertainties Further sources of uncertainty affecting the shape of the final
discriminant are considered: the jet energy scale (10%) and the
modelling of the b-tagging efficiency (∼4%) mostly affect the bττ
signal modelling but are negligible in the ττ channel, while the τh D0 Collaboration / Physics Letters B 710 (2012) 569–577 575 Fig. 3. Distributions of the dijet invariant mass, taken from Ref. [8], in the signal
region defined by Dbbb > 0.65 (a) and in a control region defined by Dbbb < 0.12
(b) for the dominant bbb 3-jet channel is shown. The line shows the background
model, the solid histogram the component coming from bbb, the points with error
bars show the data. The background is normalised to the data yield for illustration
purposes. The difference between data and the background model is shown at the
bottom of each panel. Fig. 4. Comparison of the expected limits in the (tan
channels separately, and their combination for the mm
h
and (b) μ > 0. the b-quark efficiency, luminosity, and jet en
assumed to be 100% correlated. The theore
the signal are other sources of correlated s
among all channels. They are dominated by
tion uncertainties, renormalisation and facto
sign an uncertainty of 15% on the theoretica
correlated across all processes. 5. Results
We combine the ττ , bττ and bbb channe
frequentist approach [27]. The test statistic
of profiled likelihoods [28]:
p(data|H ) Fig. 3. Distributions of the dijet invariant mass, taken from Ref. [8], in the signal
region defined by Dbbb > 0.65 (a) and in a control region defined by Dbbb < 0.12
(b) for the dominant bbb 3-jet channel is shown. The line shows the background
model, the solid histogram the component coming from bbb, the points with error
bars show the data. The background is normalised to the data yield for illustration
purposes. The difference between data and the background model is shown at the
bottom of each panel. F
c
a
t
a
t
a
t
s
c
5
f
o Fig. 4. Comparison of the expected limits in the (tanβ, M A) plane for the three
channels separately, and their combination for the mmax
h
scenario with (a) μ < 0
and (b) μ > 0. Fig. 4. 4.3. Systematic uncertainties Comparison of the expected limits in the (tanβ, M A) plane for the three
channels separately, and their combination for the mmax
h
scenario with (a) μ < 0
and (b) μ > 0. the b-quark efficiency, luminosity, and jet energy scale, which are
assumed to be 100% correlated. The theoretical uncertainties on
the signal are other sources of correlated systematic uncertainty
among all channels. They are dominated by parton density func-
tion uncertainties, renormalisation and factorisation scales. We as-
sign an uncertainty of 15% on the theoretical cross sections that is
correlated across all processes. Fig. 3. Distributions of the dijet invariant mass, taken from Ref. [8], in the signal
region defined by Dbbb > 0.65 (a) and in a control region defined by Dbbb < 0.12
(b) for the dominant bbb 3-jet channel is shown. The line shows the background
model, the solid histogram the component coming from bbb, the points with error
bars show the data. The background is normalised to the data yield for illustration
purposes. The difference between data and the background model is shown at the
bottom of each panel. 4.3. Systematic uncertainties Depending on the source, we consider the effect of systematic
uncertainties on the normalisation and/or on the shape of the dif-
ferential distributions of the final discriminants. 4 jets. The data and signal yields are given in Table 3. In addition,
a likelihood discriminant, Dbbb, based on six kinematic variables
is employed. Two separate likelihoods, one for the mass region
90 ⩽M A < 140 GeV and the other for 140 ⩽M A < 300 GeV, are
used. The dominant heavy flavor multijet backgrounds are esti-
mated using a data driven technique. The background in the triple
b-tagged sample is estimated by applying a 2D-transformation in
Mb¯b and Dbbb, derived from the ratio of the number of MC events
in the triple and double b-tagged samples, to the double b-tagged
data sample. The method significantly reduces the sensitivity of
the background model to the underlying kinematics of the simu-
lated events and the modelling of the geometric acceptance of the
detector. The appropriate composition of the simulated samples
is determined by comparing the sum of the transverse momenta
of the jets in each event in simulation and data for various b-
tagging criteria. The invariant mass distribution of the jet pairing
with the highest Dbbb value is used as the final discriminant. The
distribution for the dominant 3-jet channel is shown in Fig. 3(a). In Fig. 3(b), good agreement is observed between the data and In the di-tau channels, the Z(+ jets) background uncertainties
are estimated using Z/γ ∗→μ+μ−data control samples, resulting
in normalisation uncertainties of 3.2% (5%) for Z(+b-tagged jets)
boson production, an inclusive trigger efficiency uncertainty of 3%
(common to all simulated backgrounds) and a shape-dependent
uncertainty of ∼1% from the modelling of the Z boson kinemat-
ics. The MJ-background uncertainty ranges from 10% to 40% on
the bττ channel yields while it is found to be shape dependent
in the ττ channel (up to 100% at high Mhat). For the remaining
backgrounds and for signal, we consider uncertainties affecting the
normalisation: luminosity (6.1%), muon reconstruction efficiency
(2.9%), τh reconstruction efficiency (4–10%), single muon trigger
efficiency (1.3%), t¯t (11%) and diboson (7%) production cross sec-
tions. 5. Results Nexp
ττ+X
L
= Aggφ × σ model
ggφ
+ Abbφ ×
σ model
bbφ
−σ model
bgbφ
+ Abgbφ × σ model
bgbφ , + Abgbφ × σ model
bgbφ , where the acceptances A are computed using the simulation and
include the experimental efficiency. The two first terms of this
equation refers to Higgs boson production without any b quark
within the acceptance, while the third term is used for bgbφ pro-
duction. There is no difference in the experimental acceptance
for the ggφ and bbφ processes with no outgoing b quark within
the acceptance. Therefore, we set Abbφ ≡Aggφ. The Higgs boson
width, calculated with feynhiggs, is also taken into account [8]. 5. Results We combine the ττ , bττ and bbb channels using the modified
frequentist approach [27]. The test statistic is a negative log-ratio
of profiled likelihoods [28]: LLR = −2 ln p(data|H1)
p(data|H0), energy scale (∼10%) only impacts significantly the ττ search for
both Z boson background and signal Mhat distribution. With the
exception of the τh reconstruction efficiency, τh energy scale and
MJ estimation, which are evaluated for each τh type, these un-
certainties are assumed to be 100% correlated across both di-tau
channels. where H1 is the test (background + signal) hypothesis, H0 is the
null (background only) hypothesis and p are the profile likelihoods
based on Poisson probabilities for obtaining the observed number
of events under each hypothesis. We define CLs by CLs ≡CLs+b/CLb,
where CLs+b and CLb are the confidence levels for the test and null
hypothesis respectively. We exclude signal yields with CLs < 0.05. In the bbb channel, for the dominant MJ background, only sys-
tematic variations in the shape of the Mb¯b distribution are con-
sidered, as only the shape, and not the normalisation, is used to
distinguish signal from background [8]. The dominant sources arise
from the measurement of the rate at which light partons fake a
heavy flavor jet and the b-tagging efficiency. For the signal model,
the b-tagging efficiency (11–18%), the luminosity (6.1%) and the jet
energy scale (2–10%) dominate the experimental uncertainties. The LLR quantity is computed from the Mhat distribution for
the ττ channel, the D f distributions for the bττ channel and the
Mb¯b distribution for the bbb channel. The NNLO SM cross sections
σggφ and σbbφ are taken from [29–36] and [37], respectively, while
the NLO SM cross section σbgbφ is taken from mcfm. The model-
dependent MSSM to SM cross section ratios are computed with
feynhiggs [38]. To avoid double counting between the bbφ and
bgbφ processes, we obtain the expected signal yield Nexp
ττ+X in the
di-tau channels by Most of the experimental uncertainties are uncorrelated be-
tween the di-tau and the bbb analyses with the exceptions of D0 Collaboration / Physics Letters B 710 (2012) 569–577 576 Fig. 5. Constraints in the (tanβ, M A) plane from the di-tau combination in the mmax
h
scenario. These limits very weakly depend on the other MSSM parameters. 5. Results ate M A, the ττ and bττ channels have similar sensitivities, while
at high M A, the bbb sensitivity becomes appreciable especially in
μ < 0 scenarios. While the sensitivity in the ττ + X channels are
barely sensitive to other MSSM parameters than M A and tanβ, the
bbb signal yields is much more model dependent. Therefore we
also provide a combination of the ττ and bττ searches only. We
do not observe any significant excess in data above the expected
background fluctuations and we proceed to set limits. The limit
from the ττ + X combination is shown in Fig. 5 and the full com-
bination limits in different MSSM scenarios are shown in Fig. 6. ate M A, the ττ and bττ channels have similar sensitivities, while
at high M A, the bbb sensitivity becomes appreciable especially in
μ < 0 scenarios. While the sensitivity in the ττ + X channels are
barely sensitive to other MSSM parameters than M A and tanβ, the
bbb signal yields is much more model dependent. Therefore we
also provide a combination of the ττ and bττ searches only. We
do not observe any significant excess in data above the expected
background fluctuations and we proceed to set limits. The limit
from the ττ + X combination is shown in Fig. 5 and the full com-
bination limits in different MSSM scenarios are shown in Fig. 6. In summary, we present MSSM Higgs boson searches in three
final states: ττ , bττ and bbb. These different searches are com-
bined to set limits in the (tanβ, M A) plane in four different MSSM
scenarios. Furthermore, we combine the ττ and bττ channels to
obtain MSSM-scenario-independent limits. We exclude a substan-
tial region of the MSSM parameter space, especially for M A <
180 GeV where we exclude tanβ > 20–30. These are the tightest
constraints from the Tevatron on the production of neutral Higgs
bosons in the MSSM and are comparable to the published LHC lim-
its [10,11], especially at low M A. Fig. 5. Constraints in the (tanβ, M A) plane from the di-tau combination in the mmax
h
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and CNRS/IN2P3 (France); FASI, Rosatom and RFBR (Russia); CNPq,
FAPERJ, FAPESP and FUNDUNESP (Brazil); DAE and DST (India);
Colciencias (Colombia); CONACyT (Mexico); KRF and KOSEF (Ko-
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in press. [39] M. Carena, S. Heinemeyer, C.E.M. Wagner, G. Weiglein, Eur. Phys. J. C 45 (2006)
797. [19] V.M. Abazov, et al., D0 Collaboration, Nucl. Instrum. Methods Phys. Res. A 620
(2010) 400. [19] V.M. Abazov, et al., D0 Collaboration, Nucl. Instrum. Methods Phys. Res. A 620
(2010) 400.
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https://openalex.org/W4392172177
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https://pubs.rsc.org/en/content/articlepdf/2024/ta/d4ta00427b
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English
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Copper Shape-Templated N-Doped Carbons: Exercising Selective Surface Area Control for Lithium-Ion Batteries & Beyond
|
Journal of materials chemistry. A
| 2,024
|
cc-by
| 8,214
|
aDepartment of Chemistry, The University of Texas at Austin, Austin, Texas
78712-1224, USA. E-mail: mullins@che.utexas.edu
bMcKetta Department of Chemical Engineering, The University of Texas at Austin,
Austin, Texas 78712-1589, USA
cTexas Materials Institute, The University of Texas at Austin, Austin, Texas 78712-
1591, USA
† Electronic
supplementary
information
(ESI)
available.
See
DOI:
https://doi.org/10.1039/d4ta00427b Open Access Article. Published on 26 February 2024. Downloaded on 10/24/2024
This article is licensed under a Creative Commons Attribution 3.0 U Doped-carbons are attractive alternatives to traditional graphite anodes in lithium-ion batteries because
they maintain the low cost and operating voltage window of carbon while providing higher capacities. Key challenges lie in creating useful doped-carbons with controllable properties and understanding
which properties are most beneficial for these materials. Here, N-doped carbons are synthesized via
a metal-templating platform, which provides selective control of both the chemical composition and
surface area, allowing the two properties to be decoupled from one another. Copper metal particles in
dendritic, spheroidal, and flake shapes are utilized as metal templates with graphitic carbon nitride
precursor to create N-doped carbons. The resulting carbons are chemically similar, defined by XPS,
pXRD and Raman spectroscopy. However, the surface area and pore distributions are distinctly different,
as quantified by gas adsorption analysis and observed via SEM, which results in capacity differences of
100 mA h g−1 when applied as active materials in lithium-ion batteries. Received 18th January 2024
Accepted 26th February 2024 Received 18th January 2024
Accepted 26th February 2024 DOI: 10.1039/d4ta00427b
rsc.li/materials-a have increased specic capacities. N can be doped into sp2
hybridized carbon structures in one of four typical bonding
motifs – pyrrolic, pyridinic, graphitic, and oxidized.11 Pyrrolic
and pyridinic N groups are sp2 hybridized, substituted into ve
and six member carbon rings, respectfully, while graphitic and
oxidized N groups are sp3 hybridized, substituted into six
member carbon rings.9 Pyridinic and pyrrolic N functionalities
are generally preferred for LIB anodes as the lone pair provides
an additional reversible lithiation site, boosting capacity, while
graphitic N functionalities are less preferred due to their
tendency to bind irreversibly with lithium.12 The concentration
of N dopant is also critical, as excessive dopant levels can
decrease the electrical conductivity of the material.13 Therefore,
it is important that both the type and quantity of N dopants are
balanced. 1. J. Mater. Chem. A, 2024, 12, 7923–7931 | 7923 Journal of
Materials Chemistry A Open Access Article. Published on 26 February 2024. Downloaded on 10/24/2024 5:37:26 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. View Article Online
View Journal | View Issue Copper shape-templated N-doped carbons:
exercising selective surface area control for
lithium-ion batteries & beyond†
Samantha N. Lauro,
a James N. Burrow,
b Benjamin G. Broekhuis,
b
Philippe E. Papa
ab and C. Buddie Mullins
*abc Copper shape-templated N-doped carbons:
exercising selective surface area control for
lithium-ion batteries & beyond† Copper shape-templated N-doped carbons:
exercising selective surface area control for
lithium-ion batteries & beyond† Cite this: J. Mater. Chem. A, 2024, 12,
7923 Samantha N. Lauro,
a James N. Burrow,
b Benjamin G. Broekhuis,
b
Philippe E. Papa
ab and C. Buddie Mullins
*abc Samantha N. Lauro,
a James N. Burrow,
b Benjamin G. Broekhuis,
b
Philippe E. Papa
ab and C. Buddie Mullins
*abc 1.
Introduction Lithium-ion batteries (LIBs) have become a pivotal technology
in enabling the global transition to renewable energy sources.1
Technological advancements demanding batteries with perfor-
mance tailored towards each application have led to extensive
research into novel chemistries for both electrolytes2–4 and
active materials,5–7 with one such component being the anode. The traditional anode active material in LIBs is graphite, in
which lithium ions are stored between the carbon sheets by
intercalation, resulting in a specic capacity of ∼372 mA h g−1.8
Graphite is low in cost and abundant compared to other active
materials, but higher energy and power densities are needed for
future technologies. Doped-carbons are an alternative anode
material to graphite, with synthetic platforms that can employ
virtually any organic or bio-derived precursor, leading to
a variety of materials that can be produced with different
dopants, surface areas, pore distributions, and crystallinities.9,10 There any many synthetic methods to produce N-doped
carbons, usually consisting of the carbonization of a nitrogen-
containing precursor.14 The precursor usually falls into one of
three categories-bio-derived precursors, such as an organic
waste product from the food industry, lab-synthesized nitrogen
containing polymers, or graphitic carbon nitride. Bio-derived
precursors are readily available, such as food and animal
waste,15,16 and is an attractive platform as a solution for
reducing waste products. However, these materials oen have
low purity, since many dopants besides nitrogen are present,
making chemical analysis of the source of LIB performance
benets challenging to isolate. Polymeric compounds on the
other hand, such as polyacrylonitrile and polyaniline, can be
synthetically controlled to include only desired dopants, highly Nitrogen (N)-doped carbons have been of specic interest
because N-doped carbons are simple to synthesize, and can J. Mater. Chem. A, 2024, 12, 7923–7931 | 7923 This journal is © The Royal Society of Chemistry 2024 View Article Online Paper
w Article Online Journal of Materials Chemistry A Paper puried, and produce unique nanostructures, but the synthetic
process may involve toxic chemicals and be time intensive, and
the resulting N-dopant levels aer carbonization are moderate
(usually less than 20 atomic%).17,18 In contrast, graphitic carbon
nitride (g-C3N4) can be produced from inexpensive precursors
such as urea and melamine,19 consists of only carbon and
nitrogen, and can result in N-doped carbons with nitrogen
contents upwards of 30 atomic%, making it an ideal material to
use for fundamental studies on N-doped carbon anodes. Open Access Article. Published on 26 February 2024. Downloaded on 10/24/2024 5:37:26 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. All materials were used as received without further purication. Urea (synthetic grade), copper spheroidal powder (99%), copper
dendritic powder (99.7%), nitric acid (70%, ACS reagent grade),
and dimethyl carbonate (DMC, >99%) were purchased from
Millipore Sigma. Copper ake powder (99.9%) was acquired
from Beantown Chemical, lithium foil (750 mm thick, 99.9%)
from ThermoFisher Scientic, and lithium bis(uorosulfonyl)
imide salt (LiFSI, 99%) from Oakwood Chemical. 1-Methyl-2-
pyrrolidone (NMP, 99%), ethylene carbonate (EC, >99.0%),
and uoroethylene carbonate (FEC, >98.0%) were acquired
from Tokyo Chemical Industry. Copper foil, polyvinylidene
uoride (PVDF, >99.5%) and conductive carbon black (SuperP)
were obtained from MTI Corporation. One synthetic technique, metal-templating, has shown
promise
in
controlling
the
nal
properties
of
N-doped
carbons.22–24 While metals such as zinc and copper have been
readily used as nanostructured hosts for LIB anodes,25–28 in the
context of carbon synthesis, metal-templating refers to the
process in which a carbon precursor is pyrolyzed in the presence
of a metal, usually as a mixture of powders. The metal is
removed aer the carbonization, oen by acid-washing, to yield
resulting carbon materials with unique properties. Fahlman
et al. mixed magnesium particles with graphitic carbon nitride
(g-C3N4) before pyrolysis to create N-doped carbon anodes with
highly preferred pyrrolic N functionalities.20 Mao et al. created
hollow N-doped carbon spheres by using a zinc template, and
altered the N concentration by performing the pyrolysis over
a range of temperatures (650–850 °C).29 Previous work from our
group investigated the use of iron and copper metal templates,
and revealed that the choice of metal allowed for control over
the type of N dopants present.24 Iron templates resulted in N-
doped carbons with preferred graphitic N functionalities,
while copper promoted pyridinic and pyrrolic functionalities,
with the latter being more preferential for anodes of LIBs. Copper is a unique metal-template option, because it remains
a solid at the temperatures of carbon pyrolysis (unlike zinc and
magnesium, with melting points at ∼420 °C and 650 °C,
respectively), and does not form a carbide intermediate like
other templates (such as zinc and iron). Copper is low in cost,
abundant, and can be produced in different nanostructured-
shapes at the commercial level and in research labs, providing
an array of particle size and shape options to choose from.30–32
As a metal template, changing the contact surface area between
the carbon and copper resulted in different physical morphol-
ogies of the N-doped carbons. 2.2
Carbon synthetic methods Urea derived graphitic carbon nitride (g-C3N4) was synthesized
by a thermal condensation method.37 Briey, 75 g urea was
placed in an alumina crucible covered with aluminum foil. The
crucible was heated in a box furnace under air atmosphere
using a ramp rate of 2.3 °C min−1 and held at 550 °C for four
hours. The crucible cooled naturally to room temperature and
the carbon nitride was collected. To create nitrogen doped
carbons, 1.2 g of g-C3N4 was mixed with 1.2 g of copper metal
particles with a mortar and pestle. Three different samples were
prepared, where the copper particles were either dendritic,
spheroidal, or ake shaped. These shapes were according to the
manufacturer label. The mixture was then transferred to
a covered alumina crucible and carbonized under owing argon
(120 cc min−1) in a quartz tube furnace. The temperature was
ramped at a rate of 5 °C min−1 and held at 40 °C for one hour to
purge residual air from the tube, then held at 100 °C for one
hour to remove residual water, and carbonized at a nal
temperature of 750 °C for two hours before cooling naturally
back to room temperature. The resulting carbons were washed
with concentrated nitric acid (HNO3) three times to remove the
copper and residual salt by-products and then washed with
excess deionized water until pH neutral. The N-doped carbons
were dried in a box furnace at 120 °C overnight and collected. The N-doped carbons are named by the shape of copper
template used (Dendritic, Spheroidal, Flake) and therefore
correspond
to
dendritic-shape
copper,
spheroidal-shape
copper,
and
ake-shaped
copper
templated
carbons,
respectively. Importantly, the tunability of this synthetic platform enables
fundamental studies on the role of different properties of N-
doped carbons for a given application. A majority of previous
studies have shown that the choice of metal template dictates
the surface chemical bonding motifs of these N-doped carbons,
and has focused on changing the chemical identity of the metal
(i.e., magnesium, zinc, iron, copper).20,22–24 In contrast, the Open Access Article. Published on 26 February 2024. Downloaded on 10/24/2024 5:37:26 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Physical morphology encom-
passes particle shape, size, texture, surface area, and porosity,
which in an LIB anode inuences ionic transport through both
the electrode lm and through the carbon particles, solid
electrolyte interphase growth (SEI), and the contribution of
capacitive and pseudo-capacitive surface storage mechanisms
to overall observed specic capacity and rate capability.33–36 1.
Introduction Carbon nitride can be converted to an N-doped carbon through
pyrolysis, sometimes in the presence of metals, metal-salts, and
salt mixtures.20,21 present study investigates and demonstrates that altering the
physical shape of the metal template controls the resulting
physical morphology (and porosity) of the carbons, without
signicantly impacting surface chemistry. 7924 | J. Mater. Chem. A, 2024, 12, 7923–7931 2.3
Material characterization Crystallite size was determined by obtaining powder X-ray
Diffraction (pXRD) patterns by using a Rigaku MiniFlex 600II
(Cu Ka radiation, l = 1.5418 Å) in continuous scan mode from 7924 | J. Mater. Chem. A, 2024, 12, 7923–7931 This journal is © The Royal Society of Chemistry 2024 View Article Online View Article Online Paper Journal of Materials Chemistry A Journal of Materials Chemistry A 2q = 10° to 80° with a step width of 0.02 at 2.5° min−1 with
a single crystal zero background silicon sample holder. The
crystallite sizes and d-spacings were determined by using
a Lorentz t for peaks at approximately 24° and 44° to account
for diffraction of 002 and 101 planes, respectively. The degree of
graphitization of each sample was determined by Raman
spectroscopy. Spectra were obtained with a Renishaw inVia
Raman Microscope equipped with a 100 mW green laser which
was employed to excite the samples at 514 nm with a spectral
shicentered at 1500 cm−1. The ID/IG ratio was determined by
tting the spectra with four Voigt peaks representing the D*, D,
D**, and G bands at approximately 1230, 1366, 1521, and
1595 cm−1, respectively, and using the ratio between the D and
G band intensity. X-ray photoelectron spectroscopy (XPS)
spectra were acquired on a Kratos Axis Ultra X-ray photoelectron
spectrometer. CasaXPS soware was used to t survey scans and
the high-resolution spectra of each elemental region (C 1s, N 1s,
O 1s), and all spectra were shied to account for the adventi-
tious carbon peak at 284.7 eV.21 Scanning electron micrographs
(SEM) were collected on a FEI Quanta 650 ESEM at a scanning
voltage of 30.0 kV. Textural properties of the resulting carbons
were studied by acquiring isotherms of N2 at 77 K and CO2 at
273 K using a Quantachrome Autosorb iQ-MP (Anton Paar). Before gas adsorption analysis, around 100 mg of powdered
sample was loaded into glass sample tubes and degassed under
dynamic vacuum at 200 °C overnight. With ASiQ WinTM so-
ware, surface areas were quantied with multi-point BET anal-
ysis with optimized point selection to account for the Rouquerol
criteria and the microporous nature of these materials. These
multi-point BET analyses are provided in the ESI (Fig. S7†). 3.
Results & discussion Fig. 1a outlines the synthetic procedure. Commercially available
copper particles of three different morphologies – dendritic,
spheroidal, and ake shaped (as labelled by the manufacturers)
– were used as templates. N-doped carbons were produced by
carbonizing a mixture of the copper templates with urea-derived
g-C3N4 at 750 °C for two hours. The resulting product was
washed with concentrated nitric acid (HNO3) to remove the
metal templates and any salt by-products. Scanning
electron
microscopy
(SEM)
revealed
the
morphology of the resulting carbon materials. The g-C3N4
precursor exhibited a highly textured, amorphous particle
morphology as seen in Fig. 1b, which was not retained in the
nal N-doped carbons (Fig. 1f–h). The copper metal templates
have distinct morphological differences: the dendritic copper
has a branched morphology and asymmetrical shape (Fig. 1c);
the spheroidal copper is round, with a smooth surface (Fig. 1d);
and the ake copper appears to be an agglomeration of
secondary string-like particles (Fig. 1e). The resulting N-doped
carbons had morphologies reminiscent of their respective
templates and visually distinctive from each other. The
dendritic templated carbon (Fig. 1f) exhibited a textured surface
with grooves and wrinkles, with approximately 30-micron sized
particles, and asymmetrical particles shapes. The spheroidal
templated carbons (Fig. 1g) were smaller in size (∼5–10 mm) and
had a smoother observed texture, while the ake templated
carbons (Fig. 1h) were irregular in shape and size (around 10
mm). Additional SEM images of the carbon materials are shown
in Fig. S1,† and population images of the copper templates and
carbons are shown in Fig. S2.† The carbon secondary particle
size appears to be related to the size of the copper templates
used, with large dendritic templates resulting in larger sized N-
doped carbon particles, and smaller spheroidal templates
resulting in smaller carbon particle sizes. The metal template
remains in a solid phase during synthesis (as opposed to salt-
melts), so the surface area of the copper templates available 2.3
Material characterization Pore
size distributions were derived from the adsorption branch of
the isotherm with quenched-solid density functional theory
(QSDFT) assuming a convolution of spherical, cylindrical, and
slit-shaped pores for N2 adsorption, while non-local density
functional theory (NLDFT) was employed for analysis of ultra-
microporosity from CO2 isotherms at 273 K on carbon. The
total pore size distribution was acquired by stitching together
results from CO2 (<1.5 nm) and N2 (1.5–50 nm). Microporosity
was dened as the cumulative pore volume at a pore diameter of
2 nm. Total pore volume (up to 200 nm) was quantied using
total quantity of adsorbed N2 at P/P0 = 0.99. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. with 150 mL of electrolyte. The slurry-cast materials were cut into
13 mm diameter electrodes and tested against a 750 mm thick
lithium metal counter electrode using a 1.2 M lithium bis(-
uorosulfonyl)imide (LiFSI) in 3 : 7 (v/v) ethylene carbonate
(EC) : dimethyl carbonate (DMC) with 5% v/v uoroethylene
carbonate (FEC) electrolyte system. Long-term and variable rate cycling tests were performed
using a multi-channel battery test system (Neware BTS4000-
5V10 mA) using a 10 mV–3 V potential window. Long-term
cycling consisted of three conditioning cycles at a rate of
0.02 A g−1 and 200 subsequent cycles at a rate of 0.2 A g−1. Variable rate cycling consisted of three cycles at 0.02 A g−1 fol-
lowed by ve cycles of each faster rate (0.05 A g−1, 0.1 A g−1,
0.2 A g−1, 0.5 A g−1, 1.0 A g−1, and 2.0 A g−1) and recovered at
a rate of 0.2 A g−1. Cyclic voltammograms were obtained over
the potential window of 10 mV–3 V vs. Li/Li+ at a scan rate of
0.1 mV s−1 on a multi-channel battery test system (Arbin BT
2043). All reported electrochemical results are from duplicate
cells (Fig. S7 and S8†). This journal is © The Royal Society of Chemistry 2024 J. Mater. Chem. A, 2024, 12, 7923–7931 | 7925 2.4
Electrochemical measurements Electrode lms were fabricated by mixing the active carbon
materials with a conductive carbon black additive (SuperP) and
polyvinylidene uoride (PVDF) binder in an 80 : 10 : 10 mass
ratio in 1-methyl-2-pyrrolidone (NMP) solvent. The slurries were
coated onto 8 mm thick copper foil using a doctor blade set at
150 mm, and lms were transferred to an oven to dry for 3 hours
at 120 °C before pulling vacuum for 12 hours to remove residual
solvent. Resulting electrodes had a mass loading between 1.5–
1.8 mg cm−2 and lm thicknesses ∼80 mm. Materials were tested electrochemically in stainless steel
2032 coin cells assembled in an argon atmosphere glovebox
using three 500 mm thick stainless steel spacers, one circular
spring, and one polypropylene separator (Celgard 2400) ooded J. Mater. Chem. A, 2024, 12, 7923–7931 | 7925 This journal is © The Royal Society of Chemistry 2024 View Article Online Journal of Materials Chemistry A Journal of Materials Chemistry A Fig. 1
Schematic illustration of N-doped carbon synthesis procedure for using different shaped copper metal templates (a). SEM images of g-
C3N4 precursor (b), dendritic copper particle (c), spheroidal copper particle (d), flake copper particle (e),and the N-doped carbons produced
using dendritic (f), spheroidal (g), and flake (h) shaped copper templates. cle is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 1
Schematic illustration of N-doped carbon synthesis procedure for using different shaped copper metal templates (a). SEM images of g-
C3N4 precursor (b), dendritic copper particle (c), spheroidal copper particle (d), flake copper particle (e),and the N-doped carbons produced
using dendritic (f), spheroidal (g), and flake (h) shaped copper templates. Fig. 1
Schematic illustration of N-doped carbon synthesis procedure for using different shaped copper metal templates (a). SEM images of g-
C3N4 precursor (b), dendritic copper particle (c), spheroidal copper particle (d), flake copper particle (e),and the N-doped carbons produced
using dendritic (f), spheroidal (g), and flake (h) shaped copper templates. to the g-C3N4 is likely responsible for particle shape and
morphology of the nal N-doped carbons. Going forward, the
carbon nomenclature will be indicated by their copper template
shape (i.e. dendritic, sphere, and ake carbon). and G bands peak intensities (example tting shown in Fig. S3
and values in Table S2†) were found to be nearly identical for
the three carbons (ID/IG values of 1.20, 1.19, and 1.19 for ake,
spheroidal, and dendritic carbons, respectively). 2.4
Electrochemical measurements (
)
To better understand the nanostructure of the resulting
carbon particles, powdered X-ray diffraction (XRD) was per-
formed (Fig. 2a). All of the carbon samples produced a broad
diffraction pattern with a large peak centered at approximately
2q = 27.5°, representing the 002 reection. The broadening of
this peak as compared to the sharper peak from the g-C3N4
precursor represents a turbostratic carbon structure, which is
indicative of crystallites with short-range but a lack of long
range order.38 Scherrer analysis gives an estimation of the
crystallite parameters, shown in Table S1.† The d-spacing in the
002 plane is ∼3.4 Å for all of the carbons. However, there is
a slight difference in the lateral crystallite coherence length (La),
with the dendritic carbon having a larger La of 8.71 Å compared
to the spheroidal and ake carbon, which had La values of 6.98
and 6.45 Å, respectively. The La represents the in-plane order of
the crystallite and is directly related to the defect density.39
Therefore, as a larger La value correlates to longer range order,
the dendritic carbon likely exhibited slightly fewer structural
defects than the spheroidal and ake carbons. Nonetheless, all
three samples show similar crystal structures overall. The
graphitic order of the carbons was further compared via Raman
spectroscopy (Fig. 2b). The ID/IG ratios calculated from the D Only very small differences in the surface chemistry of the
carbons were observed with X-ray photoelectron spectroscopy
(XPS). The total elemental composition summarized in Fig. 2c is
in line with previous studies of copper templating,24 comprised
of ∼63% carbon, 30% nitrogen, 5% oxygen, and less than 2% of
residual copper. The corresponding XPS survey spectra can be
found in Fig. S4.† The N bonding motifs were deconvoluted by
tting the N 1s region in Fig. S5† with four peaks at binding
energies of ∼398.1, 398.7, 399.8, and 400.8 eV to represent the
pyridinic, pyrrolic, graphitic, and oxidized N functionalities,
respectively.40 The difference in chemical motifs is near iden-
tical, with only 1% or less difference between the carbons, and
preferential formation of pyridinic N from the use of copper
(Fig. 2d). As demonstrated above, the carbons resulting from the
different copper templates were nearly identical in chemical
structure and nanocrystalline (dis)order. In contrast, the phys-
ical
morphology
differed
signicantly
depending
on
the
morphology of the templates employed. This journal is © The Royal Society of Chemistry 2024 2.4
Electrochemical measurements While SEM provided
a qualitative view of the carbon particle morphology at the
micron-scale, gas sorption isotherms of nitrogen (N2) and
carbon dioxide (CO2) were used to generate a more quantitative 7926 | J. Mater. Chem. A, 2024, 12, 7923–7931 This journal is © The Royal Society of Chemistry 2024 7926 View Article Online Paper Journal of Materials Chemistry A Fig. 2
Characterization of dendritic, spheroidal, and flake templated carbons. (a) XRD patterns of carbons and g-C3N4 precursor. (b) Raman
spectra of carbons. (c) Summary of elemental composition of carbons from XPS analysis of survey spectra. (d) Summary of nitrogen bonding
motifs in carbons from XPS analysis of the N 1s spectra. Fig. 2
Characterization of dendritic, spheroidal, and flake templated carbons. (a) XRD patterns of carbons and g-C3N4 precursor. (b) Raman
spectra of carbons. (c) Summary of elemental composition of carbons from XPS analysis of survey spectra. (d) Summary of nitrogen bonding
motifs in carbons from XPS analysis of the N 1s spectra. Fig. 2
Characterization of dendritic, spheroidal, and flake templated carbons. (a) XRD patterns of carbons and g-C3N4 precursor. (b) Raman
spectra of carbons. (c) Summary of elemental composition of carbons from XPS analysis of survey spectra. (d) Summary of nitrogen bonding
motifs in carbons from XPS analysis of the N 1s spectra. comparison of the carbons' surface areas and pore size
distributions,41–44 as summarized in Fig. 3a. The dendritic
carbon exhibited the smallest BET surface area,44 measured at
308 m2 g−1, while the spheroidal carbon had the largest at 406
m2 g−1. Meanwhile, the ake carbon had an intermediate
surface area of at 380 m2 g−1. This difference in exposed surface
area is primarily attributed to the volume of mesopores. comparison of the carbons' surface areas and pore size
distributions,41–44 as summarized in Fig. 3a. The dendritic
carbon exhibited the smallest BET surface area,44 measured at
308 m2 g−1, while the spheroidal carbon had the largest at 406
m2 g−1. Meanwhile, the ake carbon had an intermediate
surface area of at 380 m2 g−1. This difference in exposed surface
area is primarily attributed to the volume of mesopores. comparison of the carbons' surface areas and pore size
distributions,41–44 as summarized in Fig. 3a. The dendritic
carbon exhibited the smallest BET surface area,44 measured at
308 m2 g−1, while the spheroidal carbon had the largest at 406
m2 g−1. 2.4
Electrochemical measurements Meanwhile, the ake carbon had an intermediate
surface area of at 380 m2 g−1. This difference in exposed surface
area is primarily attributed to the volume of mesopores. Although the cumulative volume of micropores is similar
between the templated carbons, each carbon exhibits a unique
pore size distribution (Fig. 3b). While all of the carbons dis-
played a similar volume of micropores (<2 nm), the volume of
meso- (2–50 nm) and macropores (50–200 nm) in the dendritic
carbon was less than half of that in the spheroidal and ake
carbon, with the spheroidal carbon having the largest volume of Although the cumulative volume of micropores is similar
between the templated carbons, each carbon exhibits a unique
pore size distribution (Fig. 3b). While all of the carbons dis-
played a similar volume of micropores (<2 nm), the volume of
meso- (2–50 nm) and macropores (50–200 nm) in the dendritic
carbon was less than half of that in the spheroidal and ake
carbon, with the spheroidal carbon having the largest volume of Fig. 3
Surface area characterization of dendritic, spheroidal, and flake templated carbons. (a) BET derived surface area and pore volume of
carbons. (b) Pore size distributions derived via combination of quenched solid and nonlocal density functional theory (QSDFT and NLDFT)
analysis of N2 and CO2 isotherms, respectively. Fig. 3
Surface area characterization of dendritic, spheroidal, and flake templated carbons. (a) BET derived surface area and pore volume of
carbons. (b) Pore size distributions derived via combination of quenched solid and nonlocal density functional theory (QSDFT and NLDFT)
analysis of N2 and CO2 isotherms, respectively. J. Mater. Chem. A, 2024, 12, 7923–7931 | 7927 This journal is © The Royal Society of Chemistry 2024 View Article Online Paper
ew Article Online Journal of Materials Chemistry A Paper 17 mA h g−1 of capacity compared to 54 and 92 mA h g−1 for
spheroidal and ake carbon, respectively. The difference in
performance between the templated carbons can be further
understood by examining the differential capacity curves (dQ/
dV, mA h g−1 V−1) for insight into the lithium storage processes. The normalized differential capacities at 0.05 A g−1 for the
dendritic, spheroidal, and ake copper are overlayed in Fig. 4b
(derived from the charge discharge proles in Fig. 4c–e). 2.4
Electrochemical measurements The
extraction of lithium from the N-doped carbons can be attrib-
uted to a mixture of three processes: faradaic storage in the
carbon layers (<∼0.8 V), (pseudo)capacitive storage at defects
and in pores (∼0.8–2.2 V), and reversible binding of lithium-
ions to nitrogen sites (>∼2.2 V).24,52–54 Although there is signif-
icant overlap in the specic potentials at which these lithium
storage
mechanisms
occur,
our
choice
of
representative
potential ranges is in accordance with previous literature on
copper templated N-doped carbons.24 As clearly visible in
Fig. 4b, the dendritic carbon exhibited proportionally less
capacity contribution from (pseudo)capacitance in pores and
defects than did the ake or spheroidal carbons. This result
explains the reduced specic capacity of the dendritic carbon at
faster rates, where capacitive mechanisms of lithium-ion
storage become dominant, and can be directly related to the
smaller BET surface area and porosity of the dendritic carbon.55
The signicance of this difference is further exemplied in the
long-term cycling at a rate of 0.2 A g−1, shown in Fig. 5. Over the
course of 200 cycles, the dendritic, spheroidal, and ake
carbons demonstrated average capacities of 416, 483, and
541 mA h g−1, respectively. Despite identical chemical compo-
sition, more than 100 mA h g−1 of capacity difference between
the dendritic and ake carbon material seemingly resulted from
the differences in physical morphology and nanostructure
alone. However, while the spheroidal carbon exhibited the
largest measurable BET surface area of the three templated
carbons, the ake carbon achieved the largest capacities at
faster cycling rates. This difference in performance between the
ake and spheroidal carbon is likely due to the difference in the
pore-size distribution, especially in the ultra-micropore (<0.7
nm) region, as shown in Fig. 3b. The ake carbon exhibits three
populations of ultra-micropores at approximately 0.35, 0.48,
and 0.6 nm in size, while the spheroidal and dendritic carbons
only exhibit a single population of approximately 0.52 nm. The
full mechanistic role of ultra-micropores in lithium storage is
currently a topic of heavy debate in the literature. Kang et al. has
reported that ultra-micropores <0.4 nm increase carbon rate
performance by a suggested size-sieving mechanism, where the
pores are accessible to lithium-ions but inaccessible to elec-
trolyte molecules, reducing decomposition and irreversible
capacity loss.56 Lee et al. This journal is © The Royal Society of Chemistry 2024 2.4
Electrochemical measurements utilizes a rst principles approach to
demonstrate that lithium-ions can occupy the pore cavity,
surfaces, and walls in micro and ultra-micropores.57 Ultra-
microporosity is suggested to provide active sites for lithium-
ions
with thin walls which shorten diffusion time and these types of pores. This difference in the volume of pores with
larger characteristic length scales (meso/microporosity) is
inuenced by the amount of contact area with the metal
template. However, increased exposed surface area accom-
panies increases in porosity, and a larger electrochemically
active surface area requires the formation of more solid elec-
trolyte interphase (SEI) for passivation. Since the SEI consumes
the Li inventory and is associated with irreversible capacity
losses during initial cycling, increased porosity does not always
correlate with improved electrochemical performance of carbon
anodes in LIBs. In this way, templating the nanostructure, while
keeping surface chemistry and crystalline/defect structure
consistent, can enable improved performance by exerting
a ner control on porosity and surface area, which inuence SEI
formation and rate performance. Open Access Article. Published on 26 February 2024. Downloaded on 10/24/2024 5:37:26 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. A, 2024, 12, 7923–7931 This journal is © The Royal Society of Chemistry 2024 7928 View Article Online Journal of Materials Chemistry A Journal of Materials Chemistry A Fig. 4
Variable rate cycling of the dendritic, spheroidal, and flake copper shape templated carbons at current densities of 0.05, 0.1, 0.2, 0.5, 1.0,
and 2.0 A g−1 with recovery at 0.2 A g−1. (a) Normalized differential capacity curves (dQ/dV vs. V) of lithium extraction at 0.05 A g−1 cycling rate for
dendritic, spheroidal, and flake carbons. (b) Charge–discharge profiles from variable rate cycling of dendritic (c), spheroidal (d), and flake (e)
templated carbons. Paper
Journal of Materials Chemistry A Fig. 4
Variable rate cycling of the dendritic, spheroidal, and flake copper shape templated carbons at current densities of 0.05, 0.1, 0.2, 0.5, 1.0,
and 2.0 A g−1 with recovery at 0.2 A g−1. (a) Normalized differential capacity curves (dQ/dV vs. V) of lithium extraction at 0.05 A g−1 cycling rate for
dendritic, spheroidal, and flake carbons. (b) Charge–discharge profiles from variable rate cycling of dendritic (c), spheroidal (d), and flake (e)
templated carbons. packs, which can alter the size, length, and continuity of pores
in the lm, and subsequently change the ionic diffusion
pathway through the electrolyte, though is difficult to quantify
and visualize in amorphous carbon systems due to the other
carbonaceous components used in the electrode lm.34,49,60 Fig. 5
Long-term cycling of dendritic, spheroidal, and flake carbons at
a cycling rate of 0.2 A g−1 over 200 cycles. The surface area of carbon anodes is also well-known to
inuence the rst-cycle irreversible capacity loss due to the
formation of the solid electrolyte interphase (SEI).61 Aer
cycling, post-mortem analysis was conducted on all carbon
electrodes, via SEM and energy dispersive X-ray (EDX) analysis
shown in Fig. S10.† SEI is observed to have grown for all
carbons, though no lm fracture or cracking is observed indi-
cating minimal volumetric expansion and structural stability. EDX reveals the presence of carbon, nitrogen, oxygen, sulfur
and uorine in the SEI, an expected result from the breakage of
the carbonate solvents and LiFSI salt used in the electrolyte. Cyclic voltammetry (CV) (Fig. Open Access Article. Published on 26 February 2024. Downloaded on 10/24/2024 5:37:26 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. As mentioned previously, pyridinic and pyrrolic nitrogen
defects have been shown to provide reversible lithium-ion
storage sites due to the availability of lone pairs of electrons,
while graphitic defects have oen resulted in irreversible
capacity loss.45 Pender et al. demonstrated that carbons derived
from Cu-templated g-C3N4 exhibited pyridinic and pyrrolic
defects and obtained high capacities for Li storage.24 The
chemical composition of the anode largely inuences the
mechanisms
of
lithium-storage,
especially
for
faradaic
processes; however, physical morphology also inuences the
nal LIB performance. For example, for capacitive and/or
pseudocapacitive
storage
mechanisms,
large
(electrochemically-active) surface area is critical.46 Moreover,
highly porous structures oen result in increased capacity at
fast rates of charge/discharge due to a mixture of increased
contribution from capacitive storage processes (which occur
over smaller time scales than faradaic storage processes)47 and
more electrolyte penetration, increasing the ease of mass
transport.48 Additionally, particle size and shape also inuence
how the anode material is packed into electrode lms, which
can alter the porosity and electronic conductivity of the lm,
further altering electrochemical performance.49,50 As a result,
even with identical chemical makeup, careful tuning of the
physical particle morphology is imperative for the development
of high quality battery anodes. The electrochemical performance at variable cycling rates for
each of the templated carbons is shown in Fig. 4a. Lithium half-
cells of the dendritic, spheroidal, and ake carbons were cycled
for ve consecutive cycles at current densities of 0.05, 0.12, 0.2,
0.5, 1.0, and 2.0 A g−1 to evaluate the difference in rate capa-
bility between the materials. All reported cycling is shown as an
average between duplicate cells. Individual cell cycling is shown
in Fig. S7† and capacities reported with standard deviation in
Table S5.† At the slower cycling rate of 0.05 A g−1, the dendritic
carbon delivers the largest capacity of 640 mA h g−1, compared
to the ake and spheroidal carbons which delivered 610 and
544 mA h g−1, respectively, which are near double the capacity
of
traditional
graphite
at
the
same
cycling
rate,
∼330 mA h g−1.51 In contrast, at rates of 0.2 A g−1 and above, the
dendritic carbon achieved the smallest specic capacity of the
three carbons. For example, at a fast charge/discharge rate of
2.0 A g−1 (∼3.7 mA cm−2), the dendritic carbon exhibited only 7928 | J. Mater. Chem. This journal is © The Royal Society of Chemistry 2024 Open Access Article. Published on 26 February 2024. Downloaded on 10/24/2024 5:37:26 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. measured surface area) did show the smallest absolute capacity
loss compared to the spheroidal and ake carbons. Both the
peak corresponding to SEI formation and the peaks related to
faradaic reactions occurred at the same potentials for all carbon
samples (1.2 and 0.1 V vs. Li/Li+, respectively), indicative of their
similar chemical composition. The CV curves also have a non-
negligible box shape, further indicating (pseudo)capacitive
contributions towards the overall Li-ion storage capacities.47 Overall, our results suggest that the ake carbon achieves the
largest capacities in the present study for both the long-term
and variable rate cycling, and maintains higher and competi-
tive capacities to graphite under the same cycling rate condi-
tions.51 However, additional considerations, such as initial
capacity loss, capacity fade, and lithiation potential/overall cell
voltage, are important factors to consider when optimizing
anode active materials for LIBs for industrial scalability. The
long-term cycling in Fig. 5, for example, has both capacity
growth and decay present in the prole. The ake, spheroidal,
and dendritic carbons start with initial capacities of 473, 442,
and 405 mA h g−1, respectfully, and increase over the rst 125
cycles to values of 578, 503, and 450 mA h g−1, representing
a capacity increase of 18, 12, and 10%, respectfully. This
phenomena is commonly observed for N-doped carbon anodes
in LIBs, and is ascribed to increased electrolyte penetration with
the activation of defects and pores.24,62 Aer the 125th cycle,
capacity fade starts to occur, with nal capacities at the 200th
cycle reaching values of 535, 458, and 402 mA h g−1 for the ake,
spheroidal, and dendritic carbons, respectfully, representing
a capacity fade of approximately 7.4, 9, and 10.6% from the
highest values reached at the 125th cycle. This ux in capacity is
informative from a research perspective, but problematic for
real-world
batteries,
which
need
to
provide
consistent,
predictable performance per application needs. The ake
carbon has the highest percent of capacity increase at the 125th
cycle and smallest amount of capacity fade at the 200th cycle,
while the dendritic carbon demonstrates the opposite trend,
suggesting that purposeful structuring of carbon materials may
aid in alleviating capacity fade in N-doped carbon anodes. Additional scalability concerns are the coulombic efficiency for
these materials, tabulated in Table S6,† at approximately 99%
for all the carbons, which is high for research materials, but
falls shy of the 99.9% required for commercial applications. Open Access Article. Published on 26 February 2024. Downloaded on 10/24/2024 5:37:26 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. S11†) performed at a scan rate of
0.1 mV s−1 and analysis of the peak area decrease between the
rst and second CV cycles reveal that 38, 43, and 42% of the
charge passed in the initial cycle resulted in irreversible capacity
loss for the dendritic, spheroidal, and ake carbons. Although
only a maximum of a 5% difference in rst cycle irreversibility
was observed between samples despite signicant morpholog-
ical differences, the dendritic carbon (with the smallest Fig. 5
Long-term cycling of dendritic, spheroidal, and flake carbons at
a cycling rate of 0.2 A g−1 over 200 cycles. morphological differences, which cannot be captured by BET
analysis alone, may also play a role in inuencing the lithium-
accessible surface area, which is dened by the ability of
lithium to reach electrochemically active surfaces sites, span-
ning the nano and micro-scale of the active material particle
surface area to the macro organization of pore channels within
the electrode composite lm itself. The shape and size of the
active material particles can change how the electrode lm This journal is © The Royal Society of Chemistry 2024 J. Mater. Chem. A, 2024, 12, 7923–7931 | 7929 View Article Online Paper Journal of Materials Chemistry A Paper all carbons through XPS, pXRD, and Raman spectroscopy, while
the physical morphology differed as qualitatively observed via
SEM of differing secondary particle shapes. Surface area and
porosity differences quantied through gas physisorption
analysis revealed that surface area differences up to 100 m2 per
gram could be obtained with differing micropore network
distributions, despite the use of the same chemical precursors. These morphological differences inuence the electrochemical
evaluation of doped carbon materials, resulting in specic
capacity differences of up to ∼100 mA h g−1 for chemically
identical materials. The dendritic, spheroidal, and ake copper
shapes are commercially available templates that are easily
obtained at scale. Future work investigating the use of more
custom copper shapes, such as rods and nanoparticles, as well
as investigating other metals templates in this manner, such as
zinc and iron, will aid in creating an expansive platform of
tunable heterogenous carbons. The insight gleaned from
studies that isolate the individual inuence of each chemical
and physical material property on LIB performance inform how
carbon
materials
should
be
evaluated
and
purposefully
designed for each specic technological application, from
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https://zenodo.org/records/7121003/files/BD11.pdf
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English
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AN ANALYSIS OF 'STRESS' IN ENGLISH LANGUAGE:A STUDY OF THE RULES AND APPROACHES.
|
Zenodo (CERN European Organization for Nuclear Research)
| 2,013
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cc-by
| 3,480
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KEYWORDS: Syllable, word & sentence stress, contrastive stress, stressed &
syllable timed language, accent. KEYWORDS: Syllable, word & sentence stress, contrastive stress, stressed &
syllable timed language, accent. Bipin Bihari Dash College Of Engineering And Technology, Bhubaneswar
A Constituent College Of B.P.U.T, Odisha Electronic
Electronic International Interdisciplinary Research Journal (EIIRJ)
Bi-monthly Reviewed Journal Jan/Feb 2013
ISSN 2277-8721 Electronic
Electronic International Interdisciplinary Research Journal (EIIRJ)
Bi-monthly Reviewed Journal Jan/Feb 2013
ISSN 2277-8721 Electronic
Electronic International Interdisciplinary Research Journal (EIIRJ)
Bi-monthly Reviewed Journal Jan/Feb 2013
ISSN 2277-8721 ISSN 2277-8721 Electronic
Electronic International Interdisciplinary Research Journal (EIIRJ)
-monthly Reviewed Journal Jan/Feb 2013 AN ANALYSIS OF ‘STRESS’ IN ENGLISH LANGUAGE: ABSTRACT: In linguistics stress is the relative emphasis that may be given to certain
syllables in a word, or to certain words in a phrase or sentence. English is what is
known as a stressed language; stressed languages that are with differing levels of
emphasis for the different words and syllables in the sentence. Native speakers of
English use stress naturally. Word phrase or sentence is so natural for them that they
don‟t even know they use it. Non-native speakers, who speak English to native
speakers without using word stress, encounter two problems. They find it difficult to
understand native speakers, especially those speaking fast and the speakers of
English will get insight in learning the rules of stress. SYLLABLE According to Das et al, a syllable is a cluster of sounds which forms either a
complete word having a meaning (e.g. red), or a part of a word (e.g. the syllable „ab‟
which forms the first of the word „absent‟). Normally, each syllable contains only
one vowel (a, e, I, o, or u) or vowel sound. ISSN 2277-8721 language. It is also believed that other skills cannot be taught effectively until speech
is placed on the top priority. In this context, Saleem views: “the sensitivity of
speaking to form the nucleus of all linguistic activity”(1983, p.168.). Stress, also
known as accent is a phenon that has been termed a key to the pronunciation of an
English word. This is also a linguistic feature that creates rhythm in English
language. Gilani (1996, p.3) writes: “the study of stress/ accent as a paralinguistic
feature is so vital that no one can learn the pronunciation of an English word without
learning its accent”. Sethi and Dhamija (1989, p.132) points out: “the word accent is
an essential part of the word shape”. INTRODUCTION There are four skills of language, listening, speaking, reading, & writing
(LSRW). Listening & reading are receiving skills whereas reading & writing are
Productive skills. In the language learning process speaking comes after listening. It
is proved that effective language learning starts from speech training good speech in
English involves command over the system of sounds, stress, and intonation to the V o l - I I I s s u e s - I
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Bi-monthly Reviewed Journal Jan/Feb 2013 ISSN 2277-8721 ISSN 2277-8721 ISSN 2277-8721 STRESS In English some syllables are spoken with a greater degree of force than the
others are. Syllables that are pronounced more forcibly than the others are said to be
stressed. Syllables that are pronounced without much force are called unstressed. Roach (1993, p. 85-86) writes: all stressed syllables have one characteristic in
common, and that is called prominence; stressed syllables are recognized as stressed
because they are more prominent than unstressed syllables. How important is teaching to place stress on the right syllables in English, it would
be worth quoting to Clifford et. al. (1985, p.19) who says that stress: is the key to the
pronunciation of an English word and the location of the accent always be learned
with the word. Examples of primary stress: 'Accident, com'mittee, under „stand, 'calculate, enter'tain LEVELS OF STRESS There are two kinds of stress primary stress & secondary stress. According to
Bansal & Harrison “The syllable on which there is a pitch change is said to have the
primary or tonic accent. Any other prominent syllable is said to have secondary
accent. Primary accent is marked with a vertical bar above and in front of the
syllable to which it refers secondary accent with a bar below and in front of the
syllable. Examples of secondary stress: , Anthropology, organization, edu, cate, calcu, late, over, simplification SYLLABLE TIMED AND STRESS TIMED LANGUAGES: Language is the vital means of communication. Verities of people and
communities are living in the world having different languages with their different
written and spoken forms. So far as speaking is concerned these languages may be
broadly divided into two categories: Stress timed Syllable timed English language is called a stress timed language because the time taken to speak a
sentence depends on the number of stressed syllables and not on the total number of
syllables. Languages such as Hindi, odia, Bengali etc. on the other hand, are called
syllable timed languages, because the time taken to go from one syllable to the next,
whether stressed or unstressed, is always the same. The time taken to speak a
sentence depends on the total number of syllables and not on the number of stressed
syllables, as in English. V o l - I I I s s u e s - I
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STRESS Electronic
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Bi-monthly Reviewed Journal Jan/Feb 2013 ISSN 2277-8721 LEXICAL & PROSODIC STRESS: The stress placed on syllables within words is called word stress or lexical
stress. The stressed placed on words within sentences is called sentences or prosodic
stress. Languages in which the position of the stress can usually be predicted by a
simple rule are said to have fixed stress. For example, in Czech, Finnish, &
Hungarian the stress almost always in first syllable of a word. French words are
sometimes said to be stressed on the final syllable. Languages in which the position V o l - I I I s s u e s - I
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of stress in a word is less predictable are said to have variable stress. This applies to
English, Russian, Italian, & Spanish. Electronic
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ISSN ISSN 2277-8721 of stress in a word is less predictable are said to have variable stress. This applies to
English, Russian, Italian, & Spanish. of stress in a word is less predictable are said to have variable stress. This applies to
English, Russian, Italian, & Spanish. Category Category Concept of stress with structure and content words: English words can be divided into two categories: content words and
structure words. Content words are usually stressed, while structure words are
usually unstressed. In certain cases they may receive stress. Here is a list of the structure/ function words: E.g. who are you speaking 'to? when two structure words are contrasted E.g. I go 'to and 'from the station every day. STRESS VARIATION There are several pairs of words in English which have the same spelling but
belong different grammatical classes. Such words can be used either as nouns or
as verbs. However, there is a shift in stress in these words. When they are used as
nouns, the stress is on the first syllable and when used as verbs, they are stressed
on the second syllable. Examples;
Nouns verbs
'con-duct con-'duct
'ob-ject ob-'ject
'pre-sent pre-'sent
'pro-cess pro-'cess
'ex-port ex-' port Examples Examples determiners a, an, the, some, much, more
pronouns he, they, anybody, it, one
conjunctions and, as , but, then, that, when, or
prepositions at, on, in, since, for, to
auxiliaries is, am, are, have, has, had, do does did
modals shall, may, can would must
Particles no, not nor, as, down ,up a, an, the, some, much, more
he, they, anybody, it, one
and, as , but, then, that, when, or
at, on, in, since, for, to
is, am, are, have, has, had, do does did
shall, may, can would must
no, not nor, as, down ,up Structure words are pronounced in their strong forms in the following cases: Structure words are pronounced in their strong forms in the following cases: auxiliary verbs are generally stressed when placed before sentences to form
questions
e.g.; 'are you coming to the party? When they occur in final position of a sentence. E.g. could you please tell me where the hospital 'is? when they are emphasized when they are emphasized E.g. I am not sure he will recover. But he 'is recovering. pronouns are stressed when they contrast as in: E.g. my bike is superior to 'yours. V o l - I I I s s u e s - I
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reflexive pronouns are always stressed when they are used as subject
intensifier: Electronic
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intensifier: reflexive pronouns are always stressed when they are used as subject
intensifier: E.g. he did the work him „self. E.g. he did the work him „self. prepositions are stressed when:
They occur at the end of a sentence E.g. who are you speaking 'to? E.g. who are you speaking 'to? STRESS SHIFT It should not be assumed that words with the same stem will keep the
primary stress on the same syllable. Indeed, stress shift in derivatives is quite
normal, e.g., V o l - I I I s s u e s - I
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ISSN 2277-8721 ISSN 2277-8721 a' cademy, aca 'demic, a cade' mician
indi' vidual, individu' ality, individual' listic
'politics, po' litical, poli' tician
' photograph, pho 'tography, photo' graphic
'diplomat, 'di plomacy, diplo' matic
'certify, cer 'tificate certify' cation a' cademy, aca 'demic, a cade' mician CONTRASTIVE STRESS; Stress is not always pre-determined, but can be moved from its normal
position in a sentence. take, for example, the sentence „I did not take the test
yesterday‟. Normally, stresses would fall on the content words only, giving us the
pattern: I did not 'take the 'test 'yesterday‟. WHY IS WORD STRESS IMPORTANT? Word stress is not used in all languages. Some languages, Japanese or French
for example, pronounce each syllable with equal emphasis. other languages, English
for example, use word stress.english speakers use word stress to communicate
rapidly and accurately, even in difficult conditions. if for example, you do not hear a
word clearly, you can still understand the word because of the position of the stress. WHAT IS WORD STRESS? In English, we do not say each syllable with the same force or strength. In
one word, we accentuate ONE syllable. We say one syllable very loudly(big, strong)
and all other syllables very quietly. in compound verbs, the stress is on the second part E.g. over „flow Under „stand I did not 'take the 'test 'yesterday‟. But if the stresses are placed on other syllables, which do not normally take stress
special meanings can be created. For instance: 'I did not take the test yesterday. (Somebody else did.) I' did not 'take the test yesterday.( I did not take it) I did not' take the test yesterday.(I did something else with it) I did not take 'the test yesterday. (I took a different way) I did not take the 'test yesterday.( I took something else) I did not take the test 'yesterday.( I took it some other day)
COMPOUND WORDS: In compound words, that is, words consisting of combinations of two words,
the primary accent is generally on one element. Examples: Examples: primary accent on the first element
e.g. 'Anything V o l - I I I s s u e s - I
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ISSN 2277-8721 ANALYSIS OF STRESS RULES ON THE WORD Here are a few rules for accentual patterns in English words. (1) Words with weak prefixes are accented on the root, and not the prefix. E.g. a „broad, ad „vice, a „mount, at „tend, be'tween, com'pose, de'velop,
re'duce (1) Words with weak prefixes are accented on the root, and not the prefix. E.g. a „broad, ad „vice, a „mount, at „tend, be'tween, com'pose, de'velop,
re'duce (2) The inflectional suffixes –es, -ing, -ed, and the following derivational suffixes do
not affect the accent: -age, -dom, -en, -er, -ess, -ful, -less, -let, -ly, -ment, -ness, -or, -
some, -ward.e.g., (2) The inflectional suffixes –es, -ing, -ed, and the following derivational suffixes do
not affect the accent: -age, -dom, -en, -er, -ess, -ful, -less, -let, -ly, -ment, -ness, -or, -
some, -ward.e.g., match ' matches
begin be „ginning
want ' wanted
break ' breakage
free 'freedom
bright 'brighten
board ' boarder
god ' goddess
care ' careful
class ' classify
aim 'aimless
book „ booklet
bad ' badly
appoint ap'pointment
bitter ' bitterness
conquer
' conqueror match ' matches
begin be „ginning
want ' wanted
break ' breakage
free 'freedom
bright 'brighten
board ' boarder
god ' goddess
care ' careful
class ' classify
aim 'aimless
book „ booklet
bad ' badly
appoint ap'pointment
bitter ' bitterness
conquer
' conqueror V o l - I I I s s u e s - I
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fear „ fearsome
back „ backward Electronic
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fear
„ fearsome Electronic
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fear „ fearsome
back „ backward ISSN 2277-8721 (3) words ending in –ion have the primary accent on the last syllable but one. e.g. qualifi'cation, culti'vation, imagi'nation, exami'nation (3) words ending in –ion have the primary accent on the last syllable but one. e.g. qualifi'cation, culti'vation, imagi'nation, exami'nation (4) Words ending in –ic, -ical, -ically have the primary accent on the syllable
preceding the suffix, e.g., apolo'getic, e'lectrical, patri'otic, sympa'thetically. (4) Words ending in –ic, -ical, -ically have the primary accent on the syllable
preceding the suffix, e.g., apolo'getic, e'lectrical, patri'otic, sympa'thetically. (4) Words ending in –ic, -ical, -ically have the primary accent on the syllable
preceding the suffix, e.g., apolo'getic, e'lectrical, patri'otic, sympa'thetically. CONCLUSION: The important thing from the learners point of view is that putting stress on
the right syllables when one speak English is extremely vital. It is clear that there are
no strict rules for determining the stress in English. Here we have presented the
valuable and fundamental things about stress. In order to need the clarity about the
expression the use of stress is very essential. it is expected that my effort would help
the learners knowing and learning about the nature of stress in English language. This analysis would encourage and support the students to explore the subject in a
greater depth. ANALYSIS OF STRESS RULES ON THE WORD (4) Words ending in –ic, -ical, -ically have the primary accent on the syllable
preceding the suffix, e.g., apolo'getic, e'lectrical, patri'otic, sympa'thetically. (5) Words ending in –ity, are accented on the syllable preceding the suffix, that is, on
the third syllable from the end- the ante-penultimate syllable, (5) Words ending in –ity, are accented on the syllable preceding the suffix, that is, on
the third syllable from the end- the ante-penultimate syllable, e.g., e'quality, possi'bility, mo'rality, origi'nality e.g., e'quality, possi'bility, mo'rality, origi'nality (6) Words ending in –ial, -ially have the primary accent on the syllable preceding the
suffix, e.g., cere'monial, es'sential, confi'dentially, (6) Words ending in –ial, -ially have the primary accent on the syllable preceding the
suffix, e.g., cere'monial, es'sential, confi'dentially, (7) In words of more than two syllables ending in –ate, the primary stress is placed
two syllables before the suffix, that is, on the third syllable from the end, e.g.,'
fortunate, 'separate, „educate (7) In words of more than two syllables ending in –ate, the primary stress is placed
two syllables before the suffix, that is, on the third syllable from the end, e.g.,'
fortunate, 'separate, „educate (8) Words ending in-ian are stressed on the syllable preceding the suffix, e.g., li'brarian, mu'sician, poli'tician (9) Words ending in-ious are accented on the syllable preceding the suffix. (9) Words ending in-ious are accented on the syllable preceding the suffix. e.g., in‟dustrious, lu'xurious, vic'torious (10) The following suffixes take the primary accent on their first syllable. -aire
million'aire Electronic
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-escence effer'vescence
-esque gro'tesque
-ique phy'sique
-it is neu'ritis
CONCLUSION: Electronic
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-escence effer'vescence
-esque gro'tesque
-ique phy'sique
-it is neu'ritis
CONCLUSION: Electronic
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Electronic International Interdisciplinary Research Journal (EIIRJ)
-monthly Reviewed Journal Jan/Feb 2013 ISSN 2277-8721 REFERENCES Bansal, R.K. & Harrison, J.B. (2002).Spoken English a manual of speech and
phonetics. New Delhi: Orient Longman Bansal, R.K. & Harrison, J.B. (2002).Spoken English a manual of speech and
phonetics. New Delhi: Orient Longman Bansal, R.K. & Harrison, J.B. (2002).Spoken English a manual of speech and
phonetics. New Delhi: Orient Longman Das, et.al.An Introduction to Professional English and Soft skills (2009).New Delhi:
CUP. Das, et.al.An Introduction to Professional English and Soft skills (2009).New Delhi:
CUP. Gilani, Syed (1996). Study of stress: A paralinguistic Feature of English Speech. Gilani, Syed (1996). Study of stress: A paralinguistic Feature of English Speech. O‟ CONNER, J. D. (2006). Better English Pronunciation, CUP. O‟ CONNER, J. D. (2006). Better English Pronunciation, CUP. Roach, Peter (1993). English Phonetics and Phonology.CUP. Saleemi Anjum.P & Samina Amin (1988). The application of the principles of
intonation, Islamabad: AIOU Press. V o l - I I I s s u e s - I
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Grain quality of upland rice cultivars in response to cropping systems in the Brazilian tropical savanna
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Scientia Agrícola
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468 468 Carlos Alexandre Costa Crusciol1*; Orivaldo Arf2; Rogério Peres Soratto1; Gustavo Pavan
Mateus3 1UNESP/FCA - Depto. de Produção Vegetal, Fazenda Experimental Lageado, C.P. 237 - 18603-970 - Botucatu,
SP - Brasil. 2UNESP/FE - Depto. de Fitotecnia, Tecnologia de Alimentos e Sócio-Economia, C.P. 31 - 15385-000 - Ilha
Solteira, SP - Brasil. 3APTA - Pólo Regional de Desenvolvimento Tecnológico dos Agronegócios do Extremo Oeste, C.P. 67 -
16900-000 - Andradina, SP - Brasil. *Corresponding author <crusciol@fca.unesp.br> 1UNESP/FCA - Depto. de Produção Vegetal, Fazenda Experimental Lageado, C.P. 237 - 18603-970 - Botucatu
SP - Brasil. 2 2UNESP/FE - Depto. de Fitotecnia, Tecnologia de Alimentos e Sócio-Economia, C.P. 31 - 15385-000 - Ilh
Solteira, SP - Brasil. 3 Solteira, SP - Brasil. 3APTA - Pólo Regional de Desenvolvimento Tecnológico dos Agronegócios do Extremo Oeste, C.P. 67 -
16900-000 - Andradina, SP - Brasil. *C
di
th
<
i l@f
b > 3APTA - Pólo Regional de Desenvolvimento Tecnológico dos Agronegócios do Extremo Oeste, C.P. 67 -
16900-000 - Andradina, SP - Brasil. ABSTRACT: The industrial quality of grain is an important parameter to determine the commercial
value of rice and can be influenced by water availability and type of cultivar. The present study aimed
to evaluate the milling yield as well as the protein and nutrient contents of polished grains originated
from two upland rice cultivars grown under rainfed and sprinkler-irrigated conditions. A randomized
block design was used in a split-plot arrangement with eight replicates. Plots consisted of two cropping
systems (rainfed and sprinkler-irrigated) with subplots consisting of two cultivars recommended for
upland ecosystems (IAC 201 and Carajás). The sprinkler irrigation system increased upland rice
milling (8.0%) and head rice yield (23.7%), for years with hot and dry weather spells occurring during
the reproductive and maturation stages. Under conditions of lower water availability, the Carajás
cultivar showed a milled yield value 5.1% higher than that of cultivar IAC 201. Lower water availability
provided increases in protein, N, P, Ca, Mg, Fe, and Zn contents but reductions in S and Cu in the
polished grains. Cultivars IAC 201 and Carajás had similar nutrient contents in the polished grains. Key words: Oryza sativa, sprinkler irrigation, milling yield, head rice yield QUALIDADE DE GRÃOS DE CULTIVARES DE ARROZ DE TERRAS
ALTAS EM FUNÇÃO DO SISTEMA DE CULTIVO NA REGIÃO DO
CERRADO BRASILEIRO RESUMO: A qualidade industrial do grão beneficiado é parâmetro importante para determinar o valor
de comercialização do arroz e pode estar relacionada com a disponibilidade hídrica e o cultivar utilizado. O trabalho teve como objetivo avaliar o rendimento de engenho e teores de nutrientes e proteínas nos
grãos brunidos provenientes de dois cultivares de arroz de terras altas conduzidos sob condições de
sequeiro e irrigados por aspersão. O delineamento experimental utilizado foi o de blocos ao acaso, em
esquema de parcela subdividida, com oito repetições. As parcelas foram constituídas por dois sistemas
de cultivo (sequeiro e irrigado por aspersão) e as subparcelas por dois cultivares indicados para o
ecossistema de terras altas (IAC 201 e Carajás). A irrigação por aspersão aumentou o rendimento de
engenho (8,0%) e de grãos inteiros (23,7%) do arroz de terras altas, em anos com ocorrência de
veranicos nas fases reprodutiva e de maturação. Sob condições de baixa disponibilidade hídrica o
cultivar Carajás apresenta rendimento de benefício 5,1% maior do que o cultivar IAC 201. A baixa
disponibilidade hídrica promove acréscimo nos teores de proteína, N, P, Ca, Mg, Fe e Zn nos grãos
brunidos, porém reduz os teores de S e Cu. Os teores de nutrientes nos grãos brunidos dos cultivares
IAC 201 e Carajás são similares. RESUMO: A qualidade industrial do grão beneficiado é parâmetro importante para determinar o valor
de comercialização do arroz e pode estar relacionada com a disponibilidade hídrica e o cultivar utilizado. Palavras-chave: Oryza sativa, irrigação por aspersão, rendimento de benefício, rendimento de grãos
inteiros INTRODUCTION der the dryland system in general presents lower grain
quality when compared to grains originating from low-
land systems. A major reason for this, aside from In addition to low yield, upland rice grown un- Sci. Agric. (Piracicaba, Braz.), v.65, n.5, p.468-473, September/October 2008 Grain quality of upland rice cultivars 469 cording to the methodology proposed by Raij &
Quaggio (1983). The mean annual rain precipitation is
1,370 mm, the mean annual temperature is 23.5ºC and
the relative air humidity ranges from 70 to 80%. causes due to genetic variability, is the frequent peri-
ods of water deficiency the plant is exposed to during
the cycle, in highly productive regions (Crusciol et al.,
1999b). The presence of broken grains in a rice lot is
an undesirable characteristic, since it decreases qual-
ity and economic value, and also leads to a reduction
of the milling yield since small grains may be thrown
away along with the hulls (Crusciol et al., 1999a). Grain
breakage, verified during the milling process, is caused
by cracks or weaker regions in the grains, and occurs
especially during the hulling process and when the
grains are polished (Crusciol et al., 1999b). Variety
traits, inadequate crop management as well as weather
conditions (temperature, humidity, and precipitation)
may influence milling yield and broken-grain ratio, de-
creasing the product’s physical quality (Chen & Kunze,
1983; Srinivas & Bhashyam, 1985). A randomized complete block design, in a
split-plot scheme and eight replications was used. Plots
consisted of two cultivation systems (rainfed and
sprinkler-irrigated) with subplots consisting of two
cultivars recommended for upland ecosystems (IAC
201 and Carajás). The distance between plots was 8
m. Each subplot consisted of six rows of plants, six
meter length, spaced 0.40 m between rows. Only the
four central rows were usable areas, whereas 0.50 m
of the edge of each row of plants and the two outer
rows were considered border. IAC 201 cultivar in the state of Mato Grosso
do Sul presents the following primary characteristics:
medium size, precocious cycle, long and slender grain
type, translucent and high-yield whole grains in mill-
ing with an insignificant chalk and outstanding culi-
nary qualities. Carajás cultivar shows size and cycle
similar to IAC 201 cultivar, although it shows better
plant architecture, higher finishing and water defi-
ciency tolerance and long grain type (Bazoni et al.,
1995). INTRODUCTION Besides representing a means of minimizing
crop loss risk and improving productivity in upland
ecosystems, sprinkler irrigation may also allow higher
quality grains to be obtained, since the grain filling pro-
cess is continuous, leading to higher head rice and
threshed-grain yields, consequently reducing broken-
grain yield (Oliveira, 1994), especially in years with the
occurrence of hot and dry weather spells (Rodrigues,
1998; Arf et al., 2002). In addition, rice nutritional
quality is also strongly influenced by the environment. During the experiment, the minimum and maxi-
mum air temperatures were daily determined at the
weather station, 500 m distant from the experimental
location. The rainfall was determined with a Ville de
Paris raingange installed at the center of the experi-
mental area. Weather elements are shown in Figure 1. In order to establish treatments under sprinkler irriga-
tion, the available water capacity (AWC), in mm was
determined by the following equation: AWC=[(FC-
WPP)/100].d.h, where FC is the field capacity (%);
WPP is the wilt permanent point (%); d is the soil den-
sity (1,250 kg m
-3); h is the rooting effective depth
(0.20 m). In this way, the employed AWC of the soil
was established as 14.80 mm. In the context of sprinkler-irrigated crop sys-
tems, information is still scarce regarding upland-rice
grain-nutrient content and industrial quality. Therefore,
the present work aimed to evaluate milling yield and
protein and nutrient contents in polished grains of cul-
tivars IAC 201 and Carajás under rainfed and sprin-
kler-irrigated conditions. MATERIAL AND METHODS This work was performed under field and labo-
ratory conditions, where grains from experiments car-
ried out in field conditions were used, in the cropping
seasons of 1994/95 and 1995/96 in Selvíria State of
Mato Grosso do Sul, Brazil (51º22’ W, 20º22’ S, at
altitude 335 m). The chemical characteristics of the
clayey-textured Typic Haplustox at the experiment site
(Table 1) were established before the experiment, ac- In sprinkler-irrigated treatments, the water sup-
ply was conveyed by a fixed conventional sprinkler
system, with outflow of 3.3 mm hour-1. The irriga-
tions were performed every time the crop maximum
evapotranspiration (ETm) reached 8.25 mm, in other
words, 45% of the AWC. The ETm was estimated
from the equation: ETm = Kc.ETo; where ETm = Sci. Agric. (Piracicaba, Braz.), v.65, n.5, p.468-473, September/October 2008
Table 1 - Soil chemical characteristics for depth from 0 to 0.20 m. Selvíria, Mato Grosso do Sul state, Brazil. 1Determined in a 0.01 mol-1 Cacl2 solution. 2 Extracted by resin. r
a
e
Y
. M
. O
H
p
1
P2
K
a
C
g
M
l
A
+
H
C
E
C
V
g
k
g
1
-
m
d
g
m
3
-
l
o
m
m
------------------------
c
m
d
3
-
------------------------
%
5
9
/
4
9
9
1
6
2
4
. 5
4
2
3
. 1
4
2
5
1
9
2
3
. 9
6
8
5
6
9
/
5
9
9
1
3
2
1
. 5
6
2
9
. 1
8
2
8
8
2
9
. 5
6
8
5 Table 1 - Soil chemical characteristics for depth from 0 to 0.20 m. Selvíria, Mato Grosso do Sul stat hemical characteristics for depth from 0 to 0.20 m. Selvíria, Mato Grosso do Sul state, Brazil. ci. Agric. (Piracicaba, Braz.), v.65, n.5, p.468-473, September/October 2008 Sci. Agric. (Piracicaba, Braz.), v.65, n.5, p.468-473, September/October 2008 Crusciol et al. 470 crop’s maximum evapotranspiration (mm day
-1), ETo
= reference evapotranspiration (mm day-1) and Kc =
crop coefficient. flowering; 1.3 for the period 11 to three days before
flowering; 1.0 for the period from three days to five
days after flowering; and 0.7 for the period between
five and 12 days after flowering. The amount and dis-
tribution of the water received by the rice crop are
shown in Table 2. MATERIAL AND METHODS 1995/96 When approximately 90% of panicles had
grains of typical mature coloration, manual harvest was
carried out. Panicles were left to dry in the sun for
one or two days and later submitted to mechanical
threshing in a research plot thresher. Figure 1 - Rain ( ), sprinkler-irrigation ( ), maximum (
)
and minimum temperatures (
) obtained for the
experimental area during the period from November
to March in the 1994/95 and 1995/96 cropping seasons
at Selvíria, Mato Grosso do Sul state, Brazil. Rainf.:
treatment without irrigation, receiving only natural
precipitation; Irrig.: sprinkler-irrigated system; S:
sowing; E: emergence; PI: panicle initiation; F:
flowering and M: maturation. From each subplot, one sample of 100 g of
hulled rice grains was collected, and a (SUZUKI) proof
mill model MT was used for 1 minute; then the pol-
ished grains were weighed and the found values were
considered the milling yield percentage. Later, the pol-
ished grains were placed in a “trieur” 2 and the grains
separated for 30 seconds. The grains that remained in Sci. Agric. (Piracicaba, Braz.), v.65, n.5, p.468-473, September/October 2008
m
ets
y
s
g
ni
p
p
o
r
C
s
e
g
ats
p
o
r
C
lat
o
T
e
vitate
g
e
V
e
vitc
u
d
o
r
p
e
R
n
oita
r
u
ta
M
5
9
/
4
9
9
1
d
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nia
R
)
7
4
(
7
. 3
3
3
)
1
(
)
0
3
(
9
. 3
4
3
)
0
2
(
4
. 5
3
1
)
7
9
(
0
. 3
1
8
d
eta
girri-r
el
k
nir
p
S
)
9
3
(
3
. 3
9
2
)
0
3
(
6
. 2
2
3
)
4
2
(
6
. 3
3
2
)
3
9
(
5
. 9
4
8
6
9
/
5
9
9
1
d
ef
nia
R
)
6
4
(
2
. 5
4
2
)
0
3
(
4
. 8
2
2
)
2
2
(
2
. 4
2
1
)
8
9
(
8
. 8
9
5
d
eta
girri-r
el
k
nir
p
S
)
0
4
(
4
. 1
5
2
)
0
3
(
3
. 7
7
2
)
2
2
(
1
. MATERIAL AND METHODS The water evaporation (mm) was daily ob-
tained from a Class A pan. The Class A pan coeffi-
cient (Kp) was the one proposed by Doorenbos &
Pruitt (1976), calculated according to the surround-
ing area, wind speed and relative humidity. Different
Kc values were employed in the different crop devel-
opment periods, according to Reichardt (1987): 0.4 for
the period between the emergence and 30 days before
flowering; 0.7 for the period from 30 to 19 days be-
fore flowering; 1.0 between 19 and 11 days before Soil was tilled and two leveling disks employed,
the first one soon after the soil tilling and the second
shortly before the sowing. The mineral fertilization,
during the two cropping seasons, was made by ap-
plying into the sowing furrow using 12 kg ha
-1 of N,
90 kg ha
-1 of P2O5, 30 kg ha
-1 of K2O (formula NPK
04-30-10) and 40 kg ha
-1 of FTE BR-12 as source of
nutrients (2.17% B, 9.2% Zn, 0.8% Cu, 3.82% Fe,
3.47% Mn and 0.132% Mo). Sowings were completed
on 24 November 1994 and 13 November 1995, at the
density of 100 viable seeds per square meter. Also 1.5
kg ha
-1 of carbofuran 5G (a.i.) was added into the sow-
ing furrow to control termites (Synterms molestus,
Procorniterms striatus and Cornitermes lespesii) and
elasmo caterpillars (Elasmopalpus lignosellus). The
emergence of plants occurred on 02 December 1994
and 21 November 1995, respectively. Weed control
was accomplished with oxadiazon (1 kg ha
-1 a.i.) her-
bicide in the pre-emergence, one day after the sowing
and 2.4D (670 g ha-1 a.i.) in the post-emergence. Ni-
trogen sidedressing was performed at tillering, with 30
kg ha
-1 of N urea source. Figure 1 - Rain ( ), sprinkler-irrigation ( ), maximum (
)
and minimum temperatures (
) obtained for the
experimental area during the period from November
to March in the 1994/95 and 1995/96 cropping seasons
at Selvíria, Mato Grosso do Sul state, Brazil. Rainf.:
treatment without irrigation, receiving only natural
precipitation; Irrig.: sprinkler-irrigated system; S:
sowing; E: emergence; PI: panicle initiation; F:
flowering and M: maturation. Rain / Sprinkler-irrigation (mm day )
-1
Temperature (°C)
0
30
60
90
0
15
30
45
Rainf. S
E
PI
F
M
Irrig. 1994/95
0
30
60
90
November
December
January
February
March
0
15
30
45
Rainf. S E
PI
F
M
Irrig. MATERIAL AND METHODS 9
5
1
)
2
9
(
8
. 7
8
6
Table 2 - Amount and distribution of water received by upland rice crops (mm) and crop stage duration (days) under rainfed
and sprinkler-irrigated systems. Selvíria, Mato Grosso do Sul state, Brazil. (1)Values in parentheses are crop stage duration in days. Table 2 - Amount and distribution of water received by upland rice crops (mm) and crop stage duration (days) under rainfed
and sprinkler-irrigated systems. Selvíria, Mato Grosso do Sul state, Brazil. Table 2 - Amount and distribution of water received by upland rice crops (mm) and crop stage duration (days) under rainfed
and sprinkler-irrigated systems. Selvíria, Mato Grosso do Sul state, Brazil. Sci. Agric. (Piracicaba, Braz.), v.65, n.5, p.468-473, September/October 2008 Sci. Agric. (Piracicaba, Braz.), v.65, n.5, p.468-473, September/October 2008 Grain quality of upland rice cultivars 471 the “trieur” were weighed to determine percentages of
head rice yield and broken grains. moted root growth, allowing better plant nutrition and
grain filling, increasing milling yield, and allowing a con-
tinuous supply of water during periods when no pre-
cipitation was available (dry and hot weather spells, lo-
cally known as “veranicos”). Increased milling yields
for all studied cultivars under sprinkler irrigation were
also observed by Rodrigues (1998) and Arf et al. (2002). In 1995/96, the polished grains were dried in
an oven at 105ºC, after which grains milling were
ground (to pass a 40-mesh stainless steel screen) and
subjected to nutrient content determinations. Nitrogen
was analyzed by acid sulfuric digestion and later quan-
tification by semi-micro-Kjeldahl method (Bataglia et
al., 1983). Analyses of P, K, Ca, Mg, S, Fe, Zn, Cu,
and Mn contents were performed following to nitric-
perchloric acid digestion (Bataglia et al., 1983). Pol-
ished-grain protein content was calculated by multi-
plying the nitrogen content by the factor 5.95. y
g
(
)
(
)
Head rice yield indicates the weight of whole
grains obtained after industrial processing. This is one
of the most important parameters in rice commercial
value determination (Arf et al., 2002). There was a
cropping system effect on this characteristic only in
the first year of the experiment (p ≤ 0.05) (Table 3). Sprinkler irrigation provided higher head rice yields in
both cultivars. Therefore, adequate soil water availabil-
ity enhances water and nutrient absorption as well as
photosynthate translocation into the grains, allowing
continuous grain filling and adequate development. RESULTS AND DISCUSSION During the first cropping season, milled grain
yield was influenced by cropping system and cultivar
as well as by the interaction between these factors
(p ≤ 0.05) (Table 3). Based on partitioned interaction
observations (Table 4), it was verified that under
rainfed conditions the Carajás cultivar showed a milled
yield value 5.1% higher than that of cultivar IAC 201,
corroborating Oliveira (1994) and Crusciol (1998),
who verified a contrasting performance of those cul-
tivars in terms of response to sprinkler irrigation. The
lower tolerance to water deficit shown by the IAC 201
cultivar can be explained by the fact that this cultivar
originated from a cross between cultivar IAC 165 (rec-
ommended for upland crops) and cultivar Labelle (rec-
ommended for deepwater rice crops) (Arf et al.,
2002). Sprinkler irrigation provided higher milling yields
in both cultivars, both during the 1994/95 cropping
season and the following year, indicating that water
supplied through sprinkler irrigation may have pro- Table 3 - Total milled rice yield, head rice yield and broken grains obtained from upland rice cultivars grown under rainfed
and sprinkler-irrigated systems. Selvíria, Mato Grosso do Sul state, Brazil. Table 3 - Total milled rice yield, head rice yield and broken grains obtained from upland rice cultiv
and sprinkler-irrigated systems. Selvíria, Mato Grosso do Sul state, Brazil. S i A
i
(Pi
i
b
B
)
65
5
468 473 S
t
b
/O t b
2008
stn
e
m
ta
e
r
T
e
cir
d
elli
m
lat
o
T
e
cir
d
a
e
H
s
nia
r
g
n
e
k
o
r
B
5
9
/
4
9
9
1
6
9
/
5
9
9
1
5
9
/
4
9
9
1
6
9
/
5
9
9
1
5
9
/
4
9
9
1
6
9
/
5
9
9
1
-------------------------------------------------
%
-------------------------------------------------
m
ets
y
s
g
ni
p
p
o
r
C
d
ef
nia
R
b
9
. 3
6
)
1
(
b
9
. 7
6
b
8
. 8
3
1
. 5
4
1
. 5
2
8
. 2
2
d
eta
girri-r
el
k
nir
p
S
a
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. 9
6
a
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. 9
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. 2
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(
V
C
8
. MATERIAL AND METHODS Al-
though water availability during the cycle was higher
in the first year (Table 2), the occurrence of dry and
hot weather spells, especially during the stage just be-
fore flowering and during the maturation stage (Fig-
ure 1), may have affected perfect grain development
in the rainfed system, since the irrigation effect on
grain development occurs, in some cases, well before
that stage, promoting increased root growth and im-
proved nutritional status, affecting grain filling dynam-
ics. Rice chalkiness ratio and percentage of unfilled
grains significantly increase when water deficits oc-
cur during the panicle emission and grain filling stages
(Stermer, 1968). Well-developed grains show higher
head rice yield, due to higher resistance to shocks and
vibrations caused by harvest and industrial process-
ing (Arf et al., 2002). The cultivars showed similar
head rice yield values, though these may vary due to
genetic characteristics (Chen & Kunze, 1983; Srinivas
& Bhashyam, 1985). Data were submitted to analysis of variance
and the means compared by LSD (p ≤ 0.05) test. Means followed by different letters in the columns, for each factor, are different by the LSD test (p ≤ 0.05). ci. Agric. (Piracicaba, Braz.), v.65, n.5, p.468-473, September/October 2008 Sci. Agric. (Piracicaba, Braz.), v.65, n.5, p.468-473, September/October 2008 RESULTS AND DISCUSSION 4
9
. 0
1
. 2
2
3
. 1
1
0
. 2
3
4
. 1
2
r
a
vitlu
C
1
0
2
C
A
I
6
. 5
6
4
. 8
6
8
. 4
4
4
. 5
4
b
9
. 0
2
0
. 3
2
s
ája
r
a
C
3
. 7
6
5
. 8
6
0
. 2
4
4
. 6
4
a
4
. 5
2
9
. 1
2
)
%
(
V
C
6
. 1
7
. 1
1
. 0
1
5
. 7
0
. 4
1
0
. 5
1
and sprinkler-irrigated systems. Selvíria, Mato Grosso do Sul state, Brazil. (1)Means followed by different letters in the columns, for each factor, are different by the LSD test (p ≤ 0.05). Sci. Agric. (Piracicaba, Braz.), v.65, n.5, p.468-473, September/October 2008 Sci. Agric. (Piracicaba, Braz.), v.65, n.5, p.468-473, September/October 2008 472 Crusciol et al. better conditions for nutrient absorption, especially
during the grain filling stage. Similar results were
verified by Crusciol et al. (2003a; b). Broken-grain yield was not influenced by crop-
ping system in either experimental year (p ≤ 0.05)
(Table 3). In the 1994/95 cropping season, cultivar
IAC 201 presented lower broken-grain yield, a char-
acteristic not influenced by cultivar in the second crop-
ping year. Posphurus content in polished grains was
affected by cropping system and by the interaction
between cropping system and cultivar (Table 5
and 6). The rainfed treatments provided
grains with higher P levels for both cultivars
(Table 6). However, under rainfed conditions, culti-
var IAC 201 showed increased P in grains,
similarly to the Carajás cultivar in sprinkler-irrigated
treatments. The variation in rice nutritional quality is
mainly due to genetic characteristics of the cultivars
and key environmental factors (soil and weather), and
consequently is also influenced by irrigation
(water availability) (Barbosa Filho & Fonseca,
1994; Nanda & Coffman, 1979). However, the
rainfed treatments provided grains with increased pro-
tein, N, Ca, Mg, Fe, and Zn (Table 5), which may
be explained by a dilution effect, since productivity
was higher for sprinkler-irrigated (3,727 kg ha
-1) that
in rainfed systems (2,516 kg ha
-1). Crusciol et al. (2003a; b) also verified smaller contents of those nu-
trients and protein in the polished grains of rice in
sprinkler-irrigated system. RESULTS AND DISCUSSION Protein contents observed
in this work are smaller than reported by Angladette
(1969), however, larger than verified by Castro et al. (1999). Nutrient and protein contents in polished
grains were similar for both cultivars, having differ-
ence only for Mn content (Table 5). The protein con-
tent average in polished grains of studied cultivars
was of 80.0 g kg
-1. Frei & Becker (2004), observed
protein content in grains of upland rice cultivars
ranging between 70 and 137 g kg-1 on a dry matter
basis, with an average of 95 g kg
-1, which is
higher than the average of the high yielding varieties
(89 g kg-1). The higher Fe contents in grains are probably
related to the soil type, which contains higher content
of this element. Evaluating the polished grains of 286
genotypes of rice, Yang et al. (1998) verified great
variation in the micronutrients contents, with the me-
dium contents varying of 4.0 to 29.5 mg kg-1 of Fe,
8.2 to 95.0 mg kg
-1 of Zn, 2.5 to 143.5 mg kg
-1 of Cu,
and 9.0 to 30.5 mg kg
-1 of Mn. Sulphur and copper levels were higher for
grains obtained from sprinkler-irrigated systems,
probably due to the fact that such treatment provides Table 4 - Cropping system versus cultivar interaction,
partitioned from the analysis of variance for total
milled rice (%). 1994/95 cropping season. Table 4 - Cropping system versus cultivar interaction,
partitioned from the analysis of variance for total
milled rice (%). 1994/95 cropping season. Although the cropping systems affected the
levels of some nutrients, they did not disagree with re-
gard to the nutrient content sequence found in the pol-
ished portion. On average between cropping systems,
upland rice polished grains produced the following rela-
tive nutrient levels, in increasing order:
N>Ca>P>S≥K>Mg>Zn>Fe>Mn>Cu, for both culti-
vars. m
ets
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g
ni
p
p
o
r
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r
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1
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2
C
A
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B
b
3
. 2
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A
b
5
. 5
6
d
eta
girri-r
el
k
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p
S
A
a
0
. 9
6
A
a
0
. 9
6
(1)Means followed by the same lower case letter in the columns,
and upper case letters in the rows are different by the LSD test
(p ≤ 0.05). Sci. Agric. RESULTS AND DISCUSSION (Piracicaba, Braz.), v.65, n.5, p.468-473, September/October 2008
stn
e
m
ta
e
r
T
niet
o
r
P
N
P
K
a
C
g
M
S
e
F
n
Z
u
C
n
M
g
k
g
----------------------------
1
-
----------------------------
g
k
g
m
---------------
1
-
---------------
m
ets
y
s
g
ni
p
p
o
r
C
d
ef
nia
R
a
5
. 4
8
)
1
(
a
2
. 4
1
a
8
2
. 1
8
4
. 0
a
8
. 4
a
8
4
. 0
b
9
3
. 0
a
6
. 1
5
a
5
. 4
0
1
b
6
. 1
8
. 6
d
eta
girri-r
el
k
nir
p
S
b
0
. 5
7
b
6
. 2
1
b
8
8
. 0
5
5
. 0
b
5
. 3
b
9
1
. 0
a
9
6
. 0
b
3
. 1
1
b
4
. 0
6
a
4
. 2
6
. 6
)
%
(
V
C
7
. 5
7
. 5
6
. 3
1
9
. 0
7
6
. 4
3
0
. 3
3
6
. 0
3
3
. 7
7
8
. 0
3
1
. 0
4
1
. 3
3
r
a
vitlu
C
1
0
2
C
A
I
1
. 2
8
8
. 3
1
8
1
. 1
1
5
. 0
8
. 3
4
3
. 0
9
5
. 0
8
. 9
2
5
. 5
8
1
. 2
a
5
. 7
s
ája
r
a
C
9
. 7
7
1
. 3
1
7
9
. 0
2
5
. 0
5
. 4
3
3
. 0
9
4
. 0
1
. 3
3
4
. 9
7
0
. 2
b
9
. 5
)
%
(
V
C
1
. 1
1
2
. 1
1
3
. 5
1
6
. 6
4
3
. 7
3
8
. 0
6
7
. 8
2
8
. 6
8
9
. 3
2
4
. 6
1
7
. 8
2
Table 5 - Nutrients and protein content in polished grains obtained from upland rice grown under rainfed and sprinkler-
irrigated systems. Selvíria, Mato Grosso do Sul state, Brazil. ci. Agric. (Piracicaba, Braz.), v.65, n.5, p.468-473, September/October 2008 RESULTS AND DISCUSSION (1)Means followed by different letters in the columns, for each factor, are different by the LSD test (p ≤ 0.05). tein content in polished grains obtained from upland rice grown under rainfed and sprinkler-
Selvíria, Mato Grosso do Sul state, Brazil. Sci. Agric. (Piracicaba, Braz.), v.65, n.5, p.468-473, September/October 2008 Sci. Agric. (Piracicaba, Braz.), v.65, n.5, p.468-473, September/October 2008 473 Grain quality of upland rice cultivars Table 6 - Cropping system versus cultivar interaction,
partitioned from the analysis of variance for P
content (g kg-1) in polished grains. 1995/96
cropping season. Table 6 - Cropping system versus cultivar interaction,
partitioned from the analysis of variance for P
content (g kg-1) in polished grains. 1995/96
cropping season. CHEN, Y.L.; KUNZE, O.R. Effect of environmental changes of
rice yield and particle size of broken kernels. Cereal
Chemistry, v.60, p.238-241, 1983. CHEN, Y.L.; KUNZE, O.R. Effect of environmental changes of
rice yield and particle size of broken kernels. Cereal y,
, p
,
CRUSCIOL, C.A.C. Efeito de lâminas de água e da adubação mineral
em dois cultivares de arroz-de-sequeiro sob irrigação por aspersão. Botucatu: UNESP/FCA 1998 129p Tese (Doutorado) ucatu: UNESP/FCA, 1998. 129p. Tese (Doutorado). m
ets
y
s
g
ni
p
p
o
r
C
r
a
vitlu
C
1
0
2
C
A
I
s
ája
r
a
C
d
ef
nia
R
A
a
8
4
. 1
)
1
(
B
a
7
0
. 1
d
eta
girri-r
el
k
nir
p
S
A
b
8
8
. 0
A
b
8
8
. 0
(1)Means followed by the same lower case letter in the columns,
and upper case letters in the rows are different by the LSD test
(p ≤ 0.05). CRUSCIOL, C.A.C.; ARF, O.; SORATTO, R.P.; MACHADO, J.R. Qualidade industrial e teores de nutrientes dos grãos do arroz de
terras altas sob diferentes lâminas de água e níveis de adubação
mineral. Acta Scientiarum. Agronomy, v.25, p.409-415,
2003a. CRUSCIOL, C.A.C.; ARF, O.; SORATTO, R.P.; MACHADO, J.R. Rendimento de benefício e teores de nutrientes em grãos de
arroz de terras altas em função de lâminas de água e adubação
mineral. Científica, v.31, p.179-188-2003b. CRUSCIOL, C.A.C.; MACHADO, J.R.; ARF, O.; RODRIGUES,
R.A.F. Rendimento de benefício e de grãos inteiros em função
do espaçamento e da densidade de semeadura do arroz de sequeiro. Scientia Agricola, v.56, p.47-52, 1999a. ACKNOWLEDGEMENTS UNESP/FE, 1994. 41p. Monografia (Graduação). To CNPq for fellowships to the first and sec-
ond authors. RAIJ, B. van; QUAGGIO, J.A. Métodos de análise de solo para
fins de fertilidade. Campinas: Instituto Agronômico, 1983. 31p. (Boletim Técnico, 81). CONCLUSIONS CRUSCIOL, C.A.C.; MACHADO, J.R.; ARF, O.; RODRIGUES,
R.A.F. Rendimento industrial de grãos de arroz irrigado por
aspersão em razão do espaçamento entre fileiras e da densidade
de semeadura. Científica, v.27, p.165-176, 1999b. For upland rice, sprinkler irrigation increased
both milling and head rice yield, especially in years with
the occurrence of moisture stress periods during the
reproductive and maturation stages. Under lower wa-
ter availability conditions, the Carajás cultivar presented
higher milling yield as compared to cultivar IAC 201. Lower water availability promoted increased protein,
N, P, Ca, Mg, Fe, and Zn levels and reduced S and
Cu levels in polished grains. Cultivars IAC 201 and
Carajás showed similar nutrient contents in the polished
grains. p
DOORENBOS, J.; PRUITT, W.O. Las necessidades de agua de
los cultivos. Roma: FAO, 1976. 194p. (Estudos FAO: Riego e
Drenaje, 24). FREI, M.; BECKER, K. Agro-biodiversity in subsistence-oriented
farming systems in a Philippine upland region: nutritional
considerations. Biodiversity and Conservation, v.13,
p.1591-1610, 2004. NANDA, J.S.; COFFMAN, W.R. IRRI’s efforts to improve the
protein content of rice. In: WORKSHOP ON CHEMICAL
ASPECTS OF RICE GRAIN QUALITY, 1979, Los Banõs, 1979. Proceedings. Los Banõs: IRRI, 1979. p.33-47. OLIVEIRA, G.S. Efeito de densidades de semeadura no
desenvolvimento de cultivares de arroz (Oryza sativa L.) em
condições de sequeiro e irrigado por aspersão. Ilha Solteira:
UNESP/FE 1994 41p Monografia (Graduação) REFERENCES REICHARDT, K. Relações solo-água-planta para algumas culturas. In: REICHARDT, K. A água em sistemas agrícolas. São
Paulo: Manole, 1987. p.157-71. ANGLADETTE, A. El arroz. Barcelona: Editorial Blume, 1969. 867p. Á RODRIGUES, R.A.F. Efeitos do manejo de água nas características
fenológicas e produtivas do arroz (Oryza sativa L.) cultivado
em condições de sequeiro sob irrigação por aspersão. Botucatu:
UNESP/FCA 1998 75p Tese (Doutorado) ARF, O.; RODRIGUES, R.A.F.; SÁ, M.E.; CRUSCIOL, C.A.C.;
PEREIRA, J.C.R. Preparo do solo, irrigação por aspersão e
rendimento de engenho do arroz de terras altas, Scientia
Agricola, v.59, p.321-326, 2002. UNESP/FCA, 1998. 75p. Tese (Doutorado). SRINIVAS, T.; BHASHYAM, M.K. Effect of variety environment
of milling quality of rice. In: INTERNATIONAL RICE
RESEARCH INSTITUTE. Rice grain quality and marketing. Manila: IRRI, 1985. p.49-59. BARBOSA FILHO, M.P.; FONSECA, J.R. Importância da adubação
na qualidade do arroz. In: SÁ, M.E.; BUZETTI, S. (Ed.)
Importância da adubação na qualidade dos produtos
agrícolas. São Paulo: Ícone, 1994. p.217-231. STERMER, R.A. Environmental conditions and stress cracks in
milled rice. Cereal Chemistry, v.45, p.365-373, 1968. BATAGLIA, O.C.; FURLANI, A.M.C.; TEIXEIRA, J.P.F.;
FURLANI, P.R.; GALLO, J.R. Métodos de análises químicas
de plantas. Campinas: IAC, 1983. 48p. YANG, X.; YE, Z.Q.; SHI, C.H.; ZHU, M.L.; GRAHAM, R.D. Genotypic differences in concentrations of iron, manganese,
copper, and zinc in polished rice grains. Journal of Plant
Nutrition, v.21, p.1453-1462, 1998. BAZONI, R.; COSTA; C.A.; ARF, O.; MORAIS, O.P.; SANT’ANA,
E.P.; MOURA NETO, F.P.; PITOL, C. Recomendação de
cultivares de arroz de sequeiro para o ano agrícola de
1995/96, em Mato Grosso do Sul. Campo Grande: EMPAER,
1995. p.1-5. (Comunicado Técnico, 17). CASTRO, E.M.; VIEIRA, N.R.A.; RABELO, R.R.; SILVA, S.A. Qualidade de grãos de arroz. Santo Antonio de Goiás:
Embrapa Arroz e Feijão, 1999. 30p. (Circular Técnica, 34). Received April 19, 2006
Accepted April 14, 2008 Sci. Agric. (Piracicaba, Braz.), v.65, n.5, p.468-473, September/October 2008
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English
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The anatomical traits of trunk wood and their relevance to oak (Quercus robur L.) vitality
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European journal of forest research
| 2,014
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cc-by
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Eur J Forest Res (2014) 133:845–855
DOI 10.1007/s10342-014-0801-y Eur J Forest Res (2014) 133:845–855
DOI 10.1007/s10342-014-0801-y ORIGINAL PAPER ORIGINAL PAPER The anatomical traits of trunk wood and their relevance to oak
(Quercus robur L.) vitality Mirela Tulik Received: 26 September 2013 / Revised: 3 March 2014 / Accepted: 7 March 2014 / Published online: 26 March 2014
The Author(s) 2014. This article is published with open access at Springerlink.com Abstract
Oaks’ decline in vitality is attributed to a
complex process that involves interactions of several fac-
tors leading to increased trees’ mortality. This study
investigates the structure of trunk wood of oaks with ref-
erence to its physiological role in hydraulic conductivity. On the basis of the crown condition, the oaks were clas-
sified into three health groups: healthy trees, declining trees
and dead trees. Anatomical traits of wood, such as annual
ring width, vessel density, vessel diameter of earlywood
and theoretical hydraulic conductivity, were measured and
calculated. The narrowest annual rings formed by the
cambium were observed in dead oaks. These trees were
also characterized by the smallest diameter of earlywood
vessels, not only in the period of occurrence of dieback
symptoms, but also during their whole life. It is suggested
that the formation of narrow annual rings and earlywood
vessels of small diameter increases susceptibility of a tree
to decay. A reduced vessel diameter implies changes in
hydraulic conductivity of oak trunks and thus impairs the
water transport, which affects the health of trees. The
process of oak decline is considered to have characteristics
of natural selection and leads to the elimination of the
weakest trees. M. Tulik (&)
Department of Forest Botany, Faculty of Forestry, Warsaw
University of Life Sciences (WULS), Nowoursynowska St. 159,
02-776 Warsaw, Poland
e-mail: mirela.tulik@wl.sggw.pl Communicated by M. Meincken. Introduction Trees, the long-lived and largest land plants, are organisms
of highly specialized cell systems, whose structure and
functions were, in the course of evolution, adapted to the
environment they lived in. The current forms and shapes
that trees assume are the result of the ability of their cells to
respond to the interaction of intracellular and extracellular
factors (Kozlowski et al. 1991; Dobbertin 2005). Since the
1970s of the nineteenth century, the process of decline of
oaks has been progressing in Europe on a regular basis
(Thomas and Boza 1984; Oleksyn and Przybył 1987;
Thomas 2008). It does not apply to dying specimens of this
species, but to a massive elimination of trees from the
forest stand (Kaus et al. 1995). Among the European spe-
cies of oak, Quercus robur is more susceptible to decay
than Quercus petrea (Ufnalski 2006). This is probably due
to its lower resistance to drought (Dickson and Tomlinson
1996), which could be related to changes in groundwater
availability which have occurred in the recent decades. The
oak dieback phenomenon is also observed in Canada and
the United States with reference to Quercus agrifolia and
Quercus kellogii (Oak et al. 1996; Rizzo et al. 2005). There
are also reports of its presence in Asia (Mosca et al. 2007). While diagnosing the phenomenon of declining oaks,
models were developed to describe it, like the model of the
three-step dying process, where ‘‘predisposing’’, ‘‘contrib-
uting’’, and ‘‘inciting’’ factors, respectively, (Manion 1981)
play an essential role. The predisposing factors include,
among others, the phenotype and unfavourable habitat
changes (Thomas and Hartmann 1996; Szewczyk et al. 2011). The second group can include frequent and long-
lasting droughts, irruptive decrease in groundwater level,
strong frost and tree damages caused by insects from the
group of primary pests as well as fungal diseases. The Keywords
Tree decline Hydraulic conductivity Oak
trees Wood annual increment Vessel diameter Communicated by M. Meincken. 123 12 3 3 Eur J Forest Res (2014) 133:845–855 846 factors described as ‘‘inciting’’ include mainly secondary
pests (e.g. insects from Argillus and Scolytus genera), as
well as fungi causing root rot (e.g. Armillaria spp.) (Bugała
2006). early stage of water deficit, followed by a reduction in the
number of cells produced. Eckstein et al. (1977) indicated
also that size of water-conducting elements in broadleaved
trees reflects the availability of water during their forma-
tion. Introduction Wodzicki (1971) grouped the
environmental factors into (1) basic conditions for forma-
tion of wood, such as temperature, moisture, nutrients in
the soil, gravity and photoperiod and (2) occasional factors
such as wind, fire, frost, floods, defoliation, forest man-
agement and air pollution. Among these factors, the con-
tent of water in the soil is one of the most relevant factors
affecting the cambium activity and the formation of new
wood cells (Larson 1994). Abe and Nakai (1999) showed
that cell diameter of the tracheids decreased during the The phenomenon of oak vitality decline is likely caused
by specific sequential stress factors, differing in duration
and intensity, that interfere with physiological processes
(e.g. photosynthetic CO2 uptake). This can cause severe
structural anomalies which could lead to the elimination of
this tree species (Wargo 1996; Thomas et al. 2002). On the
other hand, oak species are known to show morphological
and physiological adaptations that enable them to delay the
impact of unfavourable factors (e.g. drought). The mor-
phological adaptations are, among others, a deep-reaching
root system or the ability of mature trees to shed twigs
(cladoptosis) (Klugmann and Roloff 1999; Rust and Roloff
2004). The physiological mode that contributes to delaying
drought mainly concerns transpiration (Maseda and Fern-
a´ndez 2006). This process is effectively controlled by
regulation of the stomatal closure. Oak trees represent two
opposite water use strategies, i.e. isohydric and anisohydric
(Dickson and Tomlinson 1996). Q. robur demonstrates a
more isohydric behaviour than Quercus rubra due to the
fact that it is more sensitive to water stress (Thomsen et al. 2013). This isohydric response protects wood from cavi-
tation through avoidance of severe low water potentials,
but it can cause eventual carbon starvation as stomatal
closure shuts down photosynthesis, while respiration costs
continue to deplete carbon stores (McDowell et al. 2008). Oak wood is made up of vessels, tracheids, fibres and
parenchyma cells. Earlywood vessels are mainly respon-
sible for the transport of water in trees, which is assumed to
take place in the outermost tree ring only (type of ring-
porous wood, Fonti et al. 2009). The transport efficiency
depends on the size of vessels’ lumen (Cochard and Tyree
1990, Sperry and Sullivan 1992) because according to the
Hagen–Poiseuille formula, water conductivity is propor-
tional to the fourth power of the tracheary element diam-
eter (Tyree and Zimmermann 2002; McElrone et al. 2004). Introduction The aim of this study was, therefore, a retrospective
analysis of earlywood vessels’ diameter liable for hydraulic
conductivity. The working hypothesis of the study was that
any reduction in vessel lumen influences oak tree (Q. robur
L.) vitality because of water transport reduction. Oak wood is made up of vessels, tracheids, fibres and
parenchyma cells. Earlywood vessels are mainly respon-
sible for the transport of water in trees, which is assumed to
take place in the outermost tree ring only (type of ring-
porous wood, Fonti et al. 2009). The transport efficiency
depends on the size of vessels’ lumen (Cochard and Tyree
1990, Sperry and Sullivan 1992) because according to the
Hagen–Poiseuille formula, water conductivity is propor-
tional to the fourth power of the tracheary element diam-
eter (Tyree and Zimmermann 2002; McElrone et al. 2004). The aim of this study was, therefore, a retrospective
analysis of earlywood vessels’ diameter liable for hydraulic
conductivity. The working hypothesis of the study was that
any reduction in vessel lumen influences oak tree (Q. robur
L.) vitality because of water transport reduction. Materials and methods The study was conducted on oak (Q. robur L.) trees from
two areas located in the central part of Poland, i.e. in the
Chojno´w Forest District (Masovian Voivodship) and Kro-
toszyn
Forest
District
(Wielkopolskie
Voivodship,
Table 1), where the process of oak decline has been
observed for several years (Siwecki and Ufnalski 1998). The forest within each study site was dominated by Q. robur. The material was collected from the area of Cho-
jno´w Forest District in September 2008 and from Kro-
toszyn Forest District in June 2009. Thirty trees (15 from
each study site) at the age of 30–40 years and the com-
parable total height (representing the highest biosocial
positions—class II according to the Kraft’s classification)
were selected for the study. Oaks growing in the Chojno´w
Forestry District area will be referred to in this study as
oaks from Chojno´w, while those growing in the Krotoszyn
Forestry District—as oaks from Krotoszyn. The selection
of the trees for the study within each site was made on the
basis of the crown condition (i.e. the degree of its defoli-
ation, the presence of dead branches) and classified as
(i) healthy, (ii) declining and (iii) dead trees. Healthy oaks
were defined as a reference. Defoliation of their crowns is
estimated at around 20 %. Trees with crown defoliation of
70–90 % were considered declining. Trees with no leaves
and withered branches constituted the group of dead oaks. These oaks died in the year preceding the collection of the p
(
)
Wood is a source of information about environmental
events that took place during its formation (Sass and
Eckstein 1995; Tulik 2001; Fonti et al. 2009; Martin-
Benito et al. 2013). The process of wood formation
includes post-cambial cell growth, which determines the
diameter of cells, deposition of the secondary cell wall and
in case of vessels, tracheids and fibres—also lignification. It is ended by programmed cell death (Plomion et al. 2001). The successive phases of wood formation are not prede-
termined but are plastic end-products of interactions
between genotype, hormones and the environment (Sav-
idge 2000). The external factors are considered to affect the
onset, the end and the rate of the phases of cambial cell
derivatives’ differentiation and thus determine the mor-
phology of woody cells. Introduction Reduced size of conductive wood cells is known to be
a result of the turgor pressure loss in expanding cambial
cell derivatives in limited water growth conditions (Abe
et al. 2003). 2006). The phenomenon of oak vitality decline is likely caused
by specific sequential stress factors, differing in duration
and intensity, that interfere with physiological processes
(e.g. photosynthetic CO2 uptake). This can cause severe
structural anomalies which could lead to the elimination of
this tree species (Wargo 1996; Thomas et al. 2002). On the
other hand, oak species are known to show morphological
and physiological adaptations that enable them to delay the
impact of unfavourable factors (e.g. drought). The mor-
phological adaptations are, among others, a deep-reaching
root system or the ability of mature trees to shed twigs
(cladoptosis) (Klugmann and Roloff 1999; Rust and Roloff
2004). The physiological mode that contributes to delaying
drought mainly concerns transpiration (Maseda and Fern-
a´ndez 2006). This process is effectively controlled by
regulation of the stomatal closure. Oak trees represent two
opposite water use strategies, i.e. isohydric and anisohydric
(Dickson and Tomlinson 1996). Q. robur demonstrates a
more isohydric behaviour than Quercus rubra due to the
fact that it is more sensitive to water stress (Thomsen et al. 2013). This isohydric response protects wood from cavi-
tation through avoidance of severe low water potentials,
but it can cause eventual carbon starvation as stomatal
closure shuts down photosynthesis, while respiration costs
continue to deplete carbon stores (McDowell et al. 2008). Wood is a source of information about environmental
events that took place during its formation (Sass and
Eckstein 1995; Tulik 2001; Fonti et al. 2009; Martin-
Benito et al. 2013). The process of wood formation
includes post-cambial cell growth, which determines the
diameter of cells, deposition of the secondary cell wall and
in case of vessels, tracheids and fibres—also lignification. It is ended by programmed cell death (Plomion et al. 2001). The successive phases of wood formation are not prede-
termined but are plastic end-products of interactions
between genotype, hormones and the environment (Sav-
idge 2000). The external factors are considered to affect the
onset, the end and the rate of the phases of cambial cell
derivatives’ differentiation and thus determine the mor-
phology of woody cells. Materials and methods Wodzicki (1971) grouped the
environmental factors into (1) basic conditions for forma-
tion of wood, such as temperature, moisture, nutrients in
the soil, gravity and photoperiod and (2) occasional factors
such as wind, fire, frost, floods, defoliation, forest man-
agement and air pollution. Among these factors, the con-
tent of water in the soil is one of the most relevant factors
affecting the cambium activity and the formation of new
wood cells (Larson 1994). Abe and Nakai (1999) showed
that cell diameter of the tracheids decreased during the 123 123 Eur J Forest Res (2014) 133:845–855 847 Table 1
Characteristics of study sites
Locationa
Forest habitat
typea
Species
compositiona
Soil typea
Mean
annual
temperature
(C)b
Annual
precipitation
sum (mm)b
Relative
humidity
(%)c
Chojno´w
Forest
District
520101300N,
210501600E
Fresh mixed
broadleaved
forest
Quercus,
Betula,
Carpinus
Proper pseudogley soil, strongly fresh,
developed from stony loamy sand
shallow overlying on silty loam, flat
area without slopes
8.3
(SD = 1)
498.9
(SD = 75)
79
Krotoszyn
Forest
District
514103700N,
172505400E
Fresh
broadleaved
forest
Quercus,
Larix, Pine
Brownish rusty soil, developed from
sand on sandy loam underlying on
loamy sand, flat area without slopes
8.9
(SD = 0.9)
534.1
(SD = 79)
77
SD standard deviation
a Forest Management Plan of Chojno´w Forest District and Krotoszyn Forest District for 2008–2017
b Data from Climate Research Unit and Tyndall Centre for 1970–2002 (Mitchell and Jones 2005)
c Documentation of Forest Research Institute in Se˛kocin, Warsaw, Poland, data for 2008–2012 Table 1
Characteristics of study sites a Forest Management Plan of Chojno´w Forest District and Krotoszyn Forest District for 2008–2017
b Data from Climate Research Unit and Tyndall Centre for 1970–2002 (Mitchell and Jones 2005)
c Documentation of Forest Research Institute in Se˛kocin, Warsaw, Poland, data for 2008–2012 least 20,400 earlywood vessels was calculated. Data
regarding the earlywood vessel diameter were used to
calculate hydraulically weighted diameter (Ds) and
potential hydraulic conductivity using the Hagen–
Poiseuille formula. plant material. Each group was represented by five oaks. The bark of dead oaks form Chojno´w was affected by
Agrilus biguttatus. During sampling, Operophtera bru-
mata, Erannis defoliaria, Tortix viridana and Euproctis
chrysorrhoea were observed on the foliage of oaks from
Krotoszyn. Hydraulically weighted diameter was computed using an
estimator defined by Sperry and Sullivan (1992): y
The material for the study consisted of wood samples
taken from the tree trunk at 1.3 m height from the ground. Materials and methods Wood blocks covering all of the annual growth rings were
obtained from the collected discs, along the radial direc-
tion. The blocks were then boiled in a solution of water,
alcohol and glycerol (1:1:1 in a volume ratio), which
allowed softening and air release in the wood. The material
prepared this way was cut on an HM 440E sliding micro-
tome in order to obtain cross sections through the wood at a
thickness of 30 lm. The sections were moved onto glass
slides and sealed in glycerol. These were studied under an
Olympus BX61 light microscope, equipped with a motor-
ized table, colour DP70 digital camera and Cell P, a soft-
ware for archiving photos and computer image analysis. On
the basis of microscopic analysis and photographic docu-
mentation of the wood sections, the following parameters
were measured: Ds ¼ RD5=RD4
ð1Þ ð1Þ Ds ¼ RD5=RD4 Data concerning the hydrostatic pressure gradient that pulls
water from roots were not available at the time of tree
sampling. Therefore, potential (theoretical) hydraulic con-
ductivity (Kp) was calculated according to the Hagen–
Poiseuille formula (Sterck et al. 2008) as follows: Kp ¼ ðpqw=128gÞ VD D4
s
ð2Þ ð2Þ Kp ¼ ðpqw=128gÞ VD D4
s where Kp is the potential specific stem conductivity
(in kg m-1 MPa-1 s-1), g is the viscosity coefficient of
water at 20 C (1.002 9 10-3 Pa s at 20 C), qw is the
density of water at 20 C (998.2 kg m-3 at 20 C), VD is
the vessel density and Ds is the hydraulically weighted
diameter (in m). where Kp is the potential specific stem conductivity
(in kg m-1 MPa-1 s-1), g is the viscosity coefficient of
water at 20 C (1.002 9 10-3 Pa s at 20 C), qw is the
density of water at 20 C (998.2 kg m-3 at 20 C), VD is
the vessel density and Ds is the hydraulically weighted
diameter (in m). The determined wood parameters were averaged for five
oaks from each health group and for 5-year periods to show
general developmental tendencies more clearly. In total,
the data covered the last 30 years of trees’ growth, corre-
sponding to the calendar years from 1978 to 2007 in case of
oaks growing at Chojno´w and from 1979 to 2008 for oaks
from Krotoszyn. Materials and methods Vertical bars
denote SEs (a)
0
1
2
3
4
5
6
1978-1982
1983-1987
1988-1992
1993-1997
1998-2002
2003-2007
Mean width of annual wood ring [mm]
Calendar year intervals
healthy
declining
dead
(b)
0
1
2
3
4
5
6
1979-1983
1984-1988
1989-1993
1994-1998
1999-2003
2004-2008
Mean width of annual wood ring [mm]
Calendar year intervals
healthy
declining
dead
of
of
ent
of
to
ng
r (a)
0
1
2
3
4
5
6
1978-1982
1983-1987
1988-1992
1993-1997
1998-2002
2003-2007
Mean width of annual wood ring [mm]
Calendar year intervals
healthy
declining
dead Calendar year intervals
(b)
0
1
2
3
4
5
6
1979-1983
1984-1988
1989-1993
1994-1998
1999-2003
2004-2008
Mean width of annual wood ring [mm]
Calendar year intervals
healthy
declining
dead means, a Tukey’s test was performed. Significance was
determined at p \ 0.05. All statistical calculations were
done with SAS software, version 9.0. means, a Tukey’s test was performed. Significance was
determined at p \ 0.05. All statistical calculations were
done with SAS software, version 9.0. formed in healthy oaks during 1993–1997, in declining
oaks
during
1988–1992,
and
in
dead
oaks
during
1983–1987. The narrowest annual increments for all oaks
appeared in the last 5-year period; their width reached
2.77 mm
(SE = 0.11)
for
healthy
oaks,
1.01 mm
(SE = 0.06) for declining oaks and 0.55 mm (SE = 0.04)
for dead oaks. Similar variations in the average width of
annual
rings
appeared
in
the
oaks
from
Krotoszyn
(Fig. 1b). However, unlike the oaks from Chojno´w, in the
first 5-year period (1979–1983), the average width of the
annual ring of healthy oaks reached 3.20 mm (SE = 0.18). This value was not significantly greater than one for
declining oaks, i.e. 2.74 mm (SE = 0.23), or for dead
trees, i.e. 2.98 mm (SE = 0.32). During the second 5-year
span, and later on, significantly wider annual rings were
formed by the cambium of healthy oaks, compared to dead
oaks. In the last phase (2004–2008), the width of the annual
ring of dead oak wood reached its lowest, i.e. 1.05 mm
(SE = 0.1). The ring was more than 3 times narrower than Materials and methods The samples are thus matched according
to the year of ring formation but not necessarily of the tree
age or the age at breast height. 1. The width of all annual rings (covering early and
latewood zones cumulatively) deposited by the cam-
bium of oaks growing at Chojno´w and Krotoszyn. The
width of a total of 1,020 annual wood rings was
measured. 2. The density of vessels in all annual rings of oak wood
from Chojno´w and Krotoszyn. The results were
calculated in mm2 of annual wood growth. 3. The diameters (D) of at least 20 earlywood vessels in
all annual wood rings of oaks from Chojno´w and
Krotoszyn (all in each annual ring in the field of vision
at magnification of 409). In total, the diameter of at To examine differences between oak groups in ana-
tomical properties of wood and hydraulic conductivity, the
datasets were first tested for normal distribution and the
homogeneity of variance. Then, in order to compare the 12 3 Eur J Forest Res (2014) 133:845–855 848 means, a Tukey’s test was performed. Significance was
determined at p \ 0.05. All statistical calculations were
done with SAS software, version 9.0. formed in healthy oaks during 1993–1997, in declining
oaks
during
1988–1992,
and
in
dead
oaks
during
1983–1987. The narrowest annual increments for all oaks
appeared in the last 5-year period; their width reached
2 77 mm
(SE = 0 11)
for
healthy
oaks
1 01 mm
(a)
0
1
2
3
4
5
6
1978-1982
1983-1987
1988-1992
1993-1997
1998-2002
2003-2007
Mean width of annual wood ring [mm]
Calendar year intervals
healthy
declining
dead
(b)
0
1
2
3
4
5
6
1979-1983
1984-1988
1989-1993
1994-1998
1999-2003
2004-2008
Mean width of annual wood ring [mm]
Calendar year intervals
healthy
declining
dead
Fig. 1
Change in the width of
wood increments in the stem of
oak trees, representing different
health conditions at the time of
sampling. Wood increment
width was calculated as the
mean for five trees belonging to
the group of healthy, declining
and dead oaks from Chojno´w
(a) and Krotoszyn (b) and for
5-year periods. Density of earlywood vessels In the first two 5-year periods, there were no significant
differences in the density of earlywood vessels, i.e. in their
number per 1 mm2 of annual wood increment, among the
analysed groups of oak from Chojno´w (Fig. 4a). The
intergroup
differences
emerged
during
the
years
1988–1992 and in the subsequent time phases analysed. Since 1993, the healthy oak wood has been always char-
acterized by the highest density of earlywood vessels and
the dead oaks by the lowest one. The number of earlywood
vessels per 1 mm2 of wood in dead oaks was more than 7
times lower than in healthy oaks in the last 5-year period. It
was observed that in all the analysed groups of oak trees,
the first annual rings of wood were characterized by the
highest
density
of
earlywood
vessels. However,
in
1988–1992, when the density of earlywood vessels per
1 mm2 of wood of declining and dead oaks was dimin-
ishing, an upward trend appeared in the wood of healthy
oak trees. Only starting from the next 5-year interval, a
reduction in the value of this parameter occurred, which
continued until the last time interval. Fig. 3
Transverse section through wood of declining oaks from
Krotoszyn. Within the youngest and incessantly forming annual
increment, the lumen of vessels filled with tyloses is indicated by
arrows. Observation was performed under a light microscope
Olympus BX61 equipped with an Olympus DP70 camera and Cell
P software Similarly to the oaks from Chojno´w, there were no
significant differences in the distribution of earlywood
vessels per 1 mm2 of wood in the three groups of oak from
Krotoszyn, during 1979–1983 (Fig. 4b). Differences with
p \ 0.05 appeared between the groups of healthy and dead
oak trees and the healthy and declining ones in all the
subsequent 5-year periods analysed. The density of early-
wood vessels in healthy oak wood has been always sig-
nificantly higher, with its maximum occurring during
1999–2003. In 2004–2008, the vessel density in the annual
growth of healthy oak wood was significantly higher,
compared with the declining and dead oaks. In the last
5-year period, the wood of healthy oaks contained about 16
earlywood vessels per mm2 (SE = 1.66), with 5/mm2
(SE = 0.4) for declining oak trees and 3/mm2 (SE = 0.48)
for dead oak trees. The highest density of earlywood Fig. 3
Transverse section through wood of declining oaks from
Krotoszyn. Width of annual rings Width of annual rings In the first 5 years (1978–1982), the average width of
annual ring in healthy oaks from Chojno´w was 4.11 mm
(SE = 0.23), which was significantly higher than the one in
dead oaks, i.e. 2.82 mm (SE = 0.23, Fig. 1a). The ring
width in trees of different groups did not vary between the
groups of healthy and declining oaks during the next 5-year
span
(1983–1987)
and
in
the
following
period
(1988–1992). In the next 5-year periods, there were sig-
nificant differences in the width of annual increments
between the groups of oaks. The widest annual rings were 123 123 Eur J Forest Res (2014) 133:845–855 849 Fig. 2
Cross section through wood of dead oaks from Chojno´w
observed under an Olympus SZX9 stereomicroscope system equipped
with an Olympus ColorView IIIu camera and getIT software at 963. Close to the bark, a sequence of a few annual rings comprising very
narrow increments is marked by brackets. The abatement of latewood
zone is intrinsic to the annual ring width decrease, while the
earlywood zone is almost unchanged. The radial arrangement of
latewood vessels within wider annual increments is showed with
arrows and declining oaks, but in the case of healthy oaks, they
were significantly wider, i.e. more than 2 times, in com-
parison with declining oaks. The share of earlywood and latewood within the annual
wood increment was not measured during this study. However, the relation between the width of annual incre-
ment and the share of earlywood and latewood could be
seen clearly on microscopic pictures. Regardless of the
health condition of trees, a simple relation appeared in
respect to the last five rings: the narrower the increment,
the lower the share of latewood (Fig. 2). It was also
observed that in last incessantly forming ring in declining
oaks from Krotoszyn, the lumen of earlywood vessels was
filled with tyloses (Fig. 3). Fig. 2
Cross section through wood of dead oaks from Chojno´w
observed under an Olympus SZX9 stereomicroscope system equipped
with an Olympus ColorView IIIu camera and getIT software at 963. Close to the bark, a sequence of a few annual rings comprising very
narrow increments is marked by brackets. The abatement of latewood
zone is intrinsic to the annual ring width decrease, while the
earlywood zone is almost unchanged. The radial arrangement of
latewood vessels within wider annual increments is showed with
arrows Density of earlywood vessels Within the youngest and incessantly forming annual
increment, the lumen of vessels filled with tyloses is indicated by
arrows. Observation was performed under a light microscope
Olympus BX61 equipped with an Olympus DP70 camera and Cell
P software in healthy oaks. The differences in the width of annual
wood increments between the groups of healthy and
declining oaks occurred in years: 1984–1988, 1994–1998
and during the next two 5-year spans. The width of the
annual ring for healthy oaks attained its highest value in the
years 1999–2003; this was significantly higher than in the
other two groups of oaks. Starting from 2004, the average
width of annual increments was reduced for both healthy 123 12 Eur J Forest Res (2014) 133:845–855 850 (a)
0
5
10
15
20
25
30
35
1978-1982
1983-1987
1988-1992
1993-1997
1998-2002
2003-2007
Earlywood vessels mean density [no/mm2]
Calendar year intervals
healthy
declining
dead
(b)
0
5
10
15
20
25
30
35
1979-1983
1984-1988
1989-1993
1994-1998
1999-2003
2004-2008
Earlywood vessels mean density [no/mm2]
Calendar year intervals
healthy
declining
dead
Fig. 4
Variation in mean
density of earlywood vessels’
distribution in the trunk of oak
trees, representing different
health conditions at the time of
sampling. Density of vessels
was defined as the number of
earlywood vessels per mm2 of
annual increments and
calculated as a mean for five
trees representing the group of
healthy, declining and dead
oaks from Chojno´w (a) and
Krotoszyn (b), respectively, and
for 5-year periods. Vertical bars
denote SEs (a)
0
5
10
15
20
25
30
35
1978-1982
1983-1987
1988-1992
1993-1997
1998-2002
2003-2007
Earlywood vessels mean density [no/mm2]
Calendar year intervals
healthy
declining
dead 2003-2007 Calendar year intervals
(b)
0
5
10
15
20
25
30
35
1979-1983
1984-1988
1989-1993
1994-1998
1999-2003
2004-2008
Earlywood vessels mean density [no/mm2]
Calendar year intervals
healthy
declining
dead healthy
declining
dead vessels in dead and declining oak trees was observed in
annual increments in the first 5 years. In the subsequent
years, it decreased. In the wood of declining oak trees, the
number of earlywood vessels per 1 mm2 of the annual
growth decreased by more than 2.5 times, when comparing
the period of 1979–1983 with that of 2004–2008, and it
was 4.9 times lower than in the corresponding period for
dead oaks. (SE = 0.011), while for the dead oaks, it reached the value of
0.19 mm (SE = 0.013). Density of earlywood vessels In the years 1988–1987, there
occurred differences in the earlywood vessel diameter
among the three groups of trees. Significantly, the greatest
diameter of the earlywood vessels was found in the healthy
oak wood and the smallest (by 70 lm smaller compared to
the healthy oak wood) in the dead oak wood. From the year
1993 onwards, the diameter began to decrease in the
declining and dead oaks, while the upward trend still con-
tinued in healthy oaks. However, in the years 1993–1997, the
vessel diameter in healthy oak wood did not differ (p \ 0.05)
in comparison with declining oaks. In the last phase
(2003–2007), the vessel diameter was the largest, i.e. 0.39 mm (SE = 0.07) in the healthy oak wood, whereas in
declining oaks, it was 0.34 lm (SE = 0.005) and in dead
oaks—0.27 mm (SE = 0.004), i.e. nearly 1.5 times smaller
than in healthy oaks. An increase in the diameter of early-
wood vessels corresponding to the age of the tree was also
observed in all groups of oak trees from Krotoszyn, being Diameter of earlywood vessels In all analysed groups of oaks from Chojno´w, the earlywood
vessel diameter increased together with the age of the tree
during the first 20 years, and the later changes were only a
minor fluctuation (Fig. 5a). In the first 5-year period
(1978–1982), there occurred differences in the earlywood
vessel diameter between the healthy and dead oak trees. The
healthy oak wood was characterized by significantly larger
diameter
of
earlywood
vessels,
that
is
0.23 mm 123 123 123 Eur J Forest Res (2014) 133:845–855 851 (a)
0,00
0,05
0,10
0,15
0,20
0,25
0,30
0,35
0,40
0,45
1978-1982
1983-1987
1988-1992
1993-1997
1998-2002
2003-2007
Earlywood mean vessels diameter [mm]
Calendar year intervals
healthy
declining
dead
(b)
0,00
0,05
0,10
0,15
0,20
0,25
0,30
0,35
0,40
0,45
1979-1983
1984-1988
1989-1993
1994-1998
1999-2003
2004-2008
Earlywood mean vessels diameter [mm]
Calendar year intervals
healthy
declining
dead
Fig. 5
Change in the average
earlywood vessels’ diameters of
the trunk oak trees, representing
different health conditions at the
time of sampling. The mean
diameter was calculated for five
trees representing the group of
healthy, declining and dead
oaks from Chojno´w (a) and
Krotoszyn (b), respectively, and
for 5-year periods. Vertical bars
denote SEs (a)
0,00
0,05
0,10
0,15
0,20
0,25
0,30
0,35
0,40
0,45
1978-1982
1983-1987
1988-1992
1993-1997
1998-2002
2003-2007
Earlywood mean vessels diameter [mm]
Calendar year intervals
healthy
declining
dead 1978-1982
1983-1987
1988-1992
1993-1997
1998-2002
2003-2007
Calendar year intervals
(b)
0,00
0,05
0,10
0,15
0,20
0,25
0,30
0,35
0,40
0,45
1979-1983
1984-1988
1989-1993
1994-1998
1999-2003
2004-2008
Earlywood mean vessels diameter [mm]
Calendar year intervals
healthy
declining
dead most prominent in the wood of healthy oak trees (Fig. 5b). In
the first 5-year period (1979–1983), the wood of healthy
and declining oaks was characterized by a significantly
larger diameter of the earlywood vessels, i.e. 0.32 mm,
while it attained the value of 0.27 mm in dead oak trees. In the penultimate period of 5 years (1999–2003), there
was a reduction in earlywood vessel diameter in the
declining and dead oak trees, but it increased in the wood
of healthy oak trees. In the years 2004–2008, that is the
last 5-year period, the diameter of earlywood vessels was
significantly higher in healthy oak trees than in other two,
reaching 0.41 mm (SE = 0.01) for healthy, 0.34 mm
(SE = 0.008) for declining and 0.31 mm (SE = 0.007)
for dead oaks. Diameter of earlywood vessels from Chojno´w and Krotoszyn were similar in shape,
especially for healthy oaks, and showed a clear upward
trend during 25-year time span (Fig. 6a, b). The maximum
value of this variable for the healthy oaks from Chojno´w
and Krotoszyn was recorded in the penultimate phase. On
both sites, the hydraulic conductivity remained the mini-
mum for dead oaks. During the whole period of study, the
group of healthy oaks from Chojno´w was significantly
(with p \ 0.05) different from the group of dead trees in
terms of potential water conductivity volume. In the first
5-year period, the wood of healthy oak trunks was almost 6
times more effective in water conduction, but in the last
phase, it was 30 times more effective. In the last three
5-year intervals, there were differences among the three
groups of oaks. The hydraulic conductivity of healthy oaks
was significantly higher (1.6 times) in 1993–1997, almost
5.8 times higher during 1998–2002 and 6.8 times in the last
5-year period in comparison with the group of declining
oaks. However, in recent years, the water transport Potential hydraulic conductivity The curves drawn to illustrate changes in the values of the
theoretical hydraulic conductivity of the oak trunk wood 12 3 3 3 852 Eur J Forest Res (2014) 133:845–855 efficiency of oak tree trunks in all groups of trees showed a
for healthy oaks remained constant, while a clear reduc-
(a)
0,000
0,002
0,004
0,006
0,008
0,010
0,012
0,014
0,016
0,018
0,020
1978-1982
1983-1987
1988-1992
1993-1997
1998-2002
2003-2007
Theoretical hydraulic conductivity
[kg x m-1x s-1 x MPa-1]
Calendar year intervals
healthy
declining
dead
(b)
0,000
0,002
0,004
0,006
0,008
0,010
0,012
0,014
0,016
0,018
0,020
1979-1983
1984-1988
1989-1993
1994-1998
1999-2003
2004-2008
Theoretical hydraulic conductivity
[kg x m-1 x s-1 x MPa-1]
Calendar year intervals
healthy
declining
dead
Fig. 6
The potential hydraulic
conductivity of earlywood
vessels in the trunk of oak trees,
representing different health
conditions at the time of
sampling. It was calculated for
five trees representing the group
of healthy, weakened and dead
oaks from Chojno´w (a) and
Krotoszyn (b), respectively, and
for 5-year periods. Vertical bars
denote SEs (a)
0,000
0,002
0,004
0,006
0,008
0,010
0,012
0,014
0,016
0,018
0,020
1978-1982
1983-1987
1988-1992
1993-1997
1998-2002
2003-2007
Theoretical hydraulic conductivity
[kg x m-1x s-1 x MPa-1]
Calendar year intervals
healthy
declining
dead 1998-2002
2003-2007 Calendar year intervals (b)
0,000
0,002
0,004
0,006
0,008
0,010
0,012
0,014
0,016
0,018
0,020
1979-1983
1984-1988
1989-1993
1994-1998
1999-2003
2004-2008
Theoretical hydraulic conductivity
[kg x m-1 x s-1 x MPa-1]
Calendar year intervals
healthy
declining
dead healthy
declining
dead efficiency of oak tree trunks in all groups of trees showed a
downward trend. for healthy oaks remained constant, while a clear reduc-
tion in the value of this parameter was observed for the
declining and dead oaks. In the first 5-year period, no significant differences in
the hydraulic conductivity of wood trunks were found
among the three groups of oak trees from Krotoszyn. The
efficiency of water conduction in healthy oak trees started
increasing from the second 5-year period as compared
with the groups of declining and dead oaks, for which the
hydraulic conductivity in the last 5-year period was sig-
nificantly (more than 16 times) smaller in comparison
with the healthy oak group. Also for the declining oak
trees, there was no clear upward trend for the hydraulic
conductivity efficiency of the trunk wood during the
period analysed, just like in the case of the healthy oaks. Potential hydraulic conductivity Even in the period of 1983–1993, it did not differ sig-
nificantly from the dead oak group. The largest value of
the theoretical hydraulic conductivity for the declining
oak trees was obtained in the penultimate period of
5 years, and this was 1.8 times higher than for the dead
oak group and 3.7 times lower than for the healthy oaks. After this period, the value of the hydraulic conductivity Discussion The elements conducting water
most efficiently are the earlywood vessels (Tyree and
Ewers 1991), and their development is controlled by
genetic factors (Zobel and van Buijtenene 1989) and also
by environmental ones, like the availability of water (Hsiao
1973; Fritts 2001). The enlargement of cambial cell
derivatives that undergo differentiation towards vessel
elements is a turgor-driven process which depends strictly
on solute accumulation and cellular water uptake (Langer
et al. 2002). As in other species with ring-porous wood, the variation
in the diameter of the earlywood vessels in three health
groups of oak took the shape of a sigmoid curve (Helin´ska-
Raczkowska 1994; Helin´ska-Raczkowska and Fabisiak
1999), which means that the diameter increased along the
radius, i.e. with the distance from the pith or the age of the
cambium until reaching a value around which it fluctuated. It should be emphasized that the widest vessels were
always in the wood of trees representing the group of
healthy oaks, whereas the wood of dead oak trees was
characterized by the smallest diameter of vessels. A con-
comitant decrease in earlywood vessels’ density per unit of
the annual ring surface was noted: the lowest for the trees
from the group of dead oaks and the highest for the healthy
ones, contributing to the reduction in the potential
hydraulic conductivity of oak trees represented particularly
in the groups of declining and dead trees. The increase in
the vessel diameter and the consequent improved water
conductivity possibly constitute a mechanism of adaptation
to changing environmental conditions and a response to
stress factors affecting the growth potential and reproduc-
tion capacity of the tree (Drew et al. 2009). This is in line
with the Tyree’s hypothesis (2003), which assumes that the
growth rates are hydraulically mediated. Thus, the adverse
changes in structural wood parameters important for
hydraulic conductivity, such as the diameter of tracheary
elements, may indicate a lack of adaptability to changing
environmental conditions and may result in intensification
of the decline symptoms. Levanicˇ et al. (2011), on the other hand, by analysing
the influence of drought on xylem hydraulic parameters
and mortality of Q. robur, proposed that ‘‘the ability for
hydraulic wood rebuild’’ can determine the successful
survival of trees. It appears that the ability for ‘‘hydraulic
reconstruction’’ is essential for the survival of an individual
under the conditions of water stress. It should be noted,
however, that Levanicˇ et al. Discussion The observed changes in the structure of wood in oak trees
with different health status in the year of the study are a
function of the tree age and environmental factors. The
width of annual rings measured at the breast height shows
an overall downward trend corresponding to the increasing
tree age, except for the juvenile growth phase and juvenile
wood (Zobel and Sprague 1998). A similar downward
trend was observed for oak trees, whereas the average
width of the ring was always the highest for oaks classified
as healthy and the lowest for those classified as dead. It
seems that the persistence of difference in the width of the
ring for trees of similar age and growing in similar envi-
ronmental conditions (in reference to oak from Chojno´w
and Krotoszyn, respectively) may indicate the growth 123 123 853 Eur J Forest Res (2014) 133:845–855 first mechanism is channelled by plants during moderate
water stress when the reduction in vessel size may have an
adaptive character. The second one is induced by a short
and more severe water stress, which leads to vessels’
embolism. Reduced lumen of vessels in wood of oaks from
the declining group, subjected to different types of unfa-
vourable factors, may contribute to control of water
transport and to reduction in vulnerability to cavitation and
embolism. It is known that the large earlywood vessels
contribute to the greater part of water flow throughout the
shoot/trunk, but due to their large lumen diameter, these
vessels are vulnerable to embolization (Cochard et al. 1997). Due to the fact that the plants function at constant
risk with regard to hydraulic conductance (Carlquist 1988;
Hacke et al. 2006), the transport of water is a matter of
compromises between safety and efficiency. The method of
the safe transport in oaks from declining group is consid-
ered to have not been sufficient under the impact of factors
of both biotic and abiotic nature. potential and the consequent longevity of particular trees,
which in turn may determine their susceptibility to decay. Survival of a tree is dependent, however, on its efficiency
of water conduction rather than on the width of growth
increments, especially in ring-porous species (Carlquist
1975; Zimmermann 1983). Discussion (2011) analysed the effect of
only one factor, namely water stress. Dieback of oak trees,
observed in the forest districts, is probably an outcome of
the interaction of abiotic factors, including water avail-
ability, with defoliating insects, borer attack and patho-
genic fungi (according to information from the staff from
Chojno´w Forest District and Krotoszyn Forest District). The presence of the tyloses in the earlywood vessels of the
incessantly emerging annual wood increment is considered
to have had impact on the reduction of the hydraulic con-
ductance in declining oaks from Krotoszyn. The tyloses
and gel substances were observed in the wood of weakened
oaks by Woz´ny and Siwecki (1991). The authors postulated
that modifications in the structure of conductive elements
were caused by fungi belonging to Ceratocystis genus,
which resulted in wood dysfunction. In the case of oaks
from Krotoszyn, it could be also defoliation, which is
known as a factor altering the water transport due to the
fact that the lumen of its vessels was filled with tyloses
(Fajvan et al. 2008). A similar response concerning the increase in the ves-
sels’ lumen under stress factors causes water-limited
growth conditions. Corcuera et al. (2004a) observed that
the size of earlywood vessels in ring-porous oaks increased
together with increasing water deficit. However, conflicting
results were also showed by Corcuera et al. (2004b) or
Eilmann et al. (2006). Lovisolo and Schubert (1998) sug-
gested two possible mechanisms concerning the influence
of water stress on hydraulic conductance of shoots. The On the other hand, it is known that the cambial activity
and wood formation are processes dependent on the
accessibility of photoassimilates (Eilmann et al. 2009). The crown of a declining oak tree was defoliated by
approximately 80 %. It can therefore be assumed that the
photosynthetic efficiency of declining oaks was lower,
compared with the group of healthy trees, which could 12 3 3 Eur J Forest Res (2014) 133:845–855 854 Corcuera L, Camarero JJ, Gil-Pelegrin E (2004b) Effects of a severe
drought on Quercus ilex growth and xylem anatomy. Trees
18:83–92 affect the meristematic activity of the cambium and
consequently the wood formation process during growth
seasons. Thus, the results of this study may have con-
firmed that the individuals best adapted to the changes of
the external environment survive in the ‘‘struggle for
existence’’, in accordance with the Darwin’s law of nat-
ural selection. Conclusions Eckstein D, Frisse E, Quiehl F (1977) Wood anatomical studies of a
beech tree to demonstrate anthropogenic influences on its
environment. Angew Bot 51:47–56 1. Formation of narrow growth rings and vessels of small
diameter over the course of a tree’s life is relevant to
decline in tree vitality. 1. Formation of narrow growth rings and vessels of small
diameter over the course of a tree’s life is relevant to
decline in tree vitality. Eilmann B, Weber P, Rigling A, Eckstein D (2006) Growth reactions
of Pinus sylvestris L. and Quercus pubescens Willd. to drought
years at a xeric site in Valais, Switzerland. Dendrochronologia
23:121–132 2. Hydraulic conductivity decreases in response to reduc-
tion in the vessel diameter as well as vessels’ density,
which during the complex process of oak decline
contributes to the diminishing of the vigour of trees
and to their death. 2. Hydraulic conductivity decreases in response to reduc-
tion in the vessel diameter as well as vessels’ density,
which during the complex process of oak decline
contributes to the diminishing of the vigour of trees
and to their death. Eilmann B, Zweifel R, Buchmann N, Fonti P, Rigling A (2009)
Drought-induced adaptation of the xylem in Scots pine and
pubescent oak. Tree Physiol 29:1011–1020 Fajvan MA, Rentch J, Gottschalk K (2008) The effects of thinning
and gypsy moth defoliation on wood volume growth in oaks. Trees 22:257–268 3. The hydraulic reconstruction under stress condition
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rings. New Phytol 185:42–53 Acknowledgments
The author would like to thank Jacek Adam-
czyk from Warsaw University of Life Sciences and Jerzy Karczewski
from Silesian University for their assistance with data analysis. The
English grammar has been revised by native speaker of the Transla-
tion Office Lingua Nova Sp. z o.o. Author is grateful to Professor
M. Iqbal from the Department of Plant Production Khartoum, Sudan
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http://www.uco.es/ucopress/az/index.php/az/article/download/4197/2502
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Caracterização Biométrica dos Caprinos da República de Cabo Verde
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Archivos de zootecnia
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cc-by-sa
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Palavras chave adicionais Palavras chave adicionais
Aptidão zootécnica. Biometria. Conservação animal. Recursos genéticos. SUMMARY Information
Cronología del artículo. Recibido/Received: 16.04.2018
Aceptado/Accepted: 03.10.2019
On-line: 15.07.2019
Correspondencia a los autores/Contact e-mail:
luanna.ufsb@gmail.com
Additional keywords
Zootechnical aptitude. Biometry. Animal conservation. Genetic resources. Additional keywords
Zootechnical aptitude. Biometry. Animal conservation. Genetic resources. The aims in this study was test the genetic discernment among five goats populations of the
Republic of Cape Verde (n=533) by biometric data and statistical analysis. It were analysed 16 cha
racteristics in adult goats, through descriptive statistics, analysis of variance, test for multicollinearity,
Mahalanobis distance (D²) and UPGMA algorithm (Unweighted Pair Group Method Arithmetic Mean). After the test of multicollinearity was identified and discarded the variable thoracic depth. The D² were
calculated using 15 biometric measurements. The maximum value of D² was between the populations
of the islands of Fire and São Nicolau (22.73), and D² was lower between Santo Antão and São
Vicente (3.71). The dendrogram based on biometric data in five populations put the goats on the Fire
Island in other branch. Clustered in one the branch the goats from the islands of Santo Antão and São
Vicente. This result is consistent with the geographic distance among the islands of Cape Verde and
the recent history of exchange of animals among them. Information Cronología del artículo. Recibido/Received: 16.04.2018
Aceptado/Accepted: 03.10.2019
On-line: 15.07.2019
Correspondencia a los autores/Contact e-mail:
luanna.ufsb@gmail.com cabra saheliana tenha entrado na constituição da cabra
destas ilhas (Pires et al. 2012, p.777). Segundo a docu
mentação da época da colonização, as ilhas achavam-se
despovoadas e sem vestígios de presença humana na
altura da chegada dos portugueses, pelo que foi neces
sário trazer gente, gado e plantas para dar início a um
processo de permanência dos habitantes iniciada em Caracterização Biométrica dos Caprinos da República de Cabo Verde Pires, L.C.1@; Machado, T.M.2; Fonseca, J. de D.3; Fonseca, J.F.4; Pile, E.5 e Brandão, F.Z.6 ¹Universidade Federal do Sul da Bahia. Brasil. ²Universidade Federal de Viçosa. Minas Gerais. Brasil. ³Ministério do Ambiente, do Desenvolvimento Rural e dos Recursos Marinhos da República de Cabo Verde. Brasil. 4Empresa Brasileira de Pesquisa Agropecuária. Brasil. 5Universidade do Panama. Brasil. 6Universidade Federal Fluminense. Brasil. Arch. Zootec. 68 (263): 384-394. 2019. RESUMO Objetivou-se discernir populações caprinas de cinco ilhas da República de Cabo Verde (n=533) por
meio de dados biométricos e análises estatísticas. Foram avaliadas 16 características de fêmeas adultas,
através da estatística descritiva simples, análise de variância, teste de multicolinearidade, distância gene
ralizada de Mahalanobis (D²) e algoritmo UPGMA (Unweighted Pair Group Method Arithmetic Mean). Após o teste de multicolinearidade foi identificada e descartada a variável profundidade torácica. As D²
foram calculadas com base nas 15 medidas biométricas. O maior valor da D² foi entre as populações
das ilhas do Fogo e São Nicolau (22,73), e a menor D² foi entre Santo Antão e São Vicente (3,71). O dendrograma a partir de 15 variáveis em cinco populações colocou as cabras da ilha de Fogo em
ramo a parte das demais. Agruparam-se num ramo as cabras das ilhas de Santo Antão e São Vicente. Este resultado está de acordo com a distância geográfica entre as ilhas de Cabo Verde e o histórico
recente de intercâmbio de animais entre elas. MATERIAL E MÉTODOS Os dados foram provenientes de 533 caprinos aci
ma de dois anos de idade de cinco das dez principais
ilhas e em 18 diferentes localidades. Na ilha do Fogo
foram coletadas amostras em oito diferentes localida
des (Figura 1, Tabela I). Em cada rebanho se preencheu
um formulário de pesquisa que reúne informações do
fenótipo de cada animal amostrado, da propriedade e
proprietário. Foram também feitas anotações quanto
ao trânsito de animais, às raças exóticas utilizadas na
caprinocultura e ao consumo de produtos de origem
caprina. As características biométricas, como peso, altura,
comprimento, perímetro escrotal, que precisam ser
mensuradas com uso de instrumentos de medição,
permitem caracterizar, classificar ou agrupar os in
divíduos de uma mesma espécie em raças ou tipos
distintos. Tais características podem ser definidas como
uma particularidade individual, que em maior ou me
nor grau de variação, determina o tipo de raça ou tipo
étnico a qual pertence (Rodero et al. 1992, pp.519-30;
Bedotti et al. 2004, pp.261-71). A amostragem em Santiago foi reduzida em com
paração às outras ilhas em estudo. Apesar do efetivo
caprino ser maior na Ilha de Santiago (República de
CaboVerde/MADRRM, 2004), seus rebanhos são me
nores. Em algumas das propriedades eles são com
postos por um único animal. Nesta ilha, as unidades
de produção possuem mais machos que fêmeas em
idade reprodutiva, devido à tradição local de consumir
carne de cabritos e bodes em datas festivas. Nas ilhas
do Fogo e Santo Antão, há rebanhos mais numerosos
que nas demais, o que possibilitou maior número de
animais amostrados nestas ilhas. As medidas biométricas são tomadas com base no
conhecimento que há grupos genéticos caprinos per
naltas e anões, caprinos de orelhas longas e caídas e
outros de orelhas eretas e curtas. Além disso, o baixo
custo na coleta e processamento dos dados biométri
cos, juntamente com o poder discriminante da análise
multivariada, permitem preconizá-las como técnicas
auxiliares no discernimento de populações caprinas. Estas medidas variam entre grupos genéticos e tam
bém se prestam à identificação racial, sendo utilizadas
para classificação de caprinos desde a segunda metade
do século passado. Para aprimorar estes estudos pas
sou-se a realizar a mensuração simultânea de várias
características e estabelecer índices entre medidas cor
porais (Bourzat et al. 1993, pp.667-74; Bouchel et al. 1997, pp.37-46). CARACTERIZAÇÃO BIOMÉTRICA DOS CAPRINOS DA REPÚBLICA DE CABO VERDE de distintividade (Alderson, 2018), a caracterização
fenotípica é uma ferramenta acessível e fácil de ser rea
lizada em programas de conservação e melhoramento
e os criadores são promotores de diversidade genética,
e devem, portanto, serem consultados nos programas
de conservação e melhoramento da raça. Devido à
falta de informações sobre os caprinos de Cabo Verde,
objetivou-se caracterizar e discernir fenotipicamente
as populações caprinas de Cabo Verde por meio de
marcadores biométricos. 1462 (Carvalho & Sá 2007, pp.124-5). Após a conquis
ta, as ilhas tornaram-se uma importante estação de
negociação marítima através da qual as raças caprinas
foram introduzidas e, posteriormente, influenciaram as
populações caprinas locais. O grau de influência varia
de uma ilha para outra. Com o passar dos séculos, os
caprinos cabo-verdianos, em cada ilha, evoluíram, em
grande parte, de forma isolada. Estes animais não são
reconhecidos oficialmente como uma raça. 1462 (Carvalho & Sá 2007, pp.124-5). Após a conquis
ta, as ilhas tornaram-se uma importante estação de
negociação marítima através da qual as raças caprinas
foram introduzidas e, posteriormente, influenciaram as
populações caprinas locais. O grau de influência varia
de uma ilha para outra. Com o passar dos séculos, os
caprinos cabo-verdianos, em cada ilha, evoluíram, em
grande parte, de forma isolada. Estes animais não são
reconhecidos oficialmente como uma raça. Cabo Verde possui aproximadamente 215,9 mil ca
beças caprinas (FAOSTAT, 2017). As ilhas de Santiago
(40,43%), Fogo (17,74%) e Santo Antão (16,05%) pos
suem maior efetivo caprino (República de Cabo Verde/
MADRRM, 2004). Embora a criação de caprinos seja
algo comum nas famílias rurais cabo-verdianas, espe
cialmente nas ilhas do Fogo, Santo Antão, São Nicolau,
Santiago e São Vicente, ela é feita ainda em pequena
escala e de forma rudimentar (Pecuária, 2011). INTRODUÇÃO A existência de caprinos nas Ilhas de Cabo Verde
tem sido conhecida desde o século 15, quando as ilhas
foram colonizadas pelos portugueses. Os caprinos ca
bo-verdianos foram oriundos, no período colonial, de
Portugal (Machado 2013, pp.11-8). É possível que a Arch. Zootec. 68 (263): 384-394. 2019. CARACTERIZAÇÃO BIOMÉTRICA DOS CAPRINOS DA REPÚBLICA DE CABO VERDE Archivos de zootecnia vol. 68, núm. 263, p. 379. MATERIAL E MÉTODOS Apesar de que hoje a caracterização
genética é a principal fonte de informação nas análises Para obter as medidas lineares corporais foi uti
lizada uma fita métrica, enquanto os caprinos eram
mantidos em posição correta de aprumos. As 16 ca
racterísticas avaliadas foram: altura de cernelha (AC),
distância da parte mais alta da cernelha ao chão; altura
das patas (AP); altura da garupa ao chão (AG); com
primento corporal (CC), distância entre a parte cranial
da tuberosidade maior do úmero e a tuberosidade
isquiática; comprimento de orelha (CO); circunferência Tabela I. Caprinos amostrados em cinco ilhas da República de Cabo Verde (Goats sampled on five islands in the Re
public of Cape Verde). Ilha
No de animais
Concelho
Localidades
Fogo
195
São Filipe
Vicente Dias, Genebra, Salto, Rocha Branca, Salto Acima, Monte
Grande
Santa Catarina
do Fogo
Achada Furna, Cabeça Fundão
Santiago
28
Tarrafal
São Miguel
Tarrafal
Achada Pizarra
São Nicolau
64
Ribeira Brava
Boqueirão, Caleijão
São Vicente
64
São Vicente
Ribeira do Calhau, Curral Tortolho, Ribeira de Vinha e Ribeira de
Julião
Santo Antão
182
Porto Novo
Ponte Sul e Aureliano
TOTAL
533
18 Tabela I. Caprinos amostrados em cinco ilhas da República de Cabo Verde (Goats sampled on five
public of Cape Verde). 18 PIRES, MACHADO, FONSECA, FONSECA, PILE E BRANDÃO Figura 1. Localização das principais ilhas da República de Cabo Verde e distribuição geográfica das locali
dades dentro das ilhas de Cabo Verde onde foi realizada a amostragem (Location of the main islands of the Republic of
Cape Verde and geographical distribution of the localities within the islands of Cape Verde where the sampling was carried out). Figura 1. Localização das principais ilhas da República de Cabo Verde e distribuição geográfica das locali
dades dentro das ilhas de Cabo Verde onde foi realizada a amostragem (Location of the main islands of the Republic of
Cape Verde and geographical distribution of the localities within the islands of Cape Verde where the sampling was carried out). rais. As demais 15 variáveis foram padronizadas e sub
metidas às análises de agrupamento e de componentes
principais. O critério para descarte de variáveis na análise
de componentes principais (ACP) seguiu as recomen
dações de Jolliffe (1973, pp.21-31). Estabeleceu-se que o
número de variáveis descartadas devia ser igual ao de
componentes cuja variância (autovalor) é inferior a 0,7. Archivos de zootecnia vol. 68, núm. 263, p. 380. MATERIAL E MÉTODOS Resumo da análise descritiva e de variância para medidas corporais (cm) em cinco populações
caprinas da República de Cabo Verde (Summary of the descriptive and variance analysis for body measurements (cm) in five
goat populations of the Republic of Cape Verde). AC
AP
PT
CC
CO
AG
CT
CCAB
LR
LCAB
LIL
LIS
CGA
PCA
TCH
DCH
Ilhas
***
***
***
***
***
*
**
***
*
***
***
***
***
***
***
ns
CV
5,90
9,61
10,31
7,50
9,44
6,09
7,11
6,26
8,11
7,36
8,94
9,64
7,25
8,22
22,85
12,28
Média
66,16
35,60
30,55
65,18
13,92
68,73
78,84
19,82
15,62
14,06
15,39
16,42
14,83
8,57
20,29
9,01
Desvio-
padrão
3,90
3,42
3,15
4,89
1,31
4,18
5,60
1,24
1,27
1,04
1,38
1,58
1,07
0,70
4,64
1,11
AC: altura de cernelha; AP: altura das patas; PT: profundidade torácica; CC: comprimento corporal; CO: comprimento da orelha; AG: altura
da garupa; CT: circunferência torácica; CCAB: comprimento da cabeça; LR: longitude do rosto; LCAB: largura da cabeça; LIL: largura da
garupa entre ílios; LIS: largura da garupa entre ísquios; CGA: comprimento de garupa; PCA: perímetro da canela; TCH: tamanho do chifre;
DHC: diâmetro do chifre; CV: coeficiente de variação; * P < 0,05; ** P < 0,01; *** P < 0,001; e ns: não-significativo. Tabela II. Resumo da análise descritiva e de variância para medidas corporais (cm) em cinco populações
caprinas da República de Cabo Verde (Summary of the descriptive and variance analysis for body measurements (cm) in five
goat populations of the Republic of Cape Verde). Após estes investimentos, a pecuária na ilha do Fogo
deixou de ser uma atividade tradicional, para ser uma
atividade econômica sustentável (Inforpress, 2011). Pelas anotações realizadas em campo, verificou-se
que em praticamente todos os rebanhos avaliados,
os reprodutores são oriundos do próprio rebanho, o
que está de acordo com Ayantunde et al. (2007, p.143),
analisando os sistemas de criação ovinos, caprinos e
bovinos no Oeste da África, em que observaram que
cerca de 75% dos animais advêm do próprio rebanho,
prática que contribui para aumento de endogamia. Observou-se que os criadores das diferentes ilhas
de Cabo Verde possuem preferência por reproduto
res da raça Majorera oriundos das ilhas Canárias ou
cruzamentos destes, devido, na opinião deles, terem
as melhores características físicas para um bom repro
dutor e por possuírem muitas características comuns
entre os tipos locais. MATERIAL E MÉTODOS torácica (CT), circunferência externa do tórax, ao nível
da cernelha; comprimento da cabeça (CCAB), medida
desde o occipital até o lábio inferior; longitude do rosto
(LR), medida entre a linha imaginária que une o ângulo
interno dos olhos e o ponto mais rostral da parte nasal;
largura da cabeça (LCAB), medida entre os arcos zigo
máticos; largura da garupa entre ílios (LIL), distância
entre as protuberâncias ilíacas; largura da garupa entre
ísquios (LIS), distância entre as pontas dos ísquios;
comprimento da garupa (CGA), distância entre a tu
berosidade coxal do ílio e a tuberosidade isquiática ou
anca-jarrete; perímetro da canela (PCA), medida do ter
ço médio da região metacarpiana do membro posterior
esquerdo; tamanho do chifre (TCH); diâmetro do chifre
(DCH). A profundidade torácica (PT) foi calculada pela
diferença entre duas medidas (AC - AP). A análise de agrupamento foi conduzida adotando-se
a distância generalizada de Mahalanobis (D2) como me
dida de dissimilaridade, e foi empregado o método de
agrupamento hierárquico Unweighted Pair Group Method
With Arithmetic Mean (UPGMA) para gerar os agrupa
mentos e, consequentemente, o dendrograma. Para a for
mação de grupos mutuamente exclusivos empregou-se o
método de otimização de Tocher. Avaliou-se, também, a
importância relativa das características para a divergên
cia segundo metodologia de Singh (1981, pp.237-45), o
coeficiente de correlação cofenética (CCC) para avaliar a
distorção provocada pelo agrupamento das populações
e, realizou-se o bootstrap com 1000 repetições para avaliar
a acurácia dos agrupamentos. Os dados biométricos foram tabulados em planilhas
do Excel e posteriormente analisados por da estatísti
ca descritiva, análise da variância, correlações entre as
variáveis e o teste Student Newman Keuls para compara
ção das médias das diferentes populações (raças e tipos
caprinos). Na análise de variância foi examinado o efeito
da população sobre as medidas biométricas. Preliminar
mente, foi realizado o teste do número de condições (NC),
de acordo Montgomery, Peck &Vining (2012, p.528), para
diagnóstico do efeito da multicolinearidade. Após essa
análise, foi identificada e descartada a variável PT, que
provocou forte multicolinearidade nas medidas corpo As análises foram realizadas pelos programas SAS
System for Windows NT, versão 8.0, licenciado pela Uni
versidade Federal de Viçosa (SAS, 1999) e GENES-versão
6.0 (Cruz, 2008). RESULTADOS E DISCUSSÃO CARACTERIZAÇÃO BIOMÉTRICA DOS CAPRINOS DA REPÚBLICA DE CABO VERDE Tabela II. MATERIAL E MÉTODOS Na ilha do Fogo observou-se grande variabilida
de dos caprinos quanto à sua forma e aptidão física,
promovida pelo sistema de criação baseado no uso
comum de recursos forrageiros locais, que facilita a
conexão natural entre rebanhos próximos, proporcio
nando fluxo gênico. Verificou-se que nas localidades
com maiores altitudes nesta ilha, os sistemas de cria
ção apresentaram melhor aptidão dos rebanhos. Estes
rebanhos caprinos são visados para produção leiteira
e, no próprio local, os criadores produzem queijos de
sabores peculiares, provavelmente devido às pastagens
de campos altos com espécies nativas, ou mesmo en
dêmicas. O projeto de Proteção dos Recursos Naturais
na Ilha do Fogo proporcionou este melhor desenvol
vimento da caprinocultura na ilha, principalmente
nas áreas de maior altitude, através da construção de
currais melhorados, bebedouros, laticínios familiares,
recuperação de pastagens degradadas e melhoria dos
animais com introdução de bodes das ilhas Canárias. Na análise descritiva e de variância realizada para
as diferentes medidas corporais nas cabras cabo-ver
dianas (Tabela II), observou-se que os coeficientes de
variação (CV), para todas as variáveis, variaram de 5,90
a 22,85%. As medidas que apresentaram os maiores CV
foram: tamanho do chifre (22,85%) e diâmetro do chifre
(12,28%). Os CV, para a maioria das medidas corporais
foram próximos a 10%. Estes CV indicam grau de va
riação fenotípica entre os indivíduos coletados e a exis
tência de variabilidade genética para as características
estudadas, passíveis de melhoria a partir de programas
de melhoramento genético intra-populacional. O resultado da análise de variância das diferentes
medidas corporais (Tabela II) mostrou diferença sig
nificativa entre as populações das cinco ilhas, para a
maioria das medidas avaliadas, exceto para diâmetro Tabela III. Médias estimadas pelos mínimos quadrados (lsmeans) para medidas corporais em cinco popula
ções caprinas da República de Cabo Verde (Medium estimated by least squares (lsmeans) for body measurements in five goat
populations of the Republic of Cape Verde). V. Coeficientes de correlação de Pearson entre medidas corporais (cm) em cinco populações caprinas da República de Cabo Verde (Pearson correlation
between body measurements (cm) in five goat populations of the Republic of Cape Verde).
AC
AP
PT
CC
CO
AG
CT
CCAB
LR
LCAB
LIL
LIS
CGA
PCA
TCH
DCH
1 00 Assim, elas
se caracterizam por serem as mais
profundas (PT = 32,59 cm), com a
maior circunferência torácica (CT
= 80,67 cm) e com o maior tama
nho dos chifres (TCH = 22,16 cm)
dentre as ilhas em estudo. Como a
CT está correlacionada com maior
peso corporal, pode-se concluir que
as cabras de São Nicolau possuem
maior peso à idade adulta em com
paração as demais. Na ilha de Santiago, as cabras
são as mais baixas (AC = 61,90 cm)
e possuem as menores: altura das
patas (AP = 32,08 cm); altura da
garupa (AG = 67,20 cm); circun
ferência torácica (CT = 75,65 cm);
comprimento da cabeça (CCAB
= 18,98 cm); e largura da cabeça
(LCAB = 13,33 cm) em relação às
demais ilhas. As cabras da ilha de
Santo Antão possuem as meno
res médias para as características
comprimento da garupa (CGA =
14,28 cm), tamanho do chifre (TCH
= 18,82 cm) e diâmetro do chifre
(DCH = 8,83 cm). Para AC e PT es
tas cabras obtiveram valores próxi
mos aos encontrados por Bouchel
et al. (1997, pp.37-46) em caprinos
do Rove, França, com média para As cabras da ilha de São Nico
lau apresentam as maiores médias
para as variáveis PT, CT, LR, LCAB,
LIL, LIS, PCA e TCH, e as menores
médias para CC e CO. Assim, elas
se caracterizam por serem as mais
profundas (PT = 32,59 cm), com a
maior circunferência torácica (CT
= 80,67 cm) e com o maior tama
nho dos chifres (TCH = 22,16 cm)
dentre as ilhas em estudo. Como a
CT está correlacionada com maior
peso corporal, pode-se concluir que
as cabras de São Nicolau possuem
maior peso à idade adulta em com
paração as demais. Na ilha de Santiago, as cabras
são as mais baixas (AC = 61,90 cm)
e possuem as menores: altura das
patas (AP = 32,08 cm); altura da
garupa (AG = 67,20 cm); circun
ferência torácica (CT = 75,65 cm);
comprimento da cabeça (CCAB
= 18,98 cm); e largura da cabeça
(LCAB = 13,33 cm) em relação às
demais ilhas. As cabras da ilha de
Santo Antão possuem as meno
res médias para as características
comprimento da garupa (CGA =
14,28 cm), tamanho do chifre (TCH
= 18,82 cm) e diâmetro do chifre
(DCH = 8,83 cm). Archivos de zootecnia vol. 68, núm. 263, p. 382. MATERIAL E MÉTODOS Ilha
AC
AP
PT
CC
CO
AG
CT
CCAB
LR
LCAB
LIL
LIS
CGA
PCA
TCH
DCH
Fogo
64,77b
37,23a
27,53c
68,27a
14,62a
68,37ab
78,30ab
19,03c
15,68ab
14,50a
16,04a
15,95c
15,67a
8,37b
20,79ab
9,05a
São
Nicolau
67,79a
35,21b
32,59a
61,09c
12,89b
68,82ab
80,67a
19,86b
16,01a
14,66a
16,07a
19,05a
14,41b
9,14a
22,16a
9,11a
Santiago
61,90c
32,08c
29,83b
61,55c
12,90b
67,20b
75,65b
18,98c
15,33b
13,33b
15,38ab
17,53b
14,70b
8,68b
21,89a
9,08a
Santo
Antão
66,76ab
34,55b
32,21a
64,58b
13,51b
68,72ab
78,76a
20,25ab
15,62ab
13,68b
14,99b
15,97c
14,28b
8,61b
18,82b
8,83a
São
Vicente
67,95a
35,82ab
32,13a
63,65bc
14,55a
70,13a
79,83a
20,86a
15,21b
13,66b
14,21c
16,16c
14,60b
8,41b
20,57ab
9,24a
Teste de Student Newman Keuls para as medidas corporais. Letras diferentes na mesma coluna indicam diferença significativa entre as
medidas. AC: altura de cernelha; AP: altura das patas; PT: profundidade torácica; CC: comprimento corporal; CO: comprimento da orel
ha; AG: altura da garupa; CT: circunferência torácica; CCAB: comprimento da cabeça; LR: longitude do rosto; LCAB: largura da cabeça;
LIL: largura da garupa entre ílios; LIS: largura da garupa entre ísquios; CGA: comprimento de garupa; PCA: perímetro da canela; TCH:
tamanho do chifre; e DHC: diâmetro do chifre. Archivos de zootecnia vol. 68, núm. 263, p. 381. PIRES, MACHADO, FONSECA, FONSECA, PILE E BRANDÃO PIRES, MACHADO, FONSECA, FONSECA, PIL
coefficients between body measurements (cm) in five goat populations of the Republic of Cape Verde). MATERIAL E MÉTODOS LCAB
0,17
0,14
0,04
0,34
0,19
0,21
0,33
0,10
0,33
1,00
LIL
0,20***
0,12**
0,10*
0,41***
0,18***
0,33***
0,42***
0,06ns
0,20***
0,45***
1,00
LIS
0,25***
-0,02ns
0,29***
0,12**
-0,05ns
0,20***
0,27***
0,16***
0,12**
0,28***
0,38***
1,00
CGA
0,18***
0,21***
-0,01ns
0,52***
0,29***
0,28***
0,32***
0,03ns
0,01ns
0,31***
0,43***
0,10***
1,00
PCA
0,37***
0,04ns
0,36***
0,23***
0,09*
0,29***
0,38***
0,42***
0,18***
0,21***
0,28***
0,35***
0,21***
1,00
TCH
0,22***
0,03ns
0,21***
0,30***
0,04ns
0,29***
0,53***
0,18***
0,26***
0,38***
0,42***
0,22***
0,29***
0,16**
1,00
DCH
0,32***
0,04ns
0,29***
0,35***
0,14**
0,40***
0,53***
0,30***
0,30***
0,32***
0,36***
0,24***
0,30***
0,29***
0,58***
1,00
AC: altura de cernelha; AP: altura das patas; PT: profundidade torácica; CC: comprimento corporal; CO: comprimento da orelha; AG: altura da garupa; CT: circunferência torácica; CCAB: comprimento
da cabeça; LR: longitude do rosto; LCAB: largura da cabeça; LIL: largura da garupa entre ílios; LIS: largura da garupa entre ísquios; CGA: comprimento de garupa; PCA: perímetro da canela; TCH:
tamanho do chifre; DHC: diâmetro do chifre; * P < 0,05; ** P < 0,01; *** P < 0,001; e ns: não-significativo. MATERIAL E MÉTODOS ,
,
PT
0,58***
-0,39***
1,00
CC
0,29***
0,28***
0,04ns
1,00
CO
0,18***
0,25***
-0,04ns
0,39***
1,00
AG
0,59***
0,32***
0,33***
0,33***
0,20***
1,00
CT
0,40***
-0,01ns
0,44***
0,40***
0,14**
0,40***
1,00
CCAB
0,45***
-0,03ns
0,51***
0,14**
0,11*
0,32***
0,43***
1,00
LR
0,13**
0,06ns
0,09*
0,19***
0,03ns
0,14**
0,34***
0,38***
1,00
LCAB
0,17***
0,14**
0,04ns
0,34***
0,19***
0,21***
0,33***
0,10*
0,33***
1,00
LIL
0,20***
0,12**
0,10*
0,41***
0,18***
0,33***
0,42***
0,06ns
0,20***
0,45***
1,00
LIS
0,25***
-0,02ns
0,29***
0,12**
-0,05ns
0,20***
0,27***
0,16***
0,12**
0,28***
0,38***
1,00
CGA
0,18***
0,21***
-0,01ns
0,52***
0,29***
0,28***
0,32***
0,03ns
0,01ns
0,31***
0,43***
0,10***
1,00
PCA
0,37***
0,04ns
0,36***
0,23***
0,09*
0,29***
0,38***
0,42***
0,18***
0,21***
0,28***
0,35***
0,21***
1,00
TCH
0,22***
0,03ns
0,21***
0,30***
0,04ns
0,29***
0,53***
0,18***
0,26***
0,38***
0,42***
0,22***
0,29***
0,16**
1,00
DCH
0,32***
0,04ns
0,29***
0,35***
0,14**
0,40***
0,53***
0,30***
0,30***
0,32***
0,36***
0,24***
0,30***
0,29***
0,58***
1,00
AC: altura de cernelha; AP: altura das patas; PT: profundidade torácica; CC: comprimento corporal; CO: comprimento da orelha; AG: altura da garupa; CT: circunferência torácica; CCAB: comprimento
da cabeça; LR: longitude do rosto; LCAB: largura da cabeça; LIL: largura da garupa entre ílios; LIS: largura da garupa entre ísquios; CGA: comprimento de garupa; PCA: perímetro da canela; TCH:
tamanho do chifre; DHC: diâmetro do chifre; * P < 0,05; ** P < 0,01; *** P < 0,001; e ns: não-significativo. do chifre (DCH). De acordo com
as médias das características das
diferentes populações caprinas
comparadas pelo teste de Student
Newman Keuls (Tabela III), ob
servou-se a formação de até três
grupos de médias. As cabras da
ilha do Fogo obtiveram as maiores
médias para AP, CC, CO, e CGA e
as menores médias para PT, LIS e
PCA. Assim, elas se caracterizam
por serem compridas (CC = 68,27
cm), pouco profundas (PT = 27,53
cm), pernaltas (AP = 37,23 cm), de
altura mediana (AC = 64,77 cm), de
orelhas de comprimento mediano
(CO = 14,62 cm), linha dorsal não
retilínea, ou seja, possui a garupa
mais alta que a cernelha. Poder-se
ia supor a possibilidade de uma
maior deposição de carne na garu
pa devido ao maior comprimento
da garupa (CGA = 15,67 cm) com
parado aos caprinos das demais
ilhas. MATERIAL E MÉTODOS AC
AP
PT
CC
CO
AG
CT
CCAB
LR
LCAB
LIL
LIS
CGA
PCA
TCH
DCH
AC
1,00
AP
0,52***
1,00
PT
0,58***
-0,39***
1,00
CC
0,29***
0,28***
0,04ns
1,00
CO
0,18***
0,25***
-0,04ns
0,39***
1,00
AG
0,59***
0,32***
0,33***
0,33***
0,20***
1,00
CT
0,40***
-0,01ns
0,44***
0,40***
0,14**
0,40***
1,00
CCAB
0,45***
-0,03ns
0,51***
0,14**
0,11*
0,32***
0,43***
1,00
LR
0,13**
0,06ns
0,09*
0,19***
0,03ns
0,14**
0,34***
0,38***
1,00
LCAB
0,17***
0,14**
0,04ns
0,34***
0,19***
0,21***
0,33***
0,10*
0,33***
1,00
LIL
0,20***
0,12**
0,10*
0,41***
0,18***
0,33***
0,42***
0,06ns
0,20***
0,45***
1,00
LIS
0,25***
-0,02ns
0,29***
0,12**
-0,05ns
0,20***
0,27***
0,16***
0,12**
0,28***
0,38***
1,00
CGA
0,18***
0,21***
-0,01ns
0,52***
0,29***
0,28***
0,32***
0,03ns
0,01ns
0,31***
0,43***
0,10***
1,00
PCA
0,37***
0,04ns
0,36***
0,23***
0,09*
0,29***
0,38***
0,42***
0,18***
0,21***
0,28***
0,35***
0,21***
1,00
TCH
0,22***
0,03ns
0,21***
0,30***
0,04ns
0,29***
0,53***
0,18***
0,26***
0,38***
0,42***
0,22***
0,29***
0,16**
1,00
DCH
0,32***
0,04ns
0,29***
0,35***
0,14**
0,40***
0,53***
0,30***
0,30***
0,32***
0,36***
0,24***
0,30***
0,29***
0,58***
1,00
AC: altura de cernelha; AP: altura das patas; PT: profundidade torácica; CC: comprimento corporal; CO: comprimento da orelha; AG: altura da garupa; CT: circunferência torácica; CCAB: comprimento
da cabeça; LR: longitude do rosto; LCAB: largura da cabeça; LIL: largura da garupa entre ílios; LIS: largura da garupa entre ísquios; CGA: comprimento de garupa; PCA: perímetro da canela; TCH:
tamanho do chifre; DHC: diâmetro do chifre; * P < 0,05; ** P < 0,01; *** P < 0,001; e ns: não-significativo. V. Coeficientes de correlação de Pearson entre medidas corporais (cm) em cinco populações caprinas da República de Cabo Verde (Pearson correlation
between body measurements (cm) in five goat populations of the Republic of Cape Verde).
AC
AP
PT
CC
CO
AG
CT
CCAB
LR
LCAB
LIL
LIS
CGA
PCA
TCH
DCH
1 00 ,
,
,
CC
0,29***
0,28***
0,04ns
1,00
CO
0,18***
0,25***
-0,04ns
0,39***
1,00
AG
0,59***
0,32***
0,33***
0,33***
0,20***
1,00
CT
0,40***
-0,01ns
0,44***
0,40***
0,14**
0,40***
1,00
CAB
0,45***
-0,03ns
0,51***
0,14**
0,11*
0,32***
0,43***
1,00
LR
0,13**
0,06ns
0,09*
0,19***
0,03ns
0,14**
0,34***
0,38***
1,00
CAB
0,17***
0,14**
0,04ns
0,34***
0,19***
0,21***
0,33***
0,10*
0,33***
1,00
LIL
0,20***
0,12**
0,10*
0,41***
0,18***
0,33***
0,42***
0,06ns
0,20***
0,45***
1,00
LIS
0,25***
-0,02ns
0,29***
0,12**
-0,05ns
0,20***
0,27***
0,16***
0,12**
0,28***
0,38***
1,00
GA
0,18***
0,21***
-0,01ns
0,52***
0,29***
0,28***
0,32***
0,03ns
0,01ns
0,31***
0,43***
0,10***
1,00
CA
0,37***
0,04ns
0,36***
0,23***
0,09*
0,29***
0,38***
0,42***
0,18***
0,21***
0,28***
0,35***
0,21***
1,00
CH
0,22***
0,03ns
0,21***
0,30***
0,04ns
0,29***
0,53***
0,18***
0,26***
0,38***
0,42***
0,22***
0,29***
0,16**
1,00
CH
0,32***
0,04ns
0,29***
0,35***
0,14**
0,40***
0,53***
0,30***
0,30***
0,32***
0,36***
0,24***
0,30***
0,29***
0,58***
1,00
altura de cernelha; AP: altura das patas; PT: profundidade torácica; CC: comprimento corporal; CO: comprimento da orelha; AG: altura da garupa; CT: circunferência torácica; CCAB: comprimento
cabeça; LR: longitude do rosto; LCAB: largura da cabeça; LIL: largura da garupa entre ílios; LIS: largura da garupa entre ísquios; CGA: comprimento de garupa; PCA: perímetro da canela; TCH:
anho do chifre; DHC: diâmetro do chifre; * P < 0,05; ** P < 0,01; *** P < 0,001; e ns: não-significativo. do chifre (DCH). De acordo com
as médias das características das
diferentes populações caprinas
comparadas pelo teste de Student
Newman Keuls (Tabela III), ob
servou-se a formação de até três
grupos de médias. As cabras da
ilha do Fogo obtiveram as maiores
médias para AP, CC, CO, e CGA e
as menores médias para PT, LIS e
PCA. Assim, elas se caracterizam
por serem compridas (CC = 68,27
cm), pouco profundas (PT = 27,53
cm), pernaltas (AP = 37,23 cm), de
altura mediana (AC = 64,77 cm), de
orelhas de comprimento mediano
(CO = 14,62 cm), linha dorsal não
retilínea, ou seja, possui a garupa
mais alta que a cernelha. Poder-se
ia supor a possibilidade de uma
maior deposição de carne na garu
pa devido ao maior comprimento
da garupa (CGA = 15,67 cm) com
parado aos caprinos das demais
ilhas. As cabras da ilha de São Nico
lau apresentam as maiores médias
para as variáveis PT, CT, LR, LCAB,
LIL, LIS, PCA e TCH, e as menores
médias para CC e CO. V. Coeficientes de correlação de Pearson entre medidas corporais (cm) em cinco populações caprinas da República de Cabo Verde (Pearson correlation
between body measurements (cm) in five goat populations of the Republic of Cape Verde).
AC
AP
PT
CC
CO
AG
CT
CCAB
LR
LCAB
LIL
LIS
CGA
PCA
TCH
DCH
1 00 Para AC e PT es
tas cabras obtiveram valores próxi
mos aos encontrados por Bouchel
et al. (1997, pp.37-46) em caprinos
do Rove, França, com média para
AC de 66,5 cm e para PT de 32,3
cm. Na ilha de São Vicente, as ca Archivos de zootecnia vol. 68, núm. 263, p. 382. CARACTERIZAÇÃO BIOMÉTRICA DOS CAPRINOS DA REPÚBLICA DE CABO VERDE bras possuem maior altura da garupa (AG = 70,13 cm),
comprimento da cabeça (CCAB = 20,86 cm), diâmetro
do chifre (DCH = 9,24 cm) e altura de cernelha (AC =
67,95 cm), caracterizando como as mais altas. Possuem
também as menores médias para longitude do rosto
(LR = 15,21 cm) e largura de garupa entre ílios (LIL =
14,21 cm). servadas foram não-significativas, a única negativa e
significativa foi entre AP e PT (-0,39), uma vez que AC
é a soma AP e PT. As maiores correlações foram entre:
AC e AG (0,59); AC e PT (0,58); e TCH e DCH (0,58). Já as menores correlações significativas foram entre:
CO e PCA (0,09); e PT e LR (0,09). As correlações ob
servadas foram, geralmente, inferiores as encontradas
por Teixeira et al. (2000, p. 184) e Ribeiro et al. (2004, p. 339). A correlação entre AC e CC observado nas cabras
cabo-verdianas foi similar ao encontrado por Ribeiro et
al. 2004, p. 339 para Graúna (0,28) e Moxotó (0,21), e foi
inferior ao observado para raça Canindé (0,47). As cabras de Cabo Verde avaliadas, em relação aos
caprinos das ilhas Canárias estudados por Capote et al. (1998, pp.168-69), obtiveram as menores médias para
as características: comprimento corporal (CC), altura
de garupa (AG) e circunferência torácica (CT). Para
altura das patas (AP), altura de cernelha (AC), largura
(LCAB) e comprimento da cabeça (CCAB), as cabras de
ambos arquipélagos foram similares entre si. O TCH
das cabras cabo-verdianas variaram de 18,82 a 22,15 cm
e foi, aproximadamente, similar ao encontrado por Ma
chado et al. (1998, p.363) nos caprinos norte-africanos
(20,5±5,30 cm).As cabras de Cabo Verde são pequenas
se comparadas com os valores de 68 a 78 cm de altura
de cernelha das raças espanholas (Herrera et al. 1996,
p.41; Capote et al. 1998, p.168).Contudo, os valores
da AC foram similares aos das cabras do Rove e das
mexicanas (Bouchel et al. 1997, p.40; Lauvergne et al. 1997, p.503; Vargas et al. 2005, p.531). V. Coeficientes de correlação de Pearson entre medidas corporais (cm) em cinco populações caprinas da República de Cabo Verde (Pearson correlation
between body measurements (cm) in five goat populations of the Republic of Cape Verde).
AC
AP
PT
CC
CO
AG
CT
CCAB
LR
LCAB
LIL
LIS
CGA
PCA
TCH
DCH
1 00 Em comparação
com os caprinos do Norte de Camarões avaliados por
Bourzat et al. (1993, p. 671), as cabras cabo-verdianas
apresentaram maior estatura e foram mais profundas,
pois o AC e PT os caprinos africanos foram, respecti
vamente, 50,2 cm e 23,5 cm. As características intrínsecas a cada população, ou
seja, as características mais relacionadas com as popu
lações, foram CCAB, LR, LCAB, CO e PC. Isso porque
elas possuem de baixa à média correlação com outras
medidas, já que são mais influenciadas pela população,
do que pela criação ou ambiente, fato também observa
do por Carneiro et al. (2010, pp. 58-65) em ovinos e por
Silva (2007, pp.65-75) em caprinos, onde as medidas
corporais AC, PT, AG e CT apresentaram as maiores
correlações entre si, pois sofrem maior influência do
ambiente, regime alimentar e sistema de criação. Médias e correlações observadas entre as variáveis
(Tabelas II, III e IV) justificam o uso de componentes
principais para averiguar o grau de importância das
características para a variabilidade total nos dados e
para discriminação dos indivíduos no diagrama de
dispersão. De acordo com os resultados obtidos para os com
ponentes principais, seus respectivos autovalores e
porcentagens da variância explicada (Tabela V), obser
va-se que dos 15 componentes principais, nove (60%)
apresentaram variância (autovalor) inferior a 0,7. Por As correlações de Pearson entre as característi
cas avaliadas foram em grande parte significativas
(P<0,05), positivas e de baixa à média magnitude
(Tabela IV). A maioria das correlações negativas ob Figura 2. Dispersão gráfica dos escores das cinco populações de cabras na República de Cabo Verde, em re
lação aos componentes principais (CP) 1 (abscissa) e 2 (coordenada). Populações: F: Ilha do Fogo; N: Ilha de
São Nicolau; T: Santiago; A: Santo Antão; V São Vicente (Graphical dispersion of the five goat populations in the Republic of
Cape Verde, in relation to the main components (CP) 1 (abscissa) and 2 (coordinate). Populations: F: Ilha do Fogo; N: St. Nicholas Island; T:
Santiago; A: Santo Antão; V São Vicente). Figura 2. Dispersão gráfica dos escores das cinco populações de cabras na República de Cabo Verde, em re
lação aos componentes principais (CP) 1 (abscissa) e 2 (coordenada). V. Coeficientes de correlação de Pearson entre medidas corporais (cm) em cinco populações caprinas da República de Cabo Verde (Pearson correlation
between body measurements (cm) in five goat populations of the Republic of Cape Verde).
AC
AP
PT
CC
CO
AG
CT
CCAB
LR
LCAB
LIL
LIS
CGA
PCA
TCH
DCH
1 00 Portanto,
a menor variação acumulada nos componentes prin
cipais, no presente estudo, se deve as baixas e médias
correlações entre as variáveis. No diagrama de dispersão gráfica (Figura 2) obser
vou-se que as cabras do Fogo encontraram-se predo
minantemente nos dois quadrantes superiores, espe
cialmente direito, enquanto as cabras de São Nicolau
encontram-se em ambos quadrantes inferiores e pre
dominaram no inferior direito. As cabras de Santo
Antão se posicionaram nos quadrantes inferiores. Os tanto, as nove variáveis que apresentarem maiores
coeficientes, em valor absoluto, a partir do último com
ponente principal, são passíveis de descarte, conforme
apresentado na Tabela VI. Para os rebanhos estudados,
os seis primeiros componentes principais foram se tanto, as nove variáveis que apresentarem maiores
coeficientes, em valor absoluto, a partir do último com
ponente principal, são passíveis de descarte, conforme
apresentado na Tabela VI. Para os rebanhos estudados,
os seis primeiros componentes principais foram se Tabela VI. Coeficientes de ponderação das variáveis com os nove componentes principais (CP’s) menos
importantes para explicar a variação total das características mensuradas em caprinos de Cabo Verde (Weight
ing coefficients of the variables with the nine major components (CPs) less important to explain the total variation of the characteristics measured in Cape Verde goats). V. Coeficientes de correlação de Pearson entre medidas corporais (cm) em cinco populações caprinas da República de Cabo Verde (Pearson correlation
between body measurements (cm) in five goat populations of the Republic of Cape Verde).
AC
AP
PT
CC
CO
AG
CT
CCAB
LR
LCAB
LIL
LIS
CGA
PCA
TCH
DCH
1 00 Populações: F: Ilha do Fogo; N: Ilha de
São Nicolau; T: Santiago; A: Santo Antão; V São Vicente (Graphical dispersion of the five goat populations in the Republic of
Cape Verde, in relation to the main components (CP) 1 (abscissa) and 2 (coordinate). Populations: F: Ilha do Fogo; N: St. Nicholas Island; T:
Santiago; A: Santo Antão; V São Vicente). Archivos de zootecnia vol. 68, núm. 263, p. 383. Archivos de zootecnia vol. 68, núm. 263, p. 383. Archivos de zootecnia vol. 68, núm. 263, p. 383. Archivos de zootecnia vol. 68, núm. 263, p. 383. PIRES, MACHADO, FONSECA, FONSECA, PILE E BRANDÃO lecionados, explicando 73,15% da variação total dos
dados avaliados (Tabela V). Tabela V. Componentes Principais (CP), au
tovalores (λi) e porcentagem da variância ex
plicada pelos componentes das característi
cas mensuradas em caprinos da República de
Cabo Verde (Main Components (CP) eigenvalues (λi) and
percentage of variance explained by the components of the cha
racteristics measured in goats of the Republic of Cape Verde). As características em ordem de menor importância
para explicar a variação total, foram: AC, TCH, CT,
CC, CGA, PCA, DCH, LIL e CO (Tabela VI). Conside
rando os resultados, verifica-se que as variáveis mais
importantes para discriminar os indivíduos neste es
tudo foram: AP, AG, CCAB, LR, LCAB e LIS. Entre as
15 variáveis avaliadas, apenas seis contribuíram para
uma maior discriminação das populações. Para outro
conjunto de populações, diferente desta amostragem,
os resultados das características mais ou menos discri
minantes, podem diferir deste resultado, necessitando
investigar cada situação. CP
λi
Variação
simples (%)
Variação
acumulada (%)
CP1
4,64
30,96
30,96
CP2
1,71
11,43
42,39
CP3
1,58
10,56
52,95
CP4
1,17
7,81
60,75
CP5
0,96
6,42
67,17
CP6
0,90
5,98
73,15
CP7
0,65
4,31
77,46
CP8
0,53
3,54
81,00
CP9
0,52
3,47
84,47
CP10
0,49
3,27
87,74
CP11
0,47
3,13
90,87
CP12
0,41
2,76
93,63
CP13
0,38
2,51
96,14
CP14
0,35
2,33
98,48
CP15
0,23
1,52
100,00 Observa-se que as características de menor impor
tância para explicar a variação total apresentaram cor
relações lineares simples e significativas com as demais
(Tabelas IV e VI). Manly (2008, pp.89-104) ressalta que,
quanto menor a correlação existente entre as variáveis,
mais componentes serão necessários para explicar a va
riação total dos dados e, se tais correlações forem muito
baixas, esse tipo de estudo não faz sentido. Archivos de zootecnia vol. 68, núm. 263, p. 384. AC: altura de cernelha; AP: altura das patas; CC: comprimento corporal; CO: comprimento da orelha; AG: altura da garupa; CT: circunfe
rência torácica; CCAB: comprimento da cabeça; LR: longitude do rosto; LCAB: largura da cabeça; LIL: largura da garupa entre ílios; LIS:
largura da garupa entre ísquios; CGA: comprimento de garupa; PCA: perímetro da canela; TCH: tamanho do chifre; e DHC: diâmetro do
chifre. AC: altura de cernelha; AP: altura das patas; CC: comprimento corporal; CO: comprimento da orelha; AG: altura da ga
rência torácica; CCAB: comprimento da cabeça; LR: longitude do rosto; LCAB: largura da cabeça; LIL: largura da garu
largura da garupa entre ísquios; CGA: comprimento de garupa; PCA: perímetro da canela; TCH: tamanho do chifre; e
chifre. AC: altura de cernelha; AP: altura das patas; CC: comprimento corporal; CO: comprimento da orelha; AG: altura da ga CARACTERIZAÇÃO BIOMÉTRICA DOS CAPRINOS DA REPÚBLICA DE CABO VERDE CARACTERIZAÇÃO BIOMÉTRICA DOS CAPRINOS DA REPÚBLICA DE CABO VERDE Figura 3. Dispersão gráfica dos escores da população de cabras de oito localidades da ilha do Fogo, em rela
ção aos componentes principais (CP) 1 (abscissa) e 2 (coordenada). Populações: V=Vicente Dias; G=Genebra;
S=Salto; R=Rocha Branca; A=Salto Acima; M=Monte Grande; F=Achada Furna; C=Cabeça Fundão (Graphic
dispersion of goat population scores from eight localities of Fogo Island, relative to the main components (CP) 1 (abscissa) and 2 (coordi
nate). Populations: V=Vicente Dias; G=Genebra; S=Salto; R=Rocha Branca; A=Salto Acima; M=Monte Grande; F=Achada Furna; C=Cabeça
Fundão.) Figura 3. Dispersão gráfica dos escores da população de cabras de oito localidades da ilha do Fogo, em rela
ção aos componentes principais (CP) 1 (abscissa) e 2 (coordenada). Populações: V=Vicente Dias; G=Genebra;
S=Salto; R=Rocha Branca; A=Salto Acima; M=Monte Grande; F=Achada Furna; C=Cabeça Fundão (Graphic
dispersion of goat population scores from eight localities of Fogo Island, relative to the main components (CP) 1 (abscissa) and 2 (coordi
nate). Populations: V=Vicente Dias; G=Genebra; S=Salto; R=Rocha Branca; A=Salto Acima; M=Monte Grande; F=Achada Furna; C=Cabeça
Fundão.) lhoramento genético, o que gera risco de perda da
diversidade e do patrimônio genético. Diante destes
fatos e também do distanciamento destes caprinos
com os das demais ilhas em estudo, analisou-se, em
particular, caprinos da ilha do Fogo com o objetivo de
saber se eles são melhor ou pior conservados. caprinos de Santiago encontram-se no quadrante in
ferior esquerdo em maior proximidade com as cabras
das ilhas de Barlavento (São Nicolau, Santo Antão e
São Vicente). As cabras de Santiago foram biometrica
mente mais similares as cabras das ilhas do norte, ou
Barlavento, que a vizinha ilha do Fogo, ou Sotavento. Isso deve ser explicado por outros fatores que possi
bilitaram o intercâmbio entre estas ilhas. Mesmo com
maior proximidade geográfica entre Santiago e Fogo
observou-se maior distanciamento entre estas cabras
por meio deste estudo com dados biométricos e ACP. As cabras de São Vicente ocuparam os quadrantes
inferiores, especialmente o direito. Caprinos oriundos
das ilhas de Barlavento (Santo Antão, São Vicente e São
Nicolau) agruparam-se na Figura 2 à semelhança da
proximidade física das ilhas que povoam. De acordo com o diagrama de dispersão gráfica
(Figura 3), observa-se que os rebanhos da ilha do Fogo
agruparam-se de acordo com a proximidade geográfica
entre eles. Estes rebanhos possuem vasta variabilidade,
o que pode ser observado devido à dispersão deles
em vários quadrantes. Archivos de zootecnia vol. 68, núm. 263, p. 385. V. Coeficientes de correlação de Pearson entre medidas corporais (cm) em cinco populações caprinas da República de Cabo Verde (Pearson correlation
between body measurements (cm) in five goat populations of the Republic of Cape Verde).
AC
AP
PT
CC
CO
AG
CT
CCAB
LR
LCAB
LIL
LIS
CGA
PCA
TCH
DCH
1 00 CP7
CP8
CP9
CP10
CP11
CP12
CP13
CP14
CP15
AC
0,03
-0,18
-0,07
0,19
-0,04
0,00
0,04
-0,16
-0,71
AP
-0,14
-0,14
0,24
0,10
-0,20
0,14
0,00
-0,03
0,49
CC
-0,36
-0,08
0,14
0,06
-0,05
-0,71
-0,10
0,16
-0,06
CO
0,65
0,11
0,16
0,11
-0,04
0,18
-0,11
0,07
-0,05
AG
0,11
0,47
-0,32
-0,39
0,30
-0,11
-0,16
0,27
0,15
CT
-0,09
-0,07
-0,31
0,25
-0,28
0,16
-0,59
-0,30
0,22
CCAB
0,01
-0,05
-0,12
0,31
0,23
-0,12
0,50
-0,05
0,35
LR
-0,24
0,39
0,23
0,01
0,08
0,16
-0,18
0,10
-0,20
LCAB
0,26
-0,40
-0,44
-0,16
0,23
-0,16
-0,01
-0,10
0,02
LIL
0,02
0,51
-0,17
0,07
-0,47
-0,04
0,43
-0,21
-0,03
LIS
0,17
0,11
0,36
0,35
0,29
-0,13
-0,26
0,06
0,08
CGA
-0,43
-0,04
-0,05
0,05
0,48
0,51
0,15
-0,06
-0,07
PCA
-0,12
-0,25
0,10
-0,51
-0,33
0,20
0,00
0,26
0,01
TCH
0,15
-0,23
0,08
0,21
-0,13
0,15
0,18
0,63
-0,03
DCH
0,17
-0,09
0,51
-0,40
0,12
-0,07
0,11
-0,49
0,04
AC: altura de cernelha; AP: altura das patas; CC: comprimento corporal; CO: comprimento da orelha; AG: altura da garupa; CT: circunfe
rência torácica; CCAB: comprimento da cabeça; LR: longitude do rosto; LCAB: largura da cabeça; LIL: largura da garupa entre ílios; LIS:
largura da garupa entre ísquios; CGA: comprimento de garupa; PCA: perímetro da canela; TCH: tamanho do chifre; e DHC: diâmetro do
chifre. Tabela VI. Coeficientes de ponderação das variáveis com os nove componentes principais (CP’s) menos
importantes para explicar a variação total das características mensuradas em caprinos de Cabo Verde (Weight
ing coefficients of the variables with the nine major components (CPs) less important to explain the total variation of the characteristics measured in Cape Verde goats). Archivos de zootecnia vol. 68, núm. 263, p. 384. CARACTERIZAÇÃO BIOMÉTRICA DOS CAPRINOS DA REPÚBLICA DE CABO VERDE A e R
predominaram no quadrante superior esquerdo e não
foram cruzadas com a raça Majorera. O dendrograma a partir de 15 variáveis em cinco
populações (Figura 4) colocou as cabras da ilha de
Fogo em ramo a parte das demais com 100% de acu
rácia. Agruparam-se num ramo as cabras das ilhas
de Santo Antão e São Vicente com 85% de acurácia,
enquanto as de São Nicolau e Santiago apresentaram
agrupamento incerto entre si, mas distintas das de
mais. Os agrupamentos das populações nas ilhas de
Santo Antão e São Vicente denota que a proximidade
geográfica de ambas foi importante para seu agrupa
mento, com suposta relação de parentesco entre estas
populações devido ao trânsito de animais entre estas
ilhas. As medidas corporais consideradas nas análises de
agrupamento foram AC, AP, CC, CO, AG, CT, CCAB,
LR, LCAB, LIL, LIS, CGA, PCA, TCH e DHC que apre
sentaram fraca multicolinearidade (NC<100) na amos
tra. Resultado semelhante foi encontrado em rebanhos
espanhóis de caprinos nativos (Herrera et al. 1996,
p. 46) em que a profundidade torácica não foi discri
minante, não devendo, portanto, ser considerada na
elaboração de estudos de diferenças raciais, e também
por Pires et al. (2013), com caprinos brasileiros e mar
roquinos. As cabras da ilha do Fogo são as mais distintas das
demais, isto devido a sua distância geográfica. Elas
apresentam melhor conformação corporal por esta
rem mais direcionados para a produção leiteira e são
submetidas a um melhor manejo nutricional que as
demais. Além disso, houve recentemente, a introdução
de bodes das ilhas Canárias em certas localidades da
ilha do Fogo. A análise de agrupamento, a partir das 15 medi
das corporais das fêmeas adultas (acima de dois anos
de idade), foi conduzida adotando-se a distância de
Mahalanobis (D2) como medida de dissimilaridade e
o método UPGMA. Verificou-se na matriz da distância
generalizada de Mahalanobis (D2) que o valor máxi
mo D2 foi entre as populações das ilhas do Fogo e São
Nicolau (22,73), as mais divergentes, enquanto o valor
mínimo foi entre Santo Antão e São Vicente (3,71),
as mais similares (Tabela VII). Em ambos os casos a
distância geográfica entre as ilhas pode explicar os
resultados encontrados. CARACTERIZAÇÃO BIOMÉTRICA DOS CAPRINOS DA REPÚBLICA DE CABO VERDE Em outros contextos, como
dos caprinos mexicanos, a análise discriminante com
variáveis canônicas canônica tem oferecido também
excelentes resultados nos agrupamentos (Sánchez Gu
tiérrez et al., 2018) No dendrograma (Figura 5) para as diferentes loca
lidades da ilha do Fogo, observa-se que o agrupamento
da localidade de Vicente Dias foi o mais divergente de
todos. As localidades Monte Grande, Achada Furna e
Cabeça Fundão agruparam-se formando um segundo
ramo. Este agrupamento foi concordante com o gráfico
de dispersão gráfica utilizando a ACP (Figura 3). A
localidade Genebra formou um terceiro ramo. Salto
Acima formou um agrupamento incerto com as locali
dades Salto e Rocha Branca. Os resultados dos dendrogramas foram facilmente
interpretáveis, mas não foi possível saber ao certo o nú
mero ótimo de grupos. Para contornar esta deficiência
utilizou-se o método de otimização de Tocher que pos
sibilitou verificar a formação de dois grupos distintos
utilizando as D2. Um composto pelas populações das
ilhas de Santo Antão, São Vicente, Santiago e São Ni
colau; outro grupo composto somente pela população
do Fogo. A formação dos grupos está de acordo com o
dendrograma obtido (Figura 4). Verificou-se, portanto,
que o método de otimização de Tocher e o método
hierárquico (UPGMA) foram concordantes na partição
dos grupos. Com a utilização do método de agrupamento UPG
MA, obteve-se CCC de 0,79 (Figura 4). A partir desse
coeficiente, infere-se que a distância D2 foi adequada
para resumir a informação do conjunto de dados e que
o método UPGMA proporcionou uma fidedigna repre
sentação gráfica dos agrupamentos. A acurácia obtida Figura 4. Dendrograma obtido a partir da distância
generalizada de Mahalanobis e do algoritmo UPGMA,
com base em caracteres biométricos evidenciando as
relações entre cinco populações caprinas da República
de Cabo Verde. As distâncias estão expressas em por
centagens na linha abaixo ao dendrograma e os valores
de bootstrap são indicados em cada nó (Dendrogram ob
tained from the generalized distance of Mahalanobis and the algo
rithm UPGMA, based on biometric characters evidencing the relations
among five caprine populations of the Republic of Cape Verde. The dis
tances are expressed in percentages in the line below the dendrogram
and the bootstrap values are indicated on each node). Figura 5. CARACTERIZAÇÃO BIOMÉTRICA DOS CAPRINOS DA REPÚBLICA DE CABO VERDE O rebanho mais padronizado
foi da localidade com maior altitude (cerca de 1064 m)
chamada Cabeça Fundão. Este rebanho possui maior
infusão de sangue Majorera tendo fêmeas F1 e F2 com
Majorera. Em proximidade a estes animais, encontram
-se as cabras oriundas de outras regiões com elevada
altitude também, como Achada Furna. Este maior per
centual de sangue Majorera nestas localidades se deve
ao projeto de raças melhoradas que levou a pecuária
praticada no Fogo a outros patamares, principalmente
para os criadores de caprinos de Cabeça do Monte,
Ribeira Filipe, Cabeça Fundão, Chã das Caldeiras e ou
tras localidades das zonas altas do Fogo, que já expor
tam raça caprina melhorada para as ilhas de Santiago,
Boavista e Brava (A semana, 2011). Este tipo de resultado serve como subsídio para
uma futura homologação, perante o Ministério da
Agricultura de Cabo Verde, e conservação dos grupos
genéticos caprinos existentes nas ilhas. Isso é impor
tante para o Cabo Verde, que ainda não possui nenhum
estudo da variabilidade genética molecular. Na ilha do Fogo foram amostradas localidades com
características bem distintas segundo a altitude. Os
rebanhos de áreas com maior altitude possuem, teo
ricamente, melhores condições para a prática da ca
prinocultura leiteira devido, provavelmente, ao maior
percentual de sangue exótico observado neste grupo
genético oriundo da introdução de bodes Majoreros
das ilhas Canárias (Inforpress, 2011). Em algumas lo
calidades destas ilhas, principalmente as com maior
altitude, está tendo absorção dos genótipos locais pela
raça Majorera devido ao plano governamental de me As cabras cabo-verdianas de M predominaram
nos quadrantes superiores e as de S encontraram-se,
praticamente, em mesmo número em cada quadrante
(superior e inferior), ou seja, foram as mais dispersas;
R encontraram-se em todos os quadrantes, mas pre
dominaram no superior esquerdo; A é nitidamente
majoritária no quadrante superior esquerdo; F está au PIRES, MACHADO, FONSECA, FONSECA, PILE E BRANDÃO nas junções do dendrograma foi igual e superior a 85%
em dois dos três nós formados. nas junções do dendrograma foi igual e superior a 85%
em dois dos três nós formados. sente no quadrante superior esquerdo e predomina no
superior direito; C no quadrante direito inferior; V nos
quadrantes inferiores; G particularmente no inferior
direito (Figura 3). Duas (M e F) das três subpopulações
da Ilha do Fogo onde foram realizados cruzamentos
com a raça Majorera, ficaram predominantemente no
quadrante superior direito, e C no inferior direito. CARACTERIZAÇÃO BIOMÉTRICA DOS CAPRINOS DA REPÚBLICA DE CABO VERDE Dendrograma obtido a partir da distância
generalizada de Mahalanobis e do algoritmo UP
GMA, com base em caracteres biométricos eviden
ciando as relações entre caprinos de diferentes lo
calidades da ilha do Fogo (Dendrogram obtained from the
generalized distance of Mahalanobis and the algorithm UPGMA,
based on biometric characters evidencing the relations among lo
calities of Fogo Island). Figura 4. Dendrograma obtido a partir da distância
generalizada de Mahalanobis e do algoritmo UPGMA,
com base em caracteres biométricos evidenciando as
relações entre cinco populações caprinas da República
de Cabo Verde. As distâncias estão expressas em por
centagens na linha abaixo ao dendrograma e os valores
de bootstrap são indicados em cada nó (Dendrogram ob
tained from the generalized distance of Mahalanobis and the algo
rithm UPGMA, based on biometric characters evidencing the relations
among five caprine populations of the Republic of Cape Verde. The dis
tances are expressed in percentages in the line below the dendrogram
and the bootstrap values are indicated on each node). Figura 4. Dendrograma obtido a partir da distância
generalizada de Mahalanobis e do algoritmo UPGMA,
com base em caracteres biométricos evidenciando as
relações entre cinco populações caprinas da República
de Cabo Verde. As distâncias estão expressas em por
centagens na linha abaixo ao dendrograma e os valores
de bootstrap são indicados em cada nó (Dendrogram ob
tained from the generalized distance of Mahalanobis and the algo
rithm UPGMA, based on biometric characters evidencing the relations
among five caprine populations of the Republic of Cape Verde. The dis
tances are expressed in percentages in the line below the dendrogram
and the bootstrap values are indicated on each node). Figura 5. Dendrograma obtido a partir da distância
generalizada de Mahalanobis e do algoritmo UP
GMA, com base em caracteres biométricos eviden
ciando as relações entre caprinos de diferentes lo
calidades da ilha do Fogo (Dendrogram obtained from the
generalized distance of Mahalanobis and the algorithm UPGMA,
based on biometric characters evidencing the relations among lo
calities of Fogo Island). Figura 5. Dendrograma obtido a partir da distância
generalizada de Mahalanobis e do algoritmo UP
GMA, com base em caracteres biométricos eviden
ciando as relações entre caprinos de diferentes lo
calidades da ilha do Fogo (Dendrogram obtained from the
generalized distance of Mahalanobis and the algorithm UPGMA,
based on biometric characters evidencing the relations among lo
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São Nicolau e São Vicente apresentam características
biométricas diferenciadas entre si. As cabras do Fogo
são um grupo a parte das demais cabras cabo-verdia
nas. Era esperado que os grupos genéticos oriundos
das ilhas de Sotavento se agrupassem, porém as cabras
de Santiago são mais próximas das populações capri
nas das ilhas de Barlavento. As populações caprinas
das ilhas de Barlavento agrupam-se pelas distâncias
geográficas. Os rebanhos da ilha do Fogo agrupam-se
pela proximidade geográfica entre as localidades da
ilha e dos locais onde são realizados cruzamentos com
a raça Majorera de Canárias. Sugere-se aumentar o
número de caprinos amostrados na ilha de Santiago
e realizar estudos de caracterização genética por meio
de marcadores moleculares para verificar, com maior
acurácia, se a ocorrência destes agrupamentos com o
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plication of multifactorial discriminant analysis in the morphostructural
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vol. 22, no. 1, pp. 39-47. Inforpress 2011, Agência de Notícias de Cabo Verde, viewed 30 July
2011,<http://www.inforpress.publ.cv>. Jolliffe, IT1973 ‘Discarding variables in a principal component analysis. II. Real data’, Applied Statistics, vol.22, p.21-31. Lauvergne, JJ, Bouchel, D, Minvielle, F, Guibert, É 1997, ‘Étude mor
pho-biométrique de la chèvre du Rove. II. Longueurd’oreille (LO) et
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P, Silva, HD 1998, ‘Morfo-biometria no estudo comparativo de po
pulações caprinas’, Genetics and Molecular Biology, vol.21, no.3. (supplement), pp.363. Machado, TMM 2013 ‘Os pequenos ruminantes na história da pecuária
brasileira’, Proceedings of the X Workshop de Produção de Caprinos
na Região da Mata Atlântica, Embrapa, Juiz de Fora, pp. 11-45. AGRADECIMIENTOS Manly, BJF 2008, Métodos estatísticos multivariados: Uma introdução,
3rd edn, Bookman, Porto Alegre. Agradecimentos a CAPES, CNPq (Projeto
490488/2008-0), Empresa Brasileira de Pesquisa Agro
pecuária (EMBRAPA-CNPC) e a Direção Geral da
Agricultura Silvicultura e Pecuária (DGASP-Cabo Ver
de) pelos auxílios concedidos. Montgomery, DC, Peck, EA & Vining, GG 2012, Introduction to Linear
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‘Comparaison morpho-biométrique dês chèvesau Nord Cameroun
et au Tchad’, Revued ‘Élevage et de Médecine Vétérinaire des Pays
Tropicaux, vol.46, no. 4, pp. 667-74.<http://revues.cirad.fr/index. php/REMVT/issue/view/792>. Todos os caracteres biométricos mensurados (AC,
AP, CC, CO, AG, CT, CCAB, LR, LCAB, LIL, LIS, CGA,
PCA, TCH e DHC) contribuíram para a determinação
da divergência genética entre as populações, em maior
ou menor proporção. Quanto à importância relativa
das características para a divergência segundo a me
todologia de Singh (1981), a medida da garupa entre
ísquios apresentou maior contribuição relativa para a
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Bouchel, D, Lauvergne, JJ, Guibert, E & Minvielle, F 1997,‘Étudemor
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ous-sternale (IGs) chezfemelles’, Revue de Médecine Vétérinaire, vol. 148, no. 1, pp 37-46. Rodero, E, Herrera, M & Gutiérrez, MJ 1992, ‘Morphostructural evolu
tion of the Blanca Serrana caprine breed based of their crossing for
milking aptitude’, Archivos de Zootecnia, vol.41 (extra), pp.519-530. SAS/STAT. User´sguide. Versão 8.0. Cary: SAS Institut Inc., 1999. Archivos de zootecnia vol. 68, núm. 263, p. 387. PIRES, MACHADO, FONSECA, FONSECA, PILE E BRANDÃO Singh, D 1981, ‘The relative importance of characters affecting genetic
divergence’, Indian Journal of Genetics, vol.41, no.2, pp. 237-245. Sánchez Gutiérrez, R.A. et al. 2018. ‘Caracterización morfológica de
un rebaño de conservación de cabras criollas en Zacatecas, México’,
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De-Palmitoylation of Tissue Factor Regulates Its Activity, Phosphorylation and Cellular Functions
|
Cancers
| 2,021
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cc-by
| 13,787
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De-Palmitoylation of Tissue Factor Regulates Its Activity,
Phosphorylation and Cellular Functions Camille Ettelaie 1,*
, Sophie Featherby 1, Araci M. R. Rondon 2
, John Greenman 1
, Henri H. Versteeg 2 and
Anthony Maraveyas 3 Camille Ettelaie 1,*
, Sophie Featherby 1, Araci M. R. Rondon 2
, John Greenman 1
, Henri H. Versteeg 2 and
Anthony Maraveyas 3 , Sophie Featherby 1, Araci M. R. Rondon 2
, John Greenman 1
, Henri H. Versteeg 2 and
as 3 Camille Ettelaie 1,*
,
Anthony Maraveyas 3 1
Biomedical Section, University of Hull, Cottingham Road, Hull HU6 7RX, UK; y
g
S.Featherby-2016@hull.ac.uk (S.F.); j.greenman@hull.ac.uk (J.G.)
2
Einthoven Laboratory for Vascular and Regenerative Medicine, Division of Thrombosis and Hemostasis,
Department of Internal Medicine, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands;
A.M.da_Rocha_Rondon@lumc.nl (A.M.R.R.); H.H.Versteeg@lumc.nl (H.H.V.)
3
Division of Cancer-Hull York Medical School, University of Hull, Cottingham Road, Hull HU6 7RX, UK;
anthony.maraveyas@hey.nhs.uk
*
Correspondence: C.Ettelaie@hull.ac.uk; Tel.: +44-(0)1482-465528; Fax: +44-(0)1482-465458 *
Correspondence: C.Ettelaie@hull.ac.uk; Tel.: +44-(0)1482-465528; Fax: +44-(0)1482-465458 Simple Summary: The relationship between cancer and blood clotting has been well established. The activation of blood coagulation proteins regulates the fate of cells and is known to be used by
cancer cells to enhance survival and proliferation. Cells strictly regulate the initiation of coagulation
through controlling the action of the protein “tissue factor (TF)”. In addition to initiating clotting,
TF also acts as a deciding factor to determine the extent of damage and instructs cells to proliferate
and repair or, when severely damaged, to die. Therefore, normal cells keep TF in a dormant state,
achieved through mechanisms called “TF encryption”. Understanding the mechanisms by which
the cells control the activity of TF is crucial, especially since cancer cells bypass these regulatory
mechanisms, ensuring survival and tumour growth. This study has elucidated essential molecular
mechanisms by which cells regulate TF clotting activity, and also the cellular signals arising from
these.
Citation: Ettelaie, C.; Featherby, S.;
Rondon, A.M.R.; Greenman, J.;
Versteeg, H.H.; Maraveyas, A. De-Palmitoylation of Tissue Factor
Regulates Its Activity,
Phosphorylation and Cellular
Functions. Cancers 2021, 13, 3837. https://doi.org/10.3390/cancers
13153837
Academic Editor: Florian Langer
Received: 15 June 2021
Accepted: 26 July 2021
Published: 30 July 2021
Citation: Ettelaie, C.; Featherby, S.;
Rondon, A.M.R.; Greenman, J.;
Versteeg, H.H.; Maraveyas, A. De-Palmitoylation of Tissue Factor
Regulates Its Activity,
Phosphorylation and Cellular
Functions. Cancers 2021, 13, 3837. De-Palmitoylation of Tissue Factor Regulates Its Activity,
Phosphorylation and Cellular Functions https://doi.org/10.3390/cancers
13153837
Academic Editor: Florian Langer
Received: 15 June 2021
Accepted: 26 July 2021
Published: 30 July 2021 cancers cancers cancers 1. Introduction Uncontrolled coagulation arising from tissue factor (TF) activity has been implicated
in both arterial and venous thrombosis with potentially fatal outcomes [1,2]. TF encryption
refers to the post-translational suppression of TF procoagulant activity on the surface of
cells. Unperturbed or non-activated cells present little TF activity despite the presence
of TF antigen on the cell surface. Interestingly, encrypted TF may form a complex with
fVIIa without promoting significant coagulation, and the kinetics of this interaction have
previously been studied [3]. However, it is suggested that the affinity between these
two proteins is amplified following decryption. The mechanism of TF decryption is
not currently understood, although at least four mechanisms have been suggested [4–8]. However, none of these alone is sufficient to explain the observed tight regulation of TF
activity. y
TF has a small cytoplasmic domain that has no kinase activity and is not thought
to be required for its procoagulant activity [9,10]. However, Ser253 and Ser258 within
the cytoplasmic domain of TF are phosphorylated following de-palmitoylation of the
cytoplasmic domain [11,12] and are capable of regulating the incorporation of TF into
microvesicles [13]. The role of phosphorylation in the regulation of incorporation of
TF into microvesicles has been characterised [13–17]. Phosphorylation of Ser253 per-
mits the interaction of TF with the cytoskeletal protein filamin-A, which is required
for the trafficking of TF to the site of microvesicle formation [14–16]. Palmitoylation
of Cys245 within the cytoplasmic domain of human TF was one of the earliest post-
translational modifications reported [18] and was suggested to be a means of anchoring TF
in cholesterol-rich lipid rafts [5,6] containing procoagulant phospholipids [4,11,19]. How-
ever, experimental data indicated that the procoagulant activity of TF is reduced following
palmitoylation [11,12,19]. It has also been shown that de-palmitoylation of TF enhances
and precedes TF phosphorylation [11]. We have recently shown that subsequent TF phos-
phorylation at Ser253 results in increased TF procoagulant activity [14] as well as TF release
within cell-derived microvesicles [13]. Other studies have shown that the association of
TF with lipid-raft occurs as part of the mechanism of TF release into microvesicles [14,20]
and control of TF procoagulant activity [21–23]. In this study, we hypothesised that the
de-palmitoylation of TF alters the orientation of the transmembrane domain of TF within
the plasma membrane.
Abstract: In this study, the role of de-palmitoylation of tissue factor (TF) in the decryption of its
activity was explored. TF-tGFP constructs were prepared by mutagenesis-substitution at Cys245
to prevent or mimic palmitolyation. Additionally, to reduce TF de-palmitoylation, the expression
of palmitoyl-protein thioesterases (PPT) was suppressed. Other TF mutants were prepared with
altered flexibility, hydrophobicity or length of the transmembrane domain. The outcome of these
alterations on fXa-generation, fVIIa binding, Ser253 phosphorylation and TF-microvesicle release
were assessed in endothelial cells, and the influence on endothelial and MCF-7 cell proliferation and
apoptosis was analysed. Preventing TF palmitoylation (TFSer245-tGFP), increasing the hydropho-
bicity (TFPhe241-tGFP) or lengthening (TFLongTM-tGFP) of the transmembrane domain enhanced
fXa-generation in resting cells compared to cells expressing TFWt-tGFP, but fXa-generation was not
further increased following PAR2 activation. Extending the available length of the transmembrane
domain enhanced the TF-tGFP release within microvesicles and Ser253 phosphorylation and in-
creased cell proliferation. Moreover, prevention of PKCα-mediated Ser253 phosphorylation with
Gö6976 did not preclude fXa-generation. Conversely, reducing the hydrophobicity (TFSer242-tGFP),
shortening (TFShortTM-tGFP) or reducing the flexibility (TFVal225-tGFP) of the transmembrane domain
suppressed fXa-generation, fVIIa-HRP binding and Ser253 phosphorylation following PAR2 activa-
tion. PPT knock-down or mimicking palmitoylation (TFPhe245-tGFP) reduced fXa-generation without
affecting fVIIa binding. This study has for the first time shown that TF procoagulant activity is
regulated through de-palmitoylation, which alters the orientation of its transmembrane domain and
is independent of TF phosphorylation. However, Ser253 phosphorylation is facilitated by changes in
the orientation of the transmembrane domain and can induce TF-cellular signalling that influences
cellular proliferation/apoptosis. 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. Copyright: © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article
distributed
under
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terms
and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/). 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/
/) creativecommons.org/licenses/by/ https://www.mdpi.com/journal/cancers Cancers 2021, 13, 3837. https://doi.org/10.3390/cancers13153837 Cancers 2021, 13, 3837 2 of 20 Keywords: tissue factor; factor VIIa; encryption; palmitoylation; transmembrane-domain; palmitoyl-
protein thioesterase 1. Introduction This in turn could permit the transfer and association of TF with
thicker membrane regions such as cholesterol-rich microdomains, which contain lipids
that support TF activity. We also explored the association of these events with TF-mediated
proliferative and pro-apoptotic signals. 2.1. Site-Directed Mutagenesis The pCMV6-Ac-TF-tGFP plasmid DNA (OriGene/Insight Biotechnology, Wembley,
UK) was used to express wild-type or variant forms of TF, as previously described [13,24,25]. Preparations of pCMV6-Ac-tGFP (control) and pCMV6-Ac-TFAla253-tGFP were described
previously [13]. Single amino acid-substitutions or deletions were carried out to obtain
the mutants, as illustrated in Table 1, using the primer pairs indicated. All procedures
were carried out using the Q5-site directed mutagenesis kit (New England Biolabs, Hitchin,
UK) according to the manufacturer’s procedure. All mutants were verified by sequencing
(Eurofin MWG, Wolverhampton, UK). 3 of 20 Cancers 2021, 13, 3837 Table 1. The list of TF variants and DNA primers used for mutagenesis. Plasmid
Mutation
Primer Set
pCMV-Ac-TFSer245-tGFP
Cys245→Ser
5′-TCTACACAAGAGTAGAAAGGCAG
5′-GATATAGCCAGGATGATG
pCMV-Ac-TFPhe245-tGFP
Cys245→Phe
5′-CTACACAAGTTTAGAAAGGCAG
5′-AGATATAGCCAGGATGATG
pCMV-Ac-TFPhe241-tGFP
Ser241→Phe
5′-GTGGCTATATTTCTACACAAGTG
5′GATGATGACAAGGATGATG
pCMV-Ac-TFSer242-tGFP
Leu242→Ser
5′-GGCTATATCTTCACACAAGTGTAG
5′-AGGATGATGACAAGGATG
pCMV-Ac-TFShortTM-tGFP
Ser241-Leu242-del
5′-CACAAGTGTAGAAAGGCAG
5′-TATAGCCAGGATGATGAC
pCMV-Ac-TFLongTM-tGFP
Ser243-Leu244-add
5′-TCCCTGCACAAGTGTAGAAAGGCAG
5′-TAGAGATATAGCCAGGATG
pCMV-Ac-TFVal225-tGFP
Gly225→Val
5′-TACATCATTGTAGCTGTGGTATTTG
5′-GAATATTTCTCTGAATTCCC Table 1. The list of TF variants and DNA primers used for mutagenesis. 2.2. Cell Culture, Transfection and Cellular Activation 2.2. Cell Culture, Transfection and Cellular Activation Human dermal blood primary endothelial cells (HDBEC) and coronary artery endothe-
lial cells (HCAEC) devoid of endogenous TF were cultured in MV media containing 5%
(v/v) foetal calf serum (FCS) and growth supplements (PromoCell, Heidelberg, Germany). MCF-7 and MDA-MB-231 breast cancer cell lines (ATCC, Teddington, UK) expressing low
and high levels of TF were cultured in EMEM and DMEM, respectively, containing 10%
(v/v) FCS. Cells (5 × 105) were seeded out into 48-well plates and transfected with 0.5 µg of
pCMV6-Ac-TF-tGFP plasmid DNA or, alternatively, mutant forms of the plasmid, as shown
in Table 1. Transfection of the cells was carried out using TransIT-2020 (Geneflow, Lichfield,
UK) according to the manufacturer’s instructions. Cells were permitted to express the
proteins for 48 h, and the expression of the TF variants was confirmed by flow cytometry as
before [13,14]. Prior to experiments, cells were pre-adapted to respective serum-free media
for 1 h and then activated by incubation with protease-activated receptor 2-activating
peptide (PAR2-AP); SLIGKV; (20 µM). In some experiments, cells were transfected with a
specific set of SilencerSelect®-siRNA (10 pmol; Life Technologies, Paisley, UK) to suppress
the expression of palmitoyl–protein thioesterase (PPT) 1 and 2 concurrently, or transfected
with a comparable set of control siRNA (10 pmol; Life Technologies) for 48 h prior to activa-
tion. The concentration of siRNA to knock-down PPT1 and PPT2 expression was optimised
by western blot. 2.1. Site-Directed Mutagenesis To block the phosphorylation of TF at Ser253, cells were pre-incubated
with the PKC inhibitor Gö6976 (100 nM; R&D Systems, Abingdon, UK) for 40 min, prior to
activation. 2.3. Cell Proliferation and Apoptosis Assays Cell numbers were determined by staining with crystal violet as previously de-
scribed [26,27] and calculated from a standard curve. In addition, cellular apoptosis
was quantified using the TiterTACS™Colorimetric Apoptosis Detection Kit (AMS Biotech-
nology, Abingdon, UK) according to the manufacturer’s instructions [28,29]. 2.4. Determination of Microvesicle Density and TF Antigen 2.5. Cell-Based Factor Xa-Generation Assay Cell surface TF-fVIIa activity was measured by modification of previously described
procedures [3,24,31]. Cells (5 × 104) were seeded out into 48-well plates and transfected
with the appropriate wild-type or mutant TF plasmids, as shown in Table 1. The cells were
washed with phosphate-buffered saline (PBS) pH 7.4 and then pre-adapted to serum-free
medium. The cells were incubated with PAR2-AP for up to 60 min and then washed and
incubated with fVIIa (20 nM; Enzyme Research Labs, Swansea, UK) in HEPES-buffered
saline (HBS) pH 7.4, containing 1% (w/v) bovine serum albumin (BSA) and 5 mM CaCl2
(100 µL) for an additional 10 min. Finally, the samples were supplemented with fX (100 nM)
together with fXa substrate (0.2 mM; Hyphen) diluted in the same buffer (100 µL). The
samples were incubated for 60 min to develop the colour. Aliquots (150 µL) were then
transferred to a 96-well plate containing 2% (v/v) acetic acid (50 µL) and the absorptions
were measured immediately at 405 nm. The amount of fXa generated was determined
using a standard curve prepared using fXa (Enzyme Research Labs). To inhibit cell surface
TF activity, cells were pre-incubated with the inhibitory anti-TF antibody HTF1 (40 µg/mL;
eBioscience/Thermo Scientific, Warrington, UK) prior to the addition of fVIIa [15]. 2.4. Determination of Microvesicle Density and TF Antigen The release of microvesicles was examined using the Zymuphen MP-assay kit (Hyphen
BioMed/Quadratech, Epsom, UK) and the microvesicle density was determined from the
standards provided. The properties of the MV were previously confirmed [29,30]. The Cancers 2021, 13, 3837 4 of 20 released microvesicle-associated TF antigen was measured using the Quantikine TF-ELISA
kit (R & D Systems) according to the manufacturer’s instructions. Cell surface TF antigen
was measured in situ using an ELISA-based procedure as previously described [15,24]. 2.8. Confocal Microscopy HDBEC (5 × 104) were seeded out into 35 mm glass-based µ-dishes (InVitro Scien-
tific/Cellvis, Sunnyvale, CA, USA) and transfected to express wild-type or variants of
TF-tGFP [14,31]. In some experiments, the cells were co-transfected with siRNA to silence
the expression of PPT1 and PPT2, concurrently. Sets of cells were activated with PAR2-AP
for 30 min and then fixed and labelled with DAPI (2 µg/mL) [14,31]. The samples were
then analysed by confocal microscopy at room temperature using a Zeiss LSM 710 confocal
microscope with a ×63 water immersion objective. Images were acquired using the ZEN
software (Carl Zeiss Ltd., Welwyn Garden City, UK) and analysis of the aggregate sizes was
carried out using the ImagePro Plus software (Media Cybernetics, Bethesda, MD, USA). 2.9. Statistical Analysis All data represent the calculated mean values from the number of experiments stated
in each figure legend ± the calculated standard error of the mean. Statistical analysis was
carried out using the Statistical Package for the Social Sciences (SPSS Inc., Chicago, IL,
USA). Significance was determined using one-way ANOVA (analysis of variance) and
Tukey’s honest significance test or, where appropriate, by paired t-test. 2.6. Factor VIIa Binding Assay Analysis of PPT1 Cancers 2021, 13, 3837 5 of 20 and PPT2 expression in cell lysates with and without siRNA-mediated silencing of PPT
was carried out using rabbit anti-human PPT1 and PPT2 antibodies (CloudClone/Insight
Biotechnology, Wembley, UK) diluted 1:2000 (v/v) in TBST and detected as above. and PPT2 expression in cell lysates with and without siRNA-mediated silencing of PPT
was carried out using rabbit anti-human PPT1 and PPT2 antibodies (CloudClone/Insight
Biotechnology, Wembley, UK) diluted 1:2000 (v/v) in TBST and detected as above. 3.1. Validation of the fVIIa-HRP Conjugation and fVIIa Activity Prior to usage, the ability of the fVIIa-HRP conjugate preparation to bind to recom-
binant TF (Supplementary Figure S1A) and cell surface TFWt-tGFP (Supplementary Fig-
ure S1B) was confirmed in human primary endothelial cells. Additionally, fVIIa-HRP
and non-conjugated fVIIa exhibited similar fXa-generation activities (Supplementary Fig-
ure S1C). 2.6. Factor VIIa Binding Assay In order to measure the binding of fVIIa to cell-surface TF, fVIIa (30 µg) was conjugated
to horseradish peroxidase (HRP) using the Innova Lightning-link HRP kit (Expedeon,
Cambridge, UK). A similar control was also prepared by conjugating BSA (30 µg) to HRP. After neutralisation of excess HRP, the specificity of the fVIIa to interact with TF was
confirmed as follows; 96-well plates were coated with recombinant Innovin TF (13 ng/mL;
Dade Behring, Deerfield, MA, USA) in PBS containing BSA (1% w/v), or coated with the
vehicle solution alone by incubating overnight at 4 ◦C. In parallel experiments, sets of
endothelial cells (5 × 104) were plated out into 48-well plates and transfected to express
TF-tGFP or tGFP, along with non-transfected cells. All plates were washed with PBS and
incubated with fVIIa-HRP (20 nM) (100 µL) for 15 min. The plates were then washed
three times with PBS, and HRP activity was determined using the TMB One-solution HRP
substrate (200 µL). Aliquots (150 µL) of the substrate were then transferred into fresh
wells containing 2 M H2SO4 (50 µL), and the absorptions were determined at 450 nm. The amount of bound fVIIa-HRP was determined from a standard curve prepared with a
range of concentrations of fVIIa-HRP (100 µL). To confirm the fVIIa activity of the HRP-
conjugated preparations, fXa-generation potential was determined on both endothelial cells
transfected to express TF and also immobilised-recombinant TF using a range of fVIIa-HRP
concentrations (0–10 nM) and compared to fXa generation using unlabelled-fVIIa. 2.7. Immunoprecipitation of TF and Western Blot Analysis of TF Phosphorylation TF-tGFP was immunoprecipitated from cells lysed in PhosphoSafe buffer (Novagen/
Merck Millipore, Watford, UK) using anti-tGFP-magnetic beads (clone 2H8) (25 µL, Ori-
Gene/Insight Biotechnology) or, in some cases, using anti-TF antibody (HTF1) followed
by protein A-magnetic bead purification, as previously described [24,25]. The samples
were separated by SDS-PAGE, transferred onto nitrocellulose membranes and probed
with a rabbit anti-TF antibody (FL295) (Santa Cruz Biotechnology, Heidelberg, Germany)
diluted 1:4000 (v/v) in TBST. The membranes were developed with goat anti-rabbit al-
kaline phosphatase-conjugated antibody (Santa Cruz), diluted 1:4000 (v/v), and bands
were visualised using the Western Blue stabilised alkaline phosphatase-substrate (Promega,
Southampton, UK). Phosphorylation of TF on Ser253 was detected in the immunoprecipi-
tated samples using a rabbit anti-phospho-PKC-substrate motif antibody (Cell Signalling
Technology) diluted 1:2000 (v/v) in TBST buffer and detected as above. 3.2. Non-Active/Encrypted TF Is Capable of Binding fVIIa without Increasing Procoagulant
Activity (A) The ability of HDBEC (5 × 104) expressing either
TF-tGFP or tGFP to support fXa-generation was measured before and after activation of the cells with PAR2-AP (20 µM) for
up to 60 min. (n = 10, * = p < 0.05 vs. non-activated cells expressing tGFP; # = p < 0.05 TFWt-tGFP samples vs. non-activated
cells expressing TFWt-tGFP.) (B) HDBEC were incubated with fVIIa-HRP (20 nM) for 10 min and washed, and the amount
of bound fVII-HRP was determined using HRP substrate. (n = 3, * = p < 0.05 vs. respective cells expressing tGFP.) (C)
HDBEC were pre-incubated with the inhibitory TF antibody HTF1 (40 µg/mL) prior to analysis using the fXa-generation
assay. (n = 3, * = p < 0.05 vs. respective controls expressing tGFP.) (D) The expression of TF variants on the surface of the
transfected HDBEC was quantified using an ELISA-based procedure. (n = 4, * = p < 0.05 vs. cells expressing TFWt-tGFP.) gure 1. Analysis of TF-tGFP activity and fVIIa-HRP binding to TF. (A) The ability of HDBEC (5 × 104) expr
tGFP o tGFP to u
o t fXa
e e atio
a
ea u ed befo e a d afte a ti atio
of the ell
ith PAR2
gure 1. Analysis of TF-tGFP activity and fVIIa-HRP binding to TF. (A) The ability of HDBEC (5 × 104) expr Table 2. Analysis of the interaction of fVIIa-HRP with TF-tGFP variants expressed on the cell surface. TF Variant
Non-Activated
(Fmol/Million Cells)
PAR2-Activated
(Fmol/Million Cells)
tGFP
11.81 ± 1.19 *
10.2 ± 1.28 *
TFWt-tGFP
20.15 ± 2.56
20.7 ± 2.33
TFSer245-tGFP + PPT siRNA
19.33 ± 1.03
19.51 ± 0.92
TFSer245-tGFP + control siRNA
19.70 ± 0.64
20.01 ± 0.38
TFSer245-tGFP
18.29 ± 2.12
19.6 ± 0.99
TFPhe245-tGFP
17.04 ± 1.59
14.4 ± 1.01 *
TFShortTM-tGFP
18.13 ± 4.04
8.8 ± 2.87 *
TFLongTM-tGFP
20.80 ± 1.50
21.0 ± 1.51
TFPhe241-tGFP
20.00 ± 1.00
20.0 ± 0.82
TFSer242-tGFP
20.00 ± 2.00
19.0 ± 2.50
TFVal225-tGFP
17.00 ± 2.05
12.0 ± 3.10 *
HDBEC were co-transfected to express TFWt-tGFP with PPT or control siRNA. Alternatively, cells were transfected
to express the TF variants as indicated in the table as well as a control set expressing tGFP. The cells were incubated
with fVIIa-HRP for 10 min and washed, and the amount of bound fVII-HRP was determined against a standard
curve. 3.2. Non-Active/Encrypted TF Is Capable of Binding fVIIa without Increasing Procoagulant
Activity 3.2. Non-Active/Encrypted TF Is Capable of Binding fVIIa without Increasing Procoagulant
Activity The activation of cells by incubation with the PAR2-agonist peptide is a reproducible
procedure [13,14] that permits the accurate measurement of changes in fXa-generation
in a short period, which was imperative to the success of this study. Non-activated cells
transfected to express TFWt-tGFP exhibited a low level of fXa-generation (Figure 1A). Fur-
thermore, cells expressing tGFP (Figure 1A) or non-transfected cells (not shown) exhibited
little fXa-generation potential. Activation of PAR2 resulted in increased fXa-generation
in HDBEC expressing TF-tGFP, reaching a peak at around 20 min post-activation. The
interaction between TF and fVIIa was robust, and the fXa-generation did not change by
washing out excess fVIIa. Interestingly, no increase in cell-surface TF-tGFP antigen was
observed in endothelial cells at 20 min post-activation (not shown). Moreover, fVIIa-HRP
was capable of binding to cell surface TF-tGFP at similar magnitudes in both non-activated
cells and following PAR2 activation for 20 min (Figure 1B and Table 2). Pre-incubation of
cells with the inhibitory HTF1 antibody significantly reduced fXa-generation (Figure 1C),
indicating the requirement for the TF-fVIIa complex. Together, these data indicate that the
observed elevation in fXa-generation following cell activation was not due to change in
the availability of TF for fVIIa binding. Furthermore, any variations in fXa-generation and
fVIIa-HRP binding did not arise from differences in cell surface expression of the TF-tGFP
variants, demonstrated by the comparable cell-surface TF antigen (Figure 1D). 6 of 20
g
sion of
Fi Cancers 2021, 13, 3837 )
Figure 1. Analysis of TF-tGFP activity and fVIIa-HRP binding to TF. (A) The ability of HDBEC (5 × 104) expressing either
TF-tGFP or tGFP to support fXa-generation was measured before and after activation of the cells with PAR2-AP (20 µM)
for up to 60 min. (n = 10, * = p < 0.05 vs. non-activated cells expressing tGFP; # = p < 0.05 TFWt-tGFP samples vs. non-
activated cells expressing TFWt-tGFP.) (B) HDBEC were incubated with fVIIa-HRP (20 nM) for 10 min and washed, and
the amount of bound fVII-HRP was determined using HRP substrate. (n = 3, * = p < 0.05 vs. respective cells expressing
tGFP.) (C) HDBEC were pre-incubated with the inhibitory TF antibody HTF1 (40 µg/mL) prior to analysis using the fXa-
generation assay. (n = 3, * = p < 0.05 vs. 3.2. Non-Active/Encrypted TF Is Capable of Binding fVIIa without Increasing Procoagulant
Activity respective controls expressing tGFP.) (D) The expression of TF variants on the
surface of the transfected HDBEC was quantified using an ELISA-based procedure. (n = 4, * = p < 0.05 vs. cells expressing
TFWt-tGFP.)
Figure 1. Analysis of TF-tGFP activity and fVIIa-HRP binding to TF. (A) The ability of HDBEC (5 × 104) expressing either
TF-tGFP or tGFP to support fXa-generation was measured before and after activation of the cells with PAR2-AP (20 µM) for
up to 60 min. (n = 10, * = p < 0.05 vs. non-activated cells expressing tGFP; # = p < 0.05 TFWt-tGFP samples vs. non-activated
cells expressing TFWt-tGFP.) (B) HDBEC were incubated with fVIIa-HRP (20 nM) for 10 min and washed, and the amount
of bound fVII-HRP was determined using HRP substrate. (n = 3, * = p < 0.05 vs. respective cells expressing tGFP.) (C)
HDBEC were pre-incubated with the inhibitory TF antibody HTF1 (40 µg/mL) prior to analysis using the fXa-generation
assay. (n = 3, * = p < 0.05 vs. respective controls expressing tGFP.) (D) The expression of TF variants on the surface of the
transfected HDBEC was quantified using an ELISA-based procedure. (n = 4, * = p < 0.05 vs. cells expressing TFWt-tGFP.) (A)
h
b l
f
EC (
4)
h Figure 1. Analysis of TF-tGFP activity and fVIIa-HRP binding to TF. (A) The ability of HDBEC (5 × 104) expressing either
TF-tGFP or tGFP to support fXa-generation was measured before and after activation of the cells with PAR2-AP (20 µM)
for up to 60 min. (n = 10, * = p < 0.05 vs. non-activated cells expressing tGFP; # = p < 0.05 TFWt-tGFP samples vs. non-
activated cells expressing TFWt-tGFP.) (B) HDBEC were incubated with fVIIa-HRP (20 nM) for 10 min and washed, and
the amount of bound fVII-HRP was determined using HRP substrate. (n = 3, * = p < 0.05 vs. respective cells expressing
tGFP.) (C) HDBEC were pre-incubated with the inhibitory TF antibody HTF1 (40 µg/mL) prior to analysis using the fXa-
generation assay. (n = 3, * = p < 0.05 vs. respective controls expressing tGFP.) (D) The expression of TF variants on the
surface of the transfected HDBEC was quantified using an ELISA-based procedure. (n = 4, * = p < 0.05 vs. cells expressing
TFWt-tGFP.)
Figure 1. Analysis of TF-tGFP activity and fVIIa-HRP binding to TF. 3.2. Non-Active/Encrypted TF Is Capable of Binding fVIIa without Increasing Procoagulant
Activity (n = 4, * = p < 0.05 vs. cells expressing TFWt-tGFP.) Table 2. Analysis of the interaction of fVIIa-HRP with TF-tGFP variants expressed on the cell surface. HDBEC were co-transfected to express TFWt-tGFP with PPT or control siRNA. Alternatively, cells were transfected
to express the TF variants as indicated in the table as well as a control set expressing tGFP. The cells were incubated
with fVIIa-HRP for 10 min and washed, and the amount of bound fVII-HRP was determined against a standard
curve. (n = 4, * = p < 0.05 vs. cells expressing TFWt-tGFP.) 7 of 20 Cancers 2021, 13, 3837 3.3. De-Palmitoylation of Cys245 Is Required for TF-fVIIa Activity but Not Complex Formation 3. De-Palmitoylation of Cys245 Is Required for TF-fVIIa Activity but Not Complex Formation Two approaches were employed in order to examine the role of de-palmitoylation in
the decryption of TF activity. The only palmitoylation site on TF is at Cys245, and PPT1 and
PPT2 are the two identified enzymes shown to be responsible for the de-palmitoylation
of cellular proteins, although controversies exist regarding such proteins [32]. Therefore,
siRNA-mediated knock-down of both PPT1 and PPT2 was optimised to reduce the expres-
sion of these two genes concurrently (Figure 2A). Analysis of PAR2-activated cells previ-
ously transfected to express TFWt-tGFP, together with the PPT-siRNA, showed significantly
reduced fXa-generation following PAR2 activation of HDBEC (Figure 2B,C) and HCAEC
(Supplementary Figure S2) compared to cells transfected with control siRNA. However,
the ability of fVIIa-HRP to interact with cell surface TF-tGFP remained unhindered by the
suppression of PPT expression (Table 2). To confirm these data, the substitution of Cys245
with serine was carried out to prevent the palmitoylation of TF. Conversely, the substitution
of this residue to phenylalanine was used to increase the hydrophobicity of the residue at
position 245 and encourage its incorporation into the membrane. Prevention of TF palmi-
toylation by expressing TFSer245-tGFP significantly increased fXa-generation in resting cells,
compared to TFWt-tGFP (Figure 2D and Supplementary Figure S2). However, the level of
activities converged following activation of cells with PAR2-AP. The ability of fVIIa-HRP
to bind to the cells remained unaffected by Cys245→Ser substitution (Table 2). In contrast,
the expression of TFPhe245-tGFP prevented the increase in fXa-generation following cell
activation but did not alter the residual activity in resting cells (Figure 2E). Additionally,
the ability of fVIIa-HRP to interact with cell surface TFPhe245-tGFP was partially impaired
following activation (Table 2). In agreement with the data generated with transfected-
endothelial cells, siRNA-mediated knock-down of PPT1 and PPT2 in the breast cancer
cell line MDA-MB-231, which constitutively expresses TF, also reduced fXa-generation
(Figure 2F). EW
8 of 21 Figure 2. Cont. Figure 2. Cont. Figure 2. Cont. 8 of 20 Cancers 2021, 13, 3837 Figure 2. Analysis of TF-tGFP procoagulant activity and fVIIa-HRP binding in the presence and absence of TF pal-
mitoylation. (A) HDBEC (5 × 104) were transfected with PPT-siRNA (0–15 pmol) and the expression of PPT1 and -2 meas-
ured by western blot. 3.3. De-Palmitoylation of Cys245 Is Required for TF-fVIIa Activity but Not Complex Formation the respective cells expressing TFWt-tGFP.) (F) MDA-MB-231 (5 × 104) cells expressing endogenous
TF were transfected with PPT-siRNA or control siRNA and fXa-generation measured (n = 3, * = p < 0.05 vs. cells without
siRNA). g
y
p
g
y
g
p
p
mitoylation. (A) HDBEC (5 × 104) were transfected with PPT-siRNA (0–15 pmol) and the expression of PPT1 and -2 meas-
ured by western blot. (B) HDBEC were co-transfected with combinations of pCMV-Ac-TF-tGFP and PPT-siRNA or control
siRNA, and fXa-generation was measured in resting and PAR2-activated cells. (n = 5, * = p < 0.05 vs. the respective non-
activated sample.) (C) HDBEC were co-transfected to express TF-tGFP, with PPT siRNA or control siRNA. Factor Xa-
generation was measured before and after PAR2 activation for up to 60 min. (n = 4, * = p < 0.05 vs. the respective control
siRNA sample.) HDBEC were transfected to express (D) TFSer245-tGFP or (E) TFPhe245-tGFP and fXa-generation were meas-
ured as above. (n = 6, * = p < 0.05 vs. the respective cells expressing TFWt-tGFP.) (F) MDA-MB-231 (5 × 104) cells expressing
endogenous TF were transfected with PPT-siRNA or control siRNA and fXa-generation measured (n = 3, * = p < 0.05 vs. cells without siRNA). 3 4 D P l it
l ti
f C
245 P
t
th A
ti
f TF
th C ll M
b
Figure 2. Analysis of TF tGFP procoagulant activity and fVIIa HRP binding in the presence and absence of TF palmitoylation. (A) HDBEC (5 × 104) were transfected with PPT-siRNA (0–15 pmol) and the expression of PPT1 and -2 measured by western
blot. (B) HDBEC were co-transfected with combinations of pCMV-Ac-TF-tGFP and PPT-siRNA or control siRNA, and
fXa-generation was measured in resting and PAR2-activated cells. (n = 5, * = p < 0.05 vs. the respective non-activated
sample.) (C) HDBEC were co-transfected to express TF-tGFP, with PPT siRNA or control siRNA. Factor Xa-generation was
measured before and after PAR2 activation for up to 60 min. (n = 4, * = p < 0.05 vs. the respective control siRNA sample.)
HDBEC were transfected to express (D) TFSer245-tGFP or (E) TFPhe245-tGFP and fXa-generation were measured as above. (n = 6, * = p < 0.05 vs. 3.3. De-Palmitoylation of Cys245 Is Required for TF-fVIIa Activity but Not Complex Formation the respective cells expressing TFWt-tGFP.) (F) MDA-MB-231 (5 × 104) cells expressing endogenous
TF were transfected with PPT-siRNA or control siRNA and fXa-generation measured (n = 3, * = p < 0.05 vs. cells without
siRNA). 3.3. De-Palmitoylation of Cys245 Is Required for TF-fVIIa Activity but Not Complex Formation Analysis of TF-tGFP procoagulant activity and fVIIa-HRP binding in the presence and
it
l ti
(A) HDBEC (5
104)
t
f
t d
ith PPT iRNA (0 15
l)
d th
i
f
Figure 2. Analysis of TF-tGFP procoagulant activity and fVIIa-HRP binding in the presence and absence o Figure 2. Analysis of TF-tGFP procoagulant activity and fVIIa-HRP binding in the presence and absence of TF pal-
mitoylation. (A) HDBEC (5 × 104) were transfected with PPT-siRNA (0–15 pmol) and the expression of PPT1 and -2 meas-
ured by western blot. (B) HDBEC were co-transfected with combinations of pCMV-Ac-TF-tGFP and PPT-siRNA or control
siRNA, and fXa-generation was measured in resting and PAR2-activated cells. (n = 5, * = p < 0.05 vs. the respective non-
activated sample.) (C) HDBEC were co-transfected to express TF-tGFP, with PPT siRNA or control siRNA. Factor Xa-
generation was measured before and after PAR2 activation for up to 60 min. (n = 4, * = p < 0.05 vs. the respective control
siRNA sample.) HDBEC were transfected to express (D) TFSer245-tGFP or (E) TFPhe245-tGFP and fXa-generation were meas-
ured as above. (n = 6, * = p < 0.05 vs. the respective cells expressing TFWt-tGFP.) (F) MDA-MB-231 (5 × 104) cells expressing
endogenous TF were transfected with PPT-siRNA or control siRNA and fXa-generation measured (n = 3, * = p < 0.05 vs. cells without siRNA). 3 4 D P l it
l ti
f C
245 P
t
th A
ti
f TF
th C ll M
b
Figure 2. Analysis of TF-tGFP procoagulant activity and fVIIa-HRP binding in the presence and absence of TF palmitoylation. (A) HDBEC (5 × 104) were transfected with PPT-siRNA (0–15 pmol) and the expression of PPT1 and -2 measured by western
blot. (B) HDBEC were co-transfected with combinations of pCMV-Ac-TF-tGFP and PPT-siRNA or control siRNA, and
fXa-generation was measured in resting and PAR2-activated cells. (n = 5, * = p < 0.05 vs. the respective non-activated
sample.) (C) HDBEC were co-transfected to express TF-tGFP, with PPT siRNA or control siRNA. Factor Xa-generation was
measured before and after PAR2 activation for up to 60 min. (n = 4, * = p < 0.05 vs. the respective control siRNA sample.)
HDBEC were transfected to express (D) TFSer245-tGFP or (E) TFPhe245-tGFP and fXa-generation were measured as above. (n = 6, * = p < 0.05 vs. 3.3. De-Palmitoylation of Cys245 Is Required for TF-fVIIa Activity but Not Complex Formation (B) HDBEC were co-transfected with combinations of pCMV-Ac-TF-tGFP and PPT-siRNA or control
siRNA, and fXa-generation was measured in resting and PAR2-activated cells. (n = 5, * = p < 0.05 vs. the respective non-
activated sample.) (C) HDBEC were co-transfected to express TF-tGFP, with PPT siRNA or control siRNA. Factor Xa-
generation was measured before and after PAR2 activation for up to 60 min. (n = 4, * = p < 0.05 vs. the respective control
siRNA sample.) HDBEC were transfected to express (D) TFSer245-tGFP or (E) TFPhe245-tGFP and fXa-generation were meas-
ured as above. (n = 6, * = p < 0.05 vs. the respective cells expressing TFWt-tGFP.) (F) MDA-MB-231 (5 × 104) cells expressing
endogenous TF were transfected with PPT-siRNA or control siRNA and fXa-generation measured (n = 3, * = p < 0.05 vs. cells without siRNA). 3 4 De-Palmitoylation of Cys245 Promotes the Aggregation of TF on the Cell Membrane
Figure 2. Analysis of TF-tGFP procoagulant activity and fVIIa-HRP binding in the presence and absence of TF palmitoylation. (A) HDBEC (5 × 104) were transfected with PPT-siRNA (0–15 pmol) and the expression of PPT1 and -2 measured by western
blot. (B) HDBEC were co-transfected with combinations of pCMV-Ac-TF-tGFP and PPT-siRNA or control siRNA, and
fXa-generation was measured in resting and PAR2-activated cells. (n = 5, * = p < 0.05 vs. the respective non-activated
sample.) (C) HDBEC were co-transfected to express TF-tGFP, with PPT siRNA or control siRNA. Factor Xa-generation was
measured before and after PAR2 activation for up to 60 min. (n = 4, * = p < 0.05 vs. the respective control siRNA sample.)
HDBEC were transfected to express (D) TFSer245-tGFP or (E) TFPhe245-tGFP and fXa-generation were measured as above. (n = 6, * = p < 0.05 vs. the respective cells expressing TFWt-tGFP.) (F) MDA-MB-231 (5 × 104) cells expressing endogenous
TF were transfected with PPT-siRNA or control siRNA and fXa-generation measured (n = 3, * = p < 0.05 vs. cells without
siRNA). sis of TF-tGFP procoagulant activity and fVIIa-HRP binding in the presence and absence of TF pal-
HDBEC (5
104)
t
f
t d
ith PPT iRNA (0 15
l)
d th
i
f PPT1
d 2
is of TF-tGFP procoagulant activity and fVIIa-HRP binding in the presence and absence of TF palmitoylation. Figure 2. It has been reported that the procoagulant activity of TF is strongly influenced
3.4. De-Palmitoylation of Cys245 Promotes the Aggregation of TF on the Cell Membrane It has been reported that the procoagulant activity of TF is strongly influenced
3.4. De-Palmitoylation of Cys245 Promotes the Aggregation of TF on the Cell Membrane membrane microenvironment [21–23]. We hypothesised that de-palmitoylation of TF fol-
lowing cellular activation may sequester TF molecules into specific microdomains within
the cell membrane. Therefore, the aggregation of TF-tGFP variants before and after cellu-
lar activation was examined by confocal microscopy. These were compared to cells ex-
pressing TFWt-tGFP in which the expression of PPT1 and PPT2 was silenced. Examination
It has been reported that the procoagulant activity of TF is strongly influenced by
the membrane microenvironment [21–23]. We hypothesised that de-palmitoylation of TF
following cellular activation may sequester TF molecules into specific microdomains within
the cell membrane. Therefore, the aggregation of TF-tGFP variants before and after cellular
activation was examined by confocal microscopy. These were compared to cells expressing
TFWt-tGFP in which the expression of PPT1 and PPT2 was silenced. Examination of the
cells indicated an outspread cellular distribution of TFWt-tGFP (Figure 3), which then
aggregated following activation, forming regions with a higher mean diameter (Table 3). Interestingly, TFSer245-tGFP aggregates were detected even prior to cell activation. In
contrast, expression of TFPhe245-tGFP or suppression of the PPT expression reduced the
ability of the TF protein to form aggregates following PAR2 activation. Table 3. Estimation of TF aggregate sizes. Sample
Non-Activated (µm)
PAR2-Activated (µm)
tGFP
0.09 ± 0.03
0.09 ± 0.03
TFWt-tGFP
0.15 ± 0.06
0.43 ± 0.11
TFSer245-tGFP
0.41 ± 0.10
0.53 ± 0.12
TFPhe245-tGFP
0.09 ± 0.03
0.12 ± 0.05
TFWt-tGFP +PPT siRNA
0.12 ± 0.04
0.12 ± 0.04
HDBEC (5 × 104) were transfected to express TFWt-tGFP in the presence and absence of PPT-siRNA or to express
TFSer245-tGFP or TFPhe245-tGFP as in Figure 3. Sets of cells were then activated for 20 min using PAR2-AP (20 µM),
and the distribution of TF-tGFP was examined. Analysis of the aggregate sizes was carried out using the ImagePro
Plus software. Table 3. Estimation of TF aggregate sizes. HDBEC (5 × 104) were transfected to express TFWt-tGFP in the presence and absence of PPT-siRNA or to express
TFSer245-tGFP or TFPhe245-tGFP as in Figure 3. Sets of cells were then activated for 20 min using PAR2-AP (20 µM),
and the distribution of TF-tGFP was examined. Analysis of the aggregate sizes was carried out using the ImagePro
Plus software. It has been reported that the procoagulant activity of TF is strongly influenced
3.4. De-Palmitoylation of Cys245 Promotes the Aggregation of TF on the Cell Membrane 9 of 20
0 of 21 Cancers 2021, 13, 3837
Cancers 2021, 13, x FO Figure 3. Confocal microscopy analysis of TF-tGFP distribution within cells. HDBEC (5 × 104) were transfected to exp
TFWt-tGFP in the presence and absence of PPT-siRNA or to express TFSer245-tGFP or TFPhe245-tGFP. Sets of cells were
activated using PAR2-AP (20 µM), washed and fixed with 3% (v/v) formaldehyde. All cells were labelled with DAPI
analysed using a Zeiss LSM 710 confocal microscope. gure 3. Confocal microscopy analysis of TF-tGFP distribution within cells. HDBEC (5 × 104) were transfected to e
FWt-tGFP in the presence and absence of PPT-siRNA or to express TFSer245-tGFP or TFPhe245-tGFP. Sets of cells we
tivated using PAR2-AP (20 µM), washed and fixed with 3% (v/v) formaldehyde. All cells were labelled with DA
alysed using a Zeiss LSM 710 confocal microscope. Figure 3. Confocal microscopy analysis of TF-tGFP distribution within cells. HDBEC (5 × 104) were transfected to express
TFWt-tGFP in the presence and absence of PPT-siRNA or to express TFSer245-tGFP or TFPhe245-tGFP. Sets of cells were then
activated using PAR2-AP (20 µM), washed and fixed with 3% (v/v) formaldehyde. All cells were labelled with DAPI and
analysed using a Zeiss LSM 710 confocal microscope. Figure 3. Confocal microscopy analysis of TF-tGFP distribution within cells. HDBEC (5 × 104) were transfected to express
TFWt-tGFP in the presence and absence of PPT-siRNA or to express TFSer245-tGFP or TFPhe245-tGFP. Sets of cells were then
activated using PAR2-AP (20 µM), washed and fixed with 3% (v/v) formaldehyde. All cells were labelled with DAPI and
analysed using a Zeiss LSM 710 confocal microscope. Figure 3. Confocal microscopy analysis of TF-tGFP distribution within cells. HDBEC (5 × 104) were transfected to express
TFWt-tGFP in the presence and absence of PPT-siRNA or to express TFSer245-tGFP or TFPhe245-tGFP. Sets of cells were then
activated using PAR2-AP (20 µM), washed and fixed with 3% (v/v) formaldehyde. All cells were labelled with DAPI and
analysed using a Zeiss LSM 710 confocal microscope. Figure 3. Confocal microscopy analysis of TF-tGFP distribution within cells. HDBEC (5 × 104) were transfected to express
TFWt-tGFP in the presence and absence of PPT-siRNA or to express TFSer245-tGFP or TFPhe245-tGFP. Sets of cells were then
activated using PAR2-AP (20 µM), washed and fixed with 3% (v/v) formaldehyde. All cells were labelled with DAPI and
analysed using a Zeiss LSM 710 confocal microscope. It has been reported that the procoagulant activity of TF is strongly influenced
3.4. De-Palmitoylation of Cys245 Promotes the Aggregation of TF on the Cell Membrane 10 of 20 10 of 20 Cancers 2021, 13, 3837 3.5. TF Activity Is Regulated by the Length and Orientation of the Transmembrane Domain 3.5. TF Activity Is Regulated by the Length and Orientation of the Transmembrane Domain Palmitoylation can adjust the orientation of transmembrane domains within the
membrane by altering the length of the transmembrane domain [33]. This can influence
the location of the protein within the membrane [34–36]. The peptide at the cytoplasmic-
transmembrane interface of TF consists of a sequence of amino acids, which renders two
of the amino acids (Ser241-Leu242) a neutral overall hydrophobicity. We envisaged that
these amino acids may be accommodated equally well within the aqueous cytoplasm and
within the hydrophobic membrane. Consequently, conformational changes within TF,
arising from de-palmitoylation of Cys245, would permit the Ser241-Leu242 motif to be
incorporated into the membrane and therefore lengthen the transmembrane domain by two
amino acids. Deletion of Ser241-Leu242 to shorten the transmembrane domain (TFShortTM-
tGFP) prevented the increase in fXa-generation following PAR2 activation (Figure 4A
and Supplementary Figure S2). Interestingly, the interaction of fVIIa with TFShortTM-tGFP
only declined following cellular activation (Table 2). In contrast, duplicating the motif
to lengthen the transmembrane domain (TFLongTM-tGFP) increased the fXa-generation
potential in resting cells (Figure 4B and Supplementary Figure S2) but had no outcome
on fVIIa binding (Table 2). By substituting Ser241→Phe or alternatively Leu242→Ser, it
was possible to manipulate the hydrophobicity of this region and potentially increase
or decrease the length of the transmembrane region, respectively. Using this approach,
a marginally enhanced level of fXa-generation was detected in resting cells expressing
TFPhe241-tGFP compared to cells expressing TFWT-tGFP, which increased to the same levels
as that of wild-type form upon PAR2 activation (Figure 4C and Supplementary Figure S2). Moreover, the binding of fVIIa-HRP to TF was unaffected by Ser241→Phe substitution
(Table 2). Basal fXa-generation activity in cells expressing TFSer242-tGFP was comparable
to that of TFWt-tGFP but did not increase following cellular activation (Figure 4D and
Supplementary Figure S2). However, the fVIIa-HRP binding remained unaffected by
Leu242→Ser substitution (Table 2). Finally, the requirement for a flexible transmembrane
domain, capable of accommodating different orientations of the protein, was explored
by substituting Gly225 for a valine residue and therefore reducing the flexibility of the
transmembrane domain. The expression of TFVal225-tGFP supported basal levels of fXa-
generation in resting cells, but again, there was no enhancement in fXa-generation following
PAR2 activation (Figure 4E), which was concurrent with a reduction in fVIIa-HRP binding
ability (Table 2). EW
12 of 21 Figure 4. Cont. Figure 4. Cont. Figure 4. 3.5. TF Activity Is Regulated by the Length and Orientation of the Transmembrane Domain Cont. Figure 4. Cont. 11 of 20 Cancers 2021, 13, 3837 Figure 4. The influence of the modifications of TF transmembrane domain on TF activity. HDBEC (5 × 104) were transfected
to express (A) TFShortTM-tGFP, (B) TFLongTM-tGFP, (C) TFPhe241-tGFP, (D) TFSer242-tGFP or (E) TFVal225-tGFP, and fXa-generation
was measured. (n = 4, * = p < 0.05 vs. the respective cells expressing TFWt-tGFP.)
Figure 4. The influence of the modifications of TF transmembrane domain on TF activity. HDBEC (5 × 104) were
transfected to express (A) TFShortTM-tGFP, (B) TFLongTM-tGFP, (C) TFPhe241-tGFP, (D) TFSer242-tGFP or (E) TFVal225-tGFP,
and fXa-generation was measured. (n = 4, * = p < 0.05 vs. the respective cells expressing TFWt-tGFP.) Figure 4. The influence of the modifications of TF transmembrane domain on TF activity. HDBEC (5 × 104) were transfected
to express (A) TFShortTM-tGFP, (B) TFLongTM-tGFP, (C) TFPhe241-tGFP, (D) TFSer242-tGFP or (E) TFVal225-tGFP, and fXa-generation
was measured. (n = 4, * = p < 0.05 vs. the respective cells expressing TFWt-tGFP.)
Figure 4. The influence of the modifications of TF transmembrane domain on TF activity. HDBEC (5 × 104) were
transfected to express (A) TFShortTM-tGFP, (B) TFLongTM-tGFP, (C) TFPhe241-tGFP, (D) TFSer242-tGFP or (E) TFVal225-tGFP,
and fXa-generation was measured. (n = 4, * = p < 0.05 vs. the respective cells expressing TFWt-tGFP.) 3.6. The Transmembrane Domain Regulates TF Phosphorylation at Ser253 and Incorporation
into Microvesicles
3.6. The Transmembrane Domain Regulates TF Phosphorylation at Ser253 and Incorporation into
Microvesicles De-palmitoylation of TF precedes its phosphorylation at Ser253 [11], which in turn is
required for the incorporation of TF into microvesicles [13,15]. Therefore, an attempt was
made to examine the outcome of TF de-palmitoylation and the change in the transmem-
brane domain on the phosphorylation of TF. Cells were transfected with PPT-siRNA to-
gether with TFWt-tGFP or the mutant forms of TF-tGFP described above. TF-tGFP was then
immunoprecipitated and the phosphorylation state of Ser253 within TF-tGFP was as-
sessed by western blot analysis. Because of immunoprecipitation, ratios were calculated
against TF antigen, not a housekeeping gene. Moreover, due to the low yield of immuno-
precipitation in HCAEC, only the data from HDBEC have been presented. The suppres-
sion of PPT expression reduced the phosphorylation of TFWt-tGFP at Ser253 following the
De-palmitoylation of TF precedes its phosphorylation at Ser253 [11], which in turn
is required for the incorporation of TF into microvesicles [13,15]. 3.5. TF Activity Is Regulated by the Length and Orientation of the Transmembrane Domain Therefore, an attempt
was made to examine the outcome of TF de-palmitoylation and the change in the trans-
membrane domain on the phosphorylation of TF. Cells were transfected with PPT-siRNA
together with TFWt-tGFP or the mutant forms of TF-tGFP described above. TF-tGFP was
then immunoprecipitated and the phosphorylation state of Ser253 within TF-tGFP was
assessed by western blot analysis. Because of immunoprecipitation, ratios were calculated
against TF antigen, not a housekeeping gene. Moreover, due to the low yield of immuno-
precipitation in HCAEC, only the data from HDBEC have been presented. The suppression
of PPT expression reduced the phosphorylation of TFWt-tGFP at Ser253 following the acti-
vation of PAR2 compared to cells transfected with control siRNA (Figure 5A). In addition,
Ser253 was shown to be phosphorylated in non-activated cells expressing TFSer245-tGFP
and further increased following PAR2 activation (Figure 5B,C). In contrast, phosphorylation
of Ser253 was significantly lower in cells expressing TFPhe245-tGFP, even following PAR2 ac-
tivation. Similarly, Ser253 appeared to be phosphorylated in non-activated cells expressing
TFPhe241-tGFP but not in cells expressing TFSer242-tGFP or TFShortTM-tGFP (Figure 5C,D). Ser253-phosphorylation also increased in TFPhe241-tGFP expressing cells following activa-
tion but was lower in cells expressing TFSer242-tGFP and TFShortTM-tGFP. TFLongTM-tGFP
was not tested in this study. The levels of TF-tGFP incorporated into released microvesi-
cles also reflected the state of Ser253 phosphorylation but not in the same magnitudes
(Figure 5E). Furthermore, the density of released microvesicles was unaltered by the type
of TF mutation (Supplementary Figure S3). Finally, to discriminate between the contribu-
tions of de-palmitoylation and phosphorylation to the fXa-generation associated with cell 12 of 20
t in the Cancers 2021, 13, 3837 12 of 20
t in the surface TF, HDBEC transfected to express TFWt-tGFP, or alternatively, MDA-MB-231 cells
were pre-incubated with the PKCα inhibitor Gö6976 (100 nM). Inhibition of PKCα with
Gö6976 did not alter fXa-generation in HDBEC expressing TFWt-tGFP (Figure 5F) or in
MDA-MB-231 cells (Figure 5G). between the contributions of de-palmitoylation and phosphorylation to the fXa-genera-
tion associated with cell surface TF, HDBEC transfected to express TFWt-tGFP, or alterna-
tively, MDA-MB-231 cells were pre-incubated with the PKCα inhibitor Gö6976 (100 nM). Inhibition of PKCα with Gö6976 did not alter fXa-generation in HDBEC expressing TFWt-
tGFP (Figure 5F) or in MDA-MB-231 cells (Figure 5G). MDA-MB-231 cells (Figure 5G). g
p
g
tGFP (Figure 5F) or in MDA-MB-231 cells (Figure 5G). gure 5. 3.5. TF Activity Is Regulated by the Length and Orientation of the Transmembrane Domain Analysis of Ser253 phosphorylation in the TF variants. HDBEC (2 × 105) were transfected (A) to express TFWt-tGFP
the presence and absence of PPT-siRNA or (B) to express TFSer245-tGFP or TFPhe245-tGFP. Cells were activated with PAR2-
(20 µM) for 20 min, and TF-tGFP was then immunoprecipitated and analysed by western blot and (C) the phosphorylation
Ser253 was quantified. (n = 3, * = p < 0.05 vs. the respective cells expressing TFWt-tGFP.) (D) HDBEC (2 × 105) were
nsfected to express TFPhe241-tGFP, TFSer242-tGFP, TFShortTM-tGFP or TFVal225-tGFP, and the phosphorylation of Ser253 was
alysed and (C) quantified. (E) HDBEC (5 × 104) were transfected with the TF variants as shown, and the concentration of
released from cells was measured by TF-ELISA. (n = 4, * = p < 0.05 vs. the respective cells expressing TFWt-tGFP.) (F)
DBEC (5 × 104) were transfected to express TFWt-tGFP and pre-incubated with Gö6976 (100 nM) prior to PAR2-activation
d fXa-generation measured in resting and activated cells. (n = 4). (G) MDA-MB-231 (5 × 104) cells expressing endogenous
were incubated with Gö6976 and fXa-generation measured (n = 3). e 5. Analysis of Ser253 phosphorylation in the TF variants. HDBEC (2 × 105) were transfected (A) to express TFWt-tG
presence and absence of PPT-siRNA or (B) to express TFSer245-tGFP or TFPhe245-tGFP. Cells were activated with PA
0 µM) for 20 min, and TF-tGFP was then immunoprecipitated and analysed by western blot and (C) the phosphorylat
253 was quantified. (n = 3, * = p < 0.05 vs. the respective cells expressing TFWt-tGFP.) (D) HDBEC (2 × 105) w
ected to express TFPhe241-tGFP, TFSer242-tGFP, TFShortTM-tGFP or TFVal225-tGFP, and the phosphorylation of Ser253 w
sed and (C) quantified. (E) HDBEC (5 × 104) were transfected with the TF variants as shown, and the concentration
eased from cells was measured by TF-ELISA. (n = 4, * = p < 0.05 vs. the respective cells expressing TFWt-tGFP.)
C (5 × 104) were transfected to express TFWt-tGFP and pre-incubated with Gö6976 (100 nM) prior to PAR2-activat
Xa-generation measured in resting and activated cells. (n = 4). (G) MDA-MB-231 (5 × 104) cells expressing endogen
b
d
h G
d f
d (
) Figure 5. Analysis of Ser253 phosphorylation in the TF variants. HDBEC (2 × 105) were transfected (A) to express TFWt-tGFP
in the presence and absence of PPT-siRNA or (B) to express TFSer245-tGFP or TFPhe245-tGFP. 3.5. TF Activity Is Regulated by the Length and Orientation of the Transmembrane Domain Cells were activated with PAR2-
AP (20 µM) for 20 min, and TF-tGFP was then immunoprecipitated and analysed by western blot and (C) the phosphorylation
of Ser253 was quantified. (n = 3, * = p < 0.05 vs. the respective cells expressing TFWt-tGFP.) (D) HDBEC (2 × 105) were
transfected to express TFPhe241-tGFP, TFSer242-tGFP, TFShortTM-tGFP or TFVal225-tGFP, and the phosphorylation of Ser253 was
analysed and (C) quantified. (E) HDBEC (5 × 104) were transfected with the TF variants as shown, and the concentration of
TF released from cells was measured by TF-ELISA. (n = 4, * = p < 0.05 vs. the respective cells expressing TFWt-tGFP.) (F)
HDBEC (5 × 104) were transfected to express TFWt-tGFP and pre-incubated with Gö6976 (100 nM) prior to PAR2-activation
and fXa-generation measured in resting and activated cells. (n = 4). (G) MDA-MB-231 (5 × 104) cells expressing endogenous
TF were incubated with Gö6976 and fXa-generation measured (n = 3). Cancers 2021, 13, 3837
(F) HDBEC (5 ×
vation and fXa 13 of 20
cti-
ng 13 of 20
cti-
ng 3.7. Sequential De-Palmitoylation and Phosphorylation of TF Can Co-Ordinate Cell Proliferation
and Apoptosis Following PAR2 Activation
3.7. Sequential De-Palmitoylation and Phosphorylation of TF Can Co-Ordinate Cell Proliferation
and Apoptosis Following PAR2 Activation 3.7. Sequential De-Palmitoylation and Phosphorylation of TF Can Co-Ordinate Cell Proliferation
and Apoptosis Following PAR2 Activation
3.7. Sequential De-Palmitoylation and Phosphorylation of TF Can Co-Ordinate Cell Proliferation
and Apoptosis Following PAR2 Activation The activation of TF and its interactions with other proteins have been associated
with changes in cell proliferation and the induction of apoptosis. To further elucidate the
mechanisms by which TF mediates these cellular processes, we examined the change in
cell numbers and the level of cellular apoptosis in HDBEC and MCF-7 cells expressing
the TF-tGFP variants as above. For comparison, additional samples were transfected to
express TFAla253-tGFP to prevent TF phosphorylation. Determination of cell numbers
showed increases in cell numbers in both non-activated HDBEC (Figure 6A) and MCF-
7 cells (Figure 6C) on expression of TFSer245-tGFP and TFPhe245-tGFP compared to cells
expressing TFWT-tGFP, but a significant reduction in expression of TFShortTM-tGFP. Fur-
thermore, PAR2 activation of the cells resulted in increased proliferation at 24 h in cells
expressing TFWt-tGFP, TFPhe241-tGFP and TFLongTM-tGFP compared to their respective
control cells expressing tGFP. 3.5. TF Activity Is Regulated by the Length and Orientation of the Transmembrane Domain However, a reduction in the number of both cell types was
observed in PAR2-activated cells expressing TFAla253-tGFP and TFPhe245-tGFP and also in
HDBEC expressing TFSer242-tGFP compared to their respective control cells expressing
tGFP (Figure 6A,C). In agreement with the proliferation data, lower levels of endothelial
but not MCF-7 cell apoptosis was detectable in cells expressing TFWt-tGFP, TFSer245-tGFP,
TFPhe241-tGFP and TFLongTM-tGFP, while increased levels of apoptosis were detected in
endothelial and MCF-7 cells expressing TFAla253-tGFP at 24 h post-activation (Figure 6B,D). The activation of TF and its interactions with other proteins have been associated
with changes in cell proliferation and the induction of apoptosis. To further elucidate the
mechanisms by which TF mediates these cellular processes, we examined the change in
cell numbers and the level of cellular apoptosis in HDBEC and MCF-7 cells expressing the
TF-tGFP variants as above. For comparison, additional samples were transfected to ex-
press TFAla253-tGFP to prevent TF phosphorylation. Determination of cell numbers showed
increases in cell numbers in both non-activated HDBEC (Figure 6A) and MCF-7 cells (Fig-
ure 6C) on expression of TFSer245-tGFP and TFPhe245-tGFP compared to cells expressing
TFWT-tGFP, but a significant reduction in expression of TFShortTM-tGFP. Furthermore, PAR2
activation of the cells resulted in increased proliferation at 24 h in cells expressing TFWt-
tGFP, TFPhe241-tGFP and TFLongTM-tGFP compared to their respective control cells express-
ing tGFP. However, a reduction in the number of both cell types was observed in PAR2-
activated cells expressing TFAla253-tGFP and TFPhe245-tGFP and also in HDBEC expressing
TFSer242-tGFP compared to their respective control cells expressing tGFP (Figure 6A,C). In
agreement with the proliferation data, lower levels of endothelial but not MCF-7 cell
apoptosis was detectable in cells expressing TFWt-tGFP, TFSer245-tGFP, TFPhe241-tGFP and
TFLongTM-tGFP, while increased levels of apoptosis were detected in endothelial and MCF-
7 cells expressing TFAla253-tGFP at 24 h post-activation (Figure 6B,D). Figure 6. The influence of TF variants on cell proliferation and apoptosis. HDBEC and MCF-7 cells (2.5 × 104) were
transfected to express the TF variants and were activated with PAR2-AP (20 µM). The rate of cell proliferation (A,C) and cell
apoptosis (B,D) were determined using the crystal violet and a chromogenic apoptosis assay, respectively (n = 3, * = p < 0.05
vs. the respective tGFP-expressing cell sample). Figure 6. The influence of TF variants on cell proliferation and apoptosis. 3.5. TF Activity Is Regulated by the Length and Orientation of the Transmembrane Domain HDBEC and MCF-7 cells (2.5 × 104) were
transfected to express the TF variants and were activated with PAR2-AP (20 µM). The rate of cell proliferation (A,C) and cell
apoptosis (B,D) were determined using the crystal violet and a chromogenic apoptosis assay, respectively (n = 3, * = p < 0.05
vs. the respective tGFP-expressing cell sample). 4. Discussion The ability of fVIIa to activate coagulation is dependent on the formation of a complex
with cell-surface TF. However, encrypted TF may form a complex with fVIIa without
promoting significant coagulation [3–8]. The kinetics of these interactions have previously Cancers 2021, 13, 3837 14 of 20 14 of 20 been studied [3,22,37]. In agreement with this concept, similar amounts of fVIIa-HRP
were bound to the surface of HDBEC transfected to express TF before and after activation
(Figure 1B and Table 2). Previously, we showed that PAR2 activation of MDA-MB-231
cells resulted in a 56% increase in cell-surface TF antigen at 30 min post-activation [14]. However, endothelial cells exhibit a relatively slower response rate to PAR2 activation
compared to MDA-MB-231 cells [13], and also, the 20 min activation time used in this
study was even shorter than that previously used for MDA-MB-231 cells [14]. Accordingly,
neither the amount of TF-tGFP antigen expressed on the surface of HDBEC (not shown)
nor the binding of fVIIa-HRP changed following PAR2 activation (Table 2). Therefore, the
increases in fXa-generation observed did not arise from changes in cell-surface TF-tGFP
antigen. g
Reversible S-palmitoylation of TF was one of the earliest post-translational modifica-
tions reported, and it occurs on Cys245 of human TF [18,19]. Currently, palmitoyl-protein
thioesterase (PPT) 1 and 2 (also known as acyl-protein thioesterase) are the identified
enzymes responsible for the de-palmitoylation of cellular proteins, although controversies
regarding the role, location and number of these enzymes do exist [32,38]. These enzymes
have been implicated in the regulation of proteins as diverse as eNOS [39], p21RAS [40],
PSD-95 [32] and growth-associated protein-43 (GAP-43) [41]. PPT enzymes may be initiated
in response to intracellular Ca2+ ion release [39] and regulate proteins through reversible
de-palmitoylation of cysteine residues [42]. The de-palmitoylation of proteins is a sequence-
specific process [32] and determines the trafficking and localisation of proteins within
cells [43]. Due to the homology between PPT1 and PPT2, we employed a confirmed siRNA
that is suitable for silencing both genes concurrently. The suppression of PPT expression
in cells expressing TFWt-tGFP reduced fXa-generation following the activation of the cells
without affecting fVIIa-HRP binding (Figure 2 and Table 2). However, knock-down of PPT
may have additional unknown effects on cells other than preventing de-palmitoylation of
TF. Therefore, in further studies, palmitoylation of TF was prevented by Cys245→Ser sub-
stitution. 4. Discussion This substitution increased fXa-generation in resting cells (Figure 2D), whereas
replacing this residue with phenylalanine to mimic palmitoylation curtailed the increase in
TF procoagulant activity following PAR2 activation (Figure 2E) and partially hindered fVIIa
binding. Therefore, while the ability of TF to bind fVIIa is not altered by its palmitoylation
state, the ability of the complex to generate fXa is significantly amplified following de-
palmitoylation of TF. A possible explanation for this enhanced fXa-generation may include
the translocation of TF to lipid-raft domains that support TF activity through the exposure
of phosphatidylserine on the surface of the cells. This hypothesis is supported by the
suggestion that, following cellular activation, TF translocates across membrane domains of
differing densities [37,44]. The purpose of the various mutational changes and possible
explanations for the main observations have been summarised in Table 4. In fact, TF is
released within low-density microvesicles [30], which must accordingly arise from mem-
brane domains with low density [20,45,46]. Mutations in palmitoyl-protein thioesterase
are known to lead to neurodegenerative disorders [47]. However, different mutations are
thought to result in a broader spectrum of clinical presentations [48,49]. These include
influences on the pro-inflammatory and immune responses [50,51], the apoptotic mech-
anisms [52] and also tumour progression [53]. Therefore, currently any association with
blood haemostasis remains tenuous, and we have refrained from speculation. However, the
availability of PPT knock-out mice [48,54] may produce novel and interesting connections,
particularly regarding the role of TF during the inflammatory responses and/or in cancer
progression [55] 15 of 20 Cancers 2021, 13, 3837 Table 4. Summary of the purpose of TF modifications and the main observation. Plasmid
Purpose
Observation
Possible Explanation
pCMV-Ac-TFSer245-tGFP
Prevent palmitoylation
↑TF activation
TF can mobilise
within the
membrane
↑Proliferation
(non-activated)
pCMV-Ac-TFPhe245-tGFP
Mimic palmitoylation
↓TF activation
TF cannot mobilise or
be released–Increased
membrane thickness
hampers fVIIa binding
↓Proliferation
↓fVIIa binding
(activated)
pCMV-Ac-TFPhe241-tGFP
Increase hydrophobicity of TMD
↑TF activation
Facilitates mobilisation
to thicker membrane
regions
↑Proliferation
(activated)
pCMV-Ac-TFSer242-tGFP
Decrease hydrophobicity of TMD
↓TF activation
Hampers mobilisation
to thicker membrane
regions
↓Proliferation
(activated)
pCMV-Ac-TFShortTM-tGFP
Shorten TMD
↓TF activation
Cannot mobilise to
to thicker membrane
regions
↓Proliferation
↓fVIIa binding
pCMV-Ac-TFLongTM-tGFP
Lengthen TMD
↑TF activation
Facilitates mobilisation
to thicker membrane
regions
↑Proliferation
(activated)
pCMV-Ac-TFVal225-tGFP
Reduce TMD flexibility
↓TF activation
Cannot accommodate
correct structure for
interaction with fVIIa
↓fVIIa binding Table 4. Summary of the purpose of TF modifications and the main observation. 4. Discussion Activation of cells expressing TFWt-tGFP resulted in the aggregation of TF on cells
(Figure 3, Table 3). Moreover, prevention of palmitoylation induced spontaneous aggre-
gation of TFSer245-tGFP even in resting cells. In contrast, activation of cells did not result
in significant aggregation either in cells expressing TFPhe245-tGFP or in cells following
suppression of PPT1 and PPT2 expression. These findings are in line with those reporting
a lower procoagulant activity associated with palmitoylated TF [11,12,19] arising from
decreased association with cell-surface lipid rafts [5]. The translocation/aggregation of
TF and the association with lipid rafts following de-palmitoylation also suggests alter-
ations in the orientation of the transmembrane domain. Recently, alternative mechanisms
by which palmitoylation can modify receptor protein function have emerged. These are
mainly mediated through adjusting the orientation and length of the transmembrane do-
main [33,36]. Modifications in the length and orientation of the transmembrane domain
allow the incorporation of these membrane proteins into different membrane domains with
varying membrane thickness. In fact, the transmembrane domain of TF consists of 21 amino
acid residues, which is shorter than the average 23 residue length of the integral plasma
membrane proteins [56]. Consequently, an increase in the span of the transmembrane
domain may permit the transfer of TF into thicker lipid-raft domains [33,34,36] and could
result in higher procoagulant activity. The presence of the Ser241-Leu242 di-peptide at the
transmembrane-cytoplasmic interface within TF produces a motif of neutral hydrophobic-
ity (Figure 7). This suggests that these two amino acids may remain within the cytoplasm
or alternatively be buried within the membrane bilayer, depending on other influences
such as palmitoylation of the proximal Cys245 residue. In support of this, increasing the
length of the available membrane-spanning region resulted in higher activity in resting
cells while shortening, and discouraging the incorporation of the di-peptide into the mem- Cancers 2021, 13, 3837 16 of 20 brane suppressed the increase in fXa-generation following cellular activation (Figure 4). Interestingly, the ability of the shortened TF variant to bind fVIIa was significantly reduced
but only following cellular activation, suggesting a robust cellular attempt to translocate
TF to thicker membrane regions, which may in turn disrupt the TF-fVIIa complex due to
steric hindrance. Interference with the TF-fVIIa complex was also observed following the
expression of TFVal225-tGFP to reduce the flexibility at the mid-section of the transmem-
brane domain, also indicating that the TF–fVIIa interaction could not be accommodated. 4. Discussion In
previous studies, the expression of truncated forms of TF in cells showed little variation in
activity compared to full-length TF [9,10]. However, these studies measured the TF activity
in activated/perturbed cells only. Our data explain the results obtained using cytoplasmic
domain-deleted TF since the palmitoylation of the cytoplasmic domain appears to be
essential for the encryption rather than the decryption of TF. yp
yp
De-palmitoylation of TF precedes and enhances the rate of TF phosphorylation [11,12]. The subsequent TF phosphorylation at Ser253 is concurrent with increased TF activity [14]
and release within cell-derived microvesicles [13]. In agreement with a previous re-
port [11], the lack of TF palmitoylation (TFSer245-tGFP) enhanced TF phosphorylation and
release within microvesicles in resting cells (Figure 5). Moreover, encouraging membrane-
incorporation of the transmembrane-cytoplasmic interphase domain (TFPhe241-tGFP) was
equally effective, suggesting that TF phosphorylation at Ser253 is dependent on the length
of the transmembrane domain. In contrast, prevention of de-palmitoylation using either
PPT siRNA or by mimicking palmitoylation (TFPhe245-tGFP) reduced TF phosphorylation
at Ser253 and its release within microvesicles. Furthermore, shortening of the transmem-
brane region by expressing either TFSer242-tGFP or TFShortTM-tGFP equally decreased the
level of TF phosphorylation at Ser253 and reduced TF release (Figure 5). It is possible that
the lengthening of the transmembrane domain permits the approximation of PKCα to
the TF cytoplasmic domain containing Ser253, prior to translocation of TF to lipid-rafts. However, PKCα has been suggested to be associated with lipid-rafts, which explains how
the translocation of TF to lipid-rafts may promote TF phosphorylation by PKCα. Moreover,
since inhibition of PKCα using Gö6976 did not alter the fXa-generation capacity, our data
suggest that the fXa-generation may be independent of TF phosphorylation and release
from cells. The expression of TFWt-tGFP induced cell proliferation in both endothelial cells and
the MCF-7 cell line following PAR2-activation (Figure 6). This was concurrent with a
reduction in cell apoptosis in endothelial cells but was not significant in the MCF-7 cell
line. Intriguingly, the expression of TFSer245-tGFP or TFPhe245-tGFP resulted in increased
proliferation in resting cells but declined significantly with TFPhe245-tGFP, following PAR2
activation. This suggests that de-palmitoylation of TF per se, is not a signal for induction of
cell proliferation. Additionally, extending the transmembrane domain (TFPhe241-tGFP or
TFLongTM-tGFP) was highly proliferative following PAR2 activation, while reduced rates of
proliferation were associated with the expression of the shorter TFSer242-tGFP and TFShortTM-
tGFP. 4. Discussion Therefore, the induction of cellular proliferation signalling appears to involve the
translocation of TF within the cell membrane and is complemented with a signal arising
from PAR2 activation [13]. The expression of TFWt-tGFP, TFSer245-tGFP, TFPhe241-tGFP
or TFLongTM-tGFP also reduced the rate of cell apoptosis in HDBEC but not MCF-7 cells
(Figure 6). However, the rate of apoptosis did not match the reduction in cell proliferation
observed in cells expressing TFPhe245-tGFP, TFSer242-tGFP and TFShortTM-tGFP. Together,
these data suggest that the induction of apoptosis is likely to be associated with the lack of
phosphorylation of Ser253, and therefore, the impairment in the release of excess TF from
cells and may hence be distinct from the processes that induce proliferation [28,57,58]. 17 of 20
18 of 21 Cancers 2021, 13, 3837
Cancers 2021 13 x FOR . Schematic representation of the outcome of TF de-palmitoylation on the transmembrane and cytoplasmic
A) Palmitoylation of Cys245 retains the transmembrane-cytoplasmic interface-region within the cytoplasm
mitoylation of TF permits Ser241-Leu242 to be incorporated into the cell membrane elongating the transmemb
from 21 to 23 amino acids. 7. Schematic representation of the outcome of TF de-palmitoylation on the transmembrane and cytopla
s. (A) Palmitoylation of Cys245 retains the transmembrane-cytoplasmic interface-region within the cytoplasm
mitoylation of TF permits Ser241-Leu242 to be incorporated into the cell membrane elongating the transmemb
from 21 to 23 amino acids. Figure 7. Schematic representation of the outcome of TF de-palmitoylation on the transmembrane and cytoplasmic do-
mains. (A) Palmitoylation of Cys245 retains the transmembrane-cytoplasmic interface-region within the cytoplasm. (B)
De-palmitoylation of TF permits Ser241-Leu242 to be incorporated into the cell membrane elongating the transmembrane
domain from 21 to 23 amino acids. Figure 7. Schematic representation of the outcome of TF de-palmitoylation on the transmembrane and cytoplasmic
domains. (A) Palmitoylation of Cys245 retains the transmembrane-cytoplasmic interface-region within the cytoplasm. (B)
De-palmitoylation of TF permits Ser241-Leu242 to be incorporated into the cell membrane elongating the transmembrane
domain from 21 to 23 amino acids. Cancers 2021, 13, 3837 18 of 20 18 of 20 5. Conclusions In conclusion, this study indicates that the procoagulant activity of TF may be en-
hanced by the palmitoylation-dependent modifications in the orientation of the trans-
membrane domain of TF and is likely to mobilise TF to particular regions within the
cell membrane. Furthermore, the increase in the procoagulant activity is initiated by de-
palmitoylation and appears to be independent of TF phosphorylation. Finally, following
cellular activation, separate proliferative and pro-apoptotic TF signals are initiated through
phosphorylation-independent and -dependent mechanisms, respectively. At least some of
these mechanisms appear to be independent of the procoagulant function of TF and may
therefore determine the level of damage and the fate of the cells following injury or trauma. Supplementary Materials: The following are available online at https://www.mdpi.com/article/
10.3390/cancers13153837/s1, Figure S1: Confirmation of fVIIa-HRP activity and binding to TF,
Figure S2: Analysis of the association of TF and PAR2 in the presence and absence of fVIIa, examined
in HCAEC, Figure S3: Quantification of HDBEC-derived microvesicles using the Zymuphen Assay l. Author Contributions: The study was designed by C.E. and the experimental work carried out by
C.E. and S.F. The data were evaluated by C.E., and the manuscript was prepared by C.E., A.M.R.R.,
J.G., H.H.V. and A.M. 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. Funding: This research received no external funding. 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. Data Availability Statement: Not applicable. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. References 1. Grover, S.P.; Mackman, N. Tissue Factor: An Essential Mediator of Hemostasis and Trigger of Thromb
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https://openalex.org/W2985276039
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https://www.frontiersin.org/articles/10.3389/fnagi.2019.00299/pdf
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English
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Age and Sex Influence the Neuro-inflammatory Response to a Peripheral Acute LPS Challenge
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Frontiers in aging neuroscience
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cc-by
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ORIGINAL RESEARCH
published: 05 November 2019
doi: 10.3389/fnagi.2019.00299 Citation: Murtaj V, Belloli S, Di Grigoli G,
Pannese M, Ballarini E,
Rodriguez-Menendez V, Marmiroli P,
Cappelli A, Masiello V, Monterisi C,
Bellelli G, Panina-Bordignon P
and Moresco RM (2019) Age and
Sex Influence the Neuro-inflammatory
Response to a Peripheral Acute LPS
Challenge. Front. Aging Neurosci. 11:299. doi: 10.3389/fnagi.2019.00299 Keywords: aging, neuroinflammation, microglia, astrocytes, 18 kDa translocator protein, triggering receptor
expressed on myeloid cells 2 Age and Sex Influence the
Neuro-inflammatory Response to a
Peripheral Acute LPS Challenge
Valentina Murtaj 1,2, Sara Belloli 2,3, Giuseppe Di Grigoli 2,3, Maria Pannese 4,
Elisa Ballarini 5,6, Virginia Rodriguez-Menendez 5,6, Paola Marmiroli 5,6, Andrea Cappelli 7,
Valeria Masiello 2, Cristina Monterisi 6, Giuseppe Bellelli 8, Paola Panina-Bordignon 4,9*†
and Rosa Maria Moresco 2,6*† 1PhD Program in Neuroscience, School of Medicine and Surgery, University of Milano-Bicocca, Monza, Italy, 2PET and
Nuclear Medicine Unit, San Raffaele Scientific Institute, Milan, Italy, 3Institute of Molecular Bioimaging and Physiology of
National Reasearch Council, Segrate, Italy, 4Neuroimmunology Unit, Division of Neuroscience, IRCCS San Raffaele Scientific
Institute, Milan, Italy, 5Milan Center for Neuroscience, School of Medicine and Surgery, University of Milano-Bicocca, Monza,
Italy, 6Department of Medicine and Surgery, Tecnomed Foundation, University of Milano-Bicocca, Monza, Italy, 7Department
of Biotechnology, Chemistry and Pharmacy, University of Siena, Siena, Italy, 8Acute Geriatric Unit, School of Medicine and
Surgery, San Gerardo Hospital, University of Milano-Bicocca, Monza, Italy, 9School of Medicine and Surgery, San Raffaele
Vita-Salute University, Milan, Italy Reviewed by:
Tahir Ali, Tahir Ali,
University of Calgary, Canada
Chan Young Shin,
Konkuk University, South Korea
Bernd L. Fiebich,
University of Freiburg, Germany ,
University of Calgary, Canada
Chan Young Shin,
Konkuk University, South Korea
Bernd L. Fiebich,
University of Freiburg, Germany *Correspondence:
Rosa Maria Moresco
moresco.rosamaria@hsr.it
Paola Panina-Bordignon
panina.paola@hsr.it *Correspondence:
Rosa Maria Moresco
moresco.rosamaria@hsr.it
Paola Panina-Bordignon
panina.paola@hsr.it †These authors have contributed
equally to this work as co-last authors Received: 24 June 2019
Accepted: 17 October 2019
Published: 05 November 2019 Aging is associated with an exaggerated response to peripheral inflammatory challenges
together with behavioral and cognitive deficits. Studies considering both age and
sex remain limited, despite sex dimorphism of astrocytes and microglial cells is
largely recognized. To fill this knowledge gap, we investigated the effect of a single
intraperitoneal lipopolysaccharide (LPS) administration in adult and aged mice. We
assessed the expression of different inflammatory mediators, and the microglial response
through binding of [18F]-VC701 tracer to translocator protein (TSPO) receptors in the
male and female brain. Aged female brain showed a higher pro-inflammatory response
to LPS compared to adult female and to aged male, as revealed by ex vivo binding to
TSPO receptors and pro-inflammatory mediator transcript levels. The highest astroglial
reaction was observed in the brain of aged females. Differently to the other groups of
animals, in aged males LPS challenge did not affect transcription of triggering receptor
expressed on myeloid cells 2 (TREM2). In conclusion, our study shows that in the
mouse’s brain the neuro-inflammatory response to an acute peripheral insult is sex-
and age-dependent. Moreover, our results might set the basis for further studies aimed
at identifying sex-related targets involved in the modulation of the aberrant neuro-
inflammatory response that characterizes aging. This knowledge could be relevant for
the treatment of conditions such as delirium and dementia. Edited by:
Diego Ruano,
University of Seville, Spain
Reviewed by:
Tahir Ali,
University of Calgary, Canada
Chan Young Shin,
Konkuk University, South Korea
Bernd L. Fiebich,
University of Freiburg, Germany Edited by:
Diego Ruano,
University of Seville, Spain INTRODUCTION (2017) demonstrated the
presence of AD endo-phenotypes in the brain of asymptomatic
peri-menopausal or menopausal women when compared to
age-matched men. Sex dimorphism of astrocytes and microglial cells is largely
recognized and has been recently demonstrated by Villa et al. (2018). Adult female microglial cells carry a neuroprotective
phenotype even when transplanted into male brain (Amateau
and McCarthy, 2002; Hanamsagar et al., 2017; Villa et al., 2018). Interestingly, this protective phenotype seems to be in contrast
with what has been observed in aged subjects, as suggested
by a whole genome profile showing that old female brains
exhibit higher transcription of genes of the complement system
when compared to old males. The different neuro-inflammatory
signatures may explain the sex-specific susceptibility to cognitive
disorders (Mangold et al., 2017). A neuro-inflammatory response induced by peripheral
challenge with lipopolysaccharide (LPS) has been recently
demonstrated in the brain of adult healthy volunteers using
Positron Emission Tomography (PET) and a radio ligand
for in vivo imaging of brain inflammation (Sandiego et al.,
2015). However, most evidence on molecular and pathological
CNS effects induced by peripheral inflammatory challenges,
particularly during aging, derive from pre-clinical studies on
rodents (Cunningham and Maclullich, 2013). As shown in the
literature, aging is associated with an exaggerated response to
peripheral inflammatory challenges together with behavioral and
cognitive deficits (Hoogland et al., 2015; Schreuder et al., 2017). Indeed, in neurodegenerative disorders as well as in normal
aging, microglia cells lose their supportive role in neuroplasticity
and undertake a primed over-reactive phenotype promoting
cognitive decline and synaptic dysfunction (Godbout and
Johnson, 2006; Maclullich et al., 2008; Teeling and Perry, 2009). A recent gene expression profiling of microglia showed that aging
is associated with over-expression of immune-related genes with
an intermediate signature between acute and primed microglial
genes (Holtman et al., 2015). Translocator protein (TSPO) has been shown to be a
reliable biomarker of microglia activation in a large number
of studies of neuro-inflammation by pre-clinical imaging (Liu
et al., 2014). During brain injury or inflammatory insults, TSPO
is overexpressed in activated microglia cells. For this reason,
TSPO ligands for PET imaging have been extensively used
for the in vivo monitoring of microglia activation/macrophage
infiltration in different neuropsychiatric conditions as well as
in neurodegenerative and neuro-inflammatory animal models
(Liu et al., 2014). INTRODUCTION Currently, not only is there a lack of studies on the
inflammatory responses in males and females but also studies
considering both sex and age remain limited. For this reason, the
main goal of this study was to test whether sex and age influence
the early brain response to an acute peripheral inflammatory
challenge. This experimental setting could reproduce the
delirium syndrome, a transient and serious neurocognitive
disorder characterized by an acute onset and fluctuating course
(Inouye et al., 2014) To this aim, we investigated the effect of
a single intraperitoneal LPS administration in male and female,
adult and aged mice. The association between genes regulating monocytes or
microglial response with neurodegenerative disorders also
supports the major role that neuroinflammation exerts in
cognitive dysfunction. An example of this is the Triggering
Receptor Expressed on Myeloid (TREM), a key component
of innate and adaptive immunity, which is expressed by
a variety of innate cells of the myeloid lineage including
neutrophils, monocytes, osteoclasts, macrophages, dendritic cells
and microglia. In particular, TREM2 has been shown to bind
to poly-anionic ligands such as bacterial LPS and phospholipids
(Wang et al., 2015). Upon ligand binding, TREM2 signals
intracellularly through the adaptor protein DAP12, eventually
regulating different cellular functions like phagocytosis, cytokine
production, proliferation and survival (Thankam et al., 2016). Genetic studies have identified TREM2 variants that are
associated with an increased risk of Alzheimer’s disease (AD;
Zheng et al., 2018). Another protein of potential interest
is the TREM cells Like 2 (TREML2 also named TLT2). TREML2 is upregulated on B cells, neutrophils and macrophages
during inflammation, and recent data suggest a potential
modulatory role in pro-inflammatory responses (Thomas et al.,
2016). Indeed, a missense variant of TREML2 (rs3747742)
has been associated with a reduced susceptibility to develop INTRODUCTION The activation of the peripheral immune system is reflected by a pro-inflammatory milieu
in the central nervous system (CNS; Norden and Godbout, 2013). The mechanisms of
neuroinflammation are the subject of an intense pre-clinical research effort. However, most
studies focus only on male animals, as preferred sex. A recent systematic review showed that only The activation of the peripheral immune system is reflected by a pro-inflammatory milieu
in the central nervous system (CNS; Norden and Godbout, 2013). The mechanisms of
neuroinflammation are the subject of an intense pre-clinical research effort. However, most
studies focus only on male animals, as preferred sex. A recent systematic review showed that only November 2019 | Volume 11 | Article 299 Frontiers in Aging Neuroscience | www.frontiersin.org Age and Sex Influence Neuroinflammation Murtaj et al. 3 out of 51 publications included both male and female
mice or rats, and only a few of them focused on aged
animals (Hoogland et al., 2015). This issue is relevant since
ample evidence support sex-related differences in age-dependent
neurodegenerative disorders (Bouman et al., 2005; Marriott
and Huet-Hudson, 2006; Azad et al., 2007; Ycaza Herrera
and Mather, 2015; Vom Steeg et al., 2016). Precise regulation
of the immune responses maintains brain tissue homeostasis,
while a chronic inflammatory state may influence the loss of
neuronal function and plasticity (Besedovsky and Rey, 2008). In the presence of immune senescence, systemic inflammation
represents a major precipitating factor for cognitive disorders
(Perry, 2004; Costantini et al., 2018). 3 out of 51 publications included both male and female
mice or rats, and only a few of them focused on aged
animals (Hoogland et al., 2015). This issue is relevant since
ample evidence support sex-related differences in age-dependent
neurodegenerative disorders (Bouman et al., 2005; Marriott
and Huet-Hudson, 2006; Azad et al., 2007; Ycaza Herrera
and Mather, 2015; Vom Steeg et al., 2016). Precise regulation
of the immune responses maintains brain tissue homeostasis,
while a chronic inflammatory state may influence the loss of
neuronal function and plasticity (Besedovsky and Rey, 2008). In the presence of immune senescence, systemic inflammation
represents a major precipitating factor for cognitive disorders
(Perry, 2004; Costantini et al., 2018). AD (Benitez et al., 2014; Bhattacharjee et al., 2014; Zhao
and Lukiw, 2015). Females have a higher prevalence of
AD compared to males, thus sex is included among the
risk factors for dementia (McCarthy et al., 2012). Using
in vivo imaging, Mosconi et al. Animals and LPS Challenge The
2−∆∆CT method was used to calculate the relative changes in
gene expression in LPS-treated relative to vehicle-treated mice. The two-way ANOVA following by Tukey post hoc test was used
to evaluate statistical significance between LPS-treated groups
while parametric unpaired Student’s t-test were used to compare
LPS-treated to control group. Genes and relative primer sets used
are listed in Table 2. homogenized in the supplied homogenization buffer and stored
at −80◦C. Total RNA was extracted with the Promega Maxwell®
16 LEV simplyRNA kit using the Maxwell® 16 Instrument
(Promega). cDNA synthesis was performed using 250 ng of total
RNA with the ThermoScript RT-PCR System (Invitrogen) and
Random Primers (Promega) in a final volume of 20 µl according
to the manufacturer’s instructions. The cDNA from each sample
was used to perform RT-qPCR using LightCycler 480 SYBR
Green I Master Mix (Roche) on the LightCycler 480 Instrument
(Roche). β-actin was used as housekeeping gene for sample
normalization. All analyses were performed in triplicate. The
2−∆∆CT method was used to calculate the relative changes in
gene expression in LPS-treated relative to vehicle-treated mice. The two-way ANOVA following by Tukey post hoc test was used
to evaluate statistical significance between LPS-treated groups
while parametric unpaired Student’s t-test were used to compare
LPS-treated to control group. Genes and relative primer sets used
are listed in Table 2. maintained until reaching the age of 17–18 months (aged)
and were further processed. A total number of 76 mice were
included in the study. For each experimental task, adult and aged
mice of both sexes were randomly assigned to LPS or vehicle
(saline) treatment as reported in Table 1 and in the diagram
below (Figure 1). Animals were intraperitoneally injected
with 0.63 mg/kg of LPS (Lipopolysaccharides of Escherichia
coli, serotype 055:B5; Sigma-Aldrich) freshly dissolved in
sterile saline prior to injection, or vehicle (2 mg/5 ml
saline), and neuro-inflammatory responses were evaluated 6 h
later (Biesmans et al., 2013). Ex vivo Binding of [18F]-VC701 to TSPO
Protein There were eight mice per group and treatment was dedicated
to ex vivo imaging studies. Microglia activation was evaluated
using the [18F]-labeled VC701, a TSPO radio ligand developed
in our facility (Di Grigoli et al., 2015; Belloli et al., 2018). This
radiopharmaceutical binds to 18 kDa TSPO. In this study, we
used the novel TSPO tracer [18F]-VC701 that allows to obtain
adequate signal to noise ratios for the measurements of TSPO
binding in mouse brain (Belloli et al., 2018). Binding of [18F]-
VC701 was evaluated ex vivo at 6 h after the intraperitoneal
administration of LPS or saline. Animals were injected with
4.55 ± 1.85 MBq (specific activity: 3.17 ± 1.4 Ci/µMole)
of [18F]-VC701 through the tail vein and sacrificed under
light anesthesia 120 min later. Blood samples were collected
and counted in a gamma counter (LKB Compugamma
CS1282, Wallac). Brains were rapidly removed and divided
into two hemispheres. Cortex, hippocampus and cerebellum
were collected and placed in pre-weighed tubes. Radioactivity
concentration was counted while the tissue used for RT-PCR
was stored at −80◦C for transcript measurement. After counting,
tissue and blood radioactivity concentration were corrected for
the half-life of [18F] (108.9 min) and expressed as percentage
of the injected dose per gram of tissue (%I.D./g). To avoid
a potential confounding effect due to differences in blood
circulating levels, binding data were also normalized to blood
uptake value. Animals and LPS Challenge Animals and LPS Challenge
Adult (2 months) and aged (17–18 months) non-breeding
male and female C57Bl/6J mice were purchased from Charles
River. Animals were maintained and handled in compliance
with our institutional guidelines for the care and use of
experimental animals (IACUC) and the national law for animals
used in research (Prot. N. SK552/2012 D.lsg. 116/1992 and
N. 722/2016-PR D.lsg. 26/2016). Mice were housed in the
San Raffaele Hospital animal facility, maintained in 12/12 h
light/dark cycle with access ad libitum to food and water. Following 1 week of acclimation, one group of 2 months old
mice (adult) were processed according to the experimental
tasks described below, whereas another group of mice was Frontiers in Aging Neuroscience | www.frontiersin.org November 2019 | Volume 11 | Article 299 Frontiers in Aging Neuroscience | www.frontiersin.org 2 Age and Sex Influence Neuroinflammation Murtaj et al. TABLE 1 | Age, body weight, sample size and treatment dosage of each experimental group. Experimental group
Age
Body weight (g)
[18F]-VC701 binding (n)
RT-PCR (n)
IHC (n)
Dosage (LPS/vehicle)
Adult males + LPS
2 months
26.9 ± 2.7
8
5/8
3
0.63 mg/kg
Adult males vehicle
2 months
26.1 ± 1.6
8
5/8
3
50 µl saline
Adult females + LPS
2 months
18.3 ± 3.6
8
4/8
3
0.63 mg/kg
Adult females vehicle
2 months
19.6 ± 1.1
8
5/8
3
30 µl saline
Aged males + LPS
17/18 months
35.5 ± 2.5
8
5/8
3
0.63 mg/kg
Aged male vehicle
17/18 months
36.4 ± 3.3
8
5/8
3
50 µl saline
Aged females + LPS
17/18 months
31.1 ± 4.2
8
5/8
3
0.63 mg/kg
Aged females vehicle
17/18 months
34.2 ± 6.6
8
5/8
3
50 µl saline homogenized in the supplied homogenization buffer and stored
at −80◦C. Total RNA was extracted with the Promega Maxwell®
16 LEV simplyRNA kit using the Maxwell® 16 Instrument
(Promega). cDNA synthesis was performed using 250 ng of total
RNA with the ThermoScript RT-PCR System (Invitrogen) and
Random Primers (Promega) in a final volume of 20 µl according
to the manufacturer’s instructions. The cDNA from each sample
was used to perform RT-qPCR using LightCycler 480 SYBR
Green I Master Mix (Roche) on the LightCycler 480 Instrument
(Roche). β-actin was used as housekeeping gene for sample
normalization. All analyses were performed in triplicate. November 2019 | Volume 11 | Article 299 Immunohistochemistry (IHC) Immunohistochemistry (IHC) and histopathologic analysis were
performed in distinct adult and aged female mice (n = 3 per
group and treatment). Mice were sacrificed 6 h after LPS
or vehicle challenge and perfused with PBS followed by 4%
paraformaldehyde (PFA). Brains were removed, post-fixed in
PFA 4% for 24 h, cryo-protected overnight in 20% sucrose
and 10 µm sections were cut on a cryostat for histological TABLE 2 | Genes and relative primer list used in gene expression analysis. Name
Primer sequence (5′-3′)
β-actin F
5′-gactcctatgtgggtgacgagg-3′
β-actin R
5′ catggctggggtgttgaaggtc-3′
Trem2 F
5′-gcacctccaggaatcaagag-3′
Trem2 R
5′-gggtccagtgaggatctgaa-3′
Trem2L F
5′-tggtggtggtgttgacatttcttcc-3′
Trem2L R
5′atccagggtttagcatagttgctgc-3′
Tspo F
5′-tcagcggctaccaacct-3′
Tspo R
5′-caggattcaggcatggtgat-3′
Il-1β F
5′-gcccatcctctgtgactcat-3′
Il-1β R
5′-aggccacaggtattttgtcg-3′
Tnf-α F
5′-cctgtagcccacgtcgtag-3′
Tnf-α R
5′-gggagtagacaaggtacaaccc-3′
Il4 F
5′-tcaacccccagctagttgtc-3′
Il4 R
5′-tgttcttcgttgctgtgagg-3′
Arg1 F
5′-ttgggtggatgctcacactg-3′
Arg1 R
5′-gtacacgatgtctttggcaga-3′
IL-6 F
5′-agttgccttcttgggactga-3′
IL-6 R
5′-tccacgatttcccagagaac-3′ Statistical Analysis y
Statistical evaluation of [18F]-VC701 tracer uptake was carried
out using two-way ANOVA for Multiple Comparisons with
a Tukey post hoc correction with gender, aging and treatment
as covariates. Data representing radio ligand uptake in each
LPS-treated and vehicle group were analyzed through parametric
unpaired Student’s t-test. For gene expression studies, data
were normalized to housekeeping gene followed by a fold
change evaluation comparing data to internal control group. Data derived from comparison of LPS-treated groups were
statistically analyzed using two-way ANOVA for Multiple
Comparisons
with
a
Tukey
post
hoc
correction,
while
for those reported on Supplementary Figures, data were
statistically evaluated using parametric unpaired Student’s Peripheral Exposure to LPS Influences
Sex- and Age-Dependent Microglia
Activation TSPO expression in different brain areas of adult and aged
untreated and LPS-treated male and female mice was evaluated
by ex vivo binding of [18F]-VC701 to TSPO, 6 h after LPS/vehicle
injection. LPS treatment induced a statistically significant
increase (p < 0.05) of tracer’s uptake in the cortex and cerebellum
of aged males, and in cortex and hippocampus of aged females
(Supplementary Figure S1). Higher uptake of [18F]-VC701 was
observed in the cortex of aged vs. adult LPS-treated females
(Figure 2). This age-dependent effect was not observed in males. The percentage of tracer’s uptake in the cortex and hippocampal
areas was significantly higher in LPS-treated aged females
compared to age-matched vehicle (cortex 51.6%, p ≤0.017;
hippocampus 86.4% p ≤0.010; cerebellum ns, 36.1%, data not
shown). Tissue to blood ratio of tracer’s uptake in LPS-treated
females, expressed as % of injected dose per gram of tissue
(%I.D./g), is shown in Table 3. RNA Extraction and RT-qPCR Analysis RNA Extraction and RT-qPCR Analysis
RT-PCR analysis was performed on five out of the eight
animals/group that was used for the [18F]-VC701 experiments. One mouse in the adult female LPS-treated group was
excluded due to insufficient mRNA availability. The brain areas
(cortex, striatum, hippocampus and cerebellum) were dissected, November 2019 | Volume 11 | Article 299 Frontiers in Aging Neuroscience | www.frontiersin.org 3 Murtaj et al. Age and Sex Influence Neuroinflammation FIGURE 1 | Schematic diagram of the experimental design and readouts. | Schematic diagram of the experimental design and readouts. t-test. Immunohistochemical analyses were performed using
two-way ANOVA for Multiple Comparison with Tukey post
hoc correction. analysis in bright-field microscopy, slices were stained using
standard protocols for hematoxylin and eosin (using Mayer’s
Hematoxylin, BioOptica #05-06002/L and Eosin, BioOptica
#05-10002/L). Analyses were performed using the Prism V6.0 software
(GraphPad Prism, San Diego, CA, USA). Statistical significance
was accepted when ∗p < 0.05, ∗∗p < 0.01, and ∗∗∗p < 0.001. For IHC, slices were immuno-stained with polyclonal rabbit
anti-Iba-1 antibody (Wako, #019-19741) and polyclonal rabbit
anti-GFAP antibody (Novus Biologicals, #NB300-141). Any
endogenous peroxidase activity was quenched by incubating the
slices with 0.3% H2O2 in methanol for 10 min at RT. Both
antibodies were used at a dilution of 1:1,000, incubated for
1 h at RT with EXPOSE rabbit specific HRP/DAB detection
IHC kit (Abcam, #ab80437). DAB chromogen was than applied
to each section for 5 min at RT and counterstained with
Mayer’s hematoxylin, dehydrated and mounted with Eukitt
(BioOptica, #09-00100). Positive and negative controls were run
simultaneously. Slides were acquired with Aperio AT2 digital
scanner at a magnification of 40× (Leica Biosystems). Region
of interest (ROI) were drowned manually on half hemisphere
for cortex, on the entire hippocampus, and on a selected region
of the cerebellum. Percentage of positive cells were calculated
using Aperio eSlide Manager (Leica Biosystems). From the
data obtained (weak, medium and strong positive intensity),
weak positive were not included in the analysis as considered
as background. Sex and Age Effect on Transcript Levels of
Markers of Microglia Activation Interestingly, we found an age- and sex-dependent effect on
the expression of the neuro-inflammatory markers TREM2 and
TREML2 after LPS administration. Our results showed that
peripheral LPS injection induced a significant decrease of
TREM2 transcript levels in all brain regions of adult males and
females (Supplementary Figure S2D). Yet in aged males, LPS
injection did not decrease TREM2 transcript levels, which were
instead significantly decreased in all brain regions of aged females
(Supplementary Figure S3D). When we specifically compared
TREM2 transcript levels among LPS-treated mice, we found that
they were significantly higher in aged males compared to aged
females (p < 0.0002), while no differences were detected in adult
mice of both sexes (Figure 4A). TREML2 transcript levels were significantly increased in
the hippocampus of aged males compared to aged females
(p < 0.01), and also in the cortex, although not reaching statistical
significance (Figure 4B, Supplementary Figures S2E, S3E). Female Brain Shows a Higher
Pro-inflammatory Response to LPS During
Aging In order to confirm that the higher [18F]-VC701 uptake was
associated with a pro-inflammatory response of microglia, we
measured the levels of IL-1β, TNF-α, IL-6, IL-4 and Arg-1
transcripts in LPS-treated and untreated mice. In all brain
regions, peripheral LPS injection induced neuroinflammation
irrespective of sex and age, as shown by significantly increased November 2019 | Volume 11 | Article 299 Frontiers in Aging Neuroscience | www.frontiersin.org 4 Murtaj et al. Age and Sex Influence Neuroinflammation TABLE 3 | Tissue to blood [18F]-VC701 uptake ratio. Brain Region
Tissue/blood ratio (%I.D./g; mean ± SD)
LPS-treated adult females
LPS-treated aged females
Cortex
1.6 ± 0.6
2.52 ± 0.7
Hippocampus
2.31 ± 1.4
2.46 ± 0.9
Cerebellum
2.75 ± 1.3
3.75 ± 1.1 TABLE 3 | Tissue to blood [18F]-VC701 uptake ratio. FIGURE 2 | Translocator protein (TSPO) tracer uptake reveal microglial
activation increased in aged female lipopolysaccharide (LPS)-treated animals. [18F]-VC701 brain tracer uptake in cortex (A); hippocampus (B) and
cerebellum (C) on LPS-treated adult and aged male and female mice. Data
were analyzed using two-way ANOVA analysis with Tukey post hoc and are
expressed as percentage (%) of injected dose per gram of tissue to blood
ratio, mean ± SD, eight mice per group; Mouse brain stained slices (cortex,
hippocampus and cerebellum) derived from immunohistochemistry (IHC)
studies. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. IL-6 in the cerebellum were detected in aged females compared
to aged males (Figures 3A,C). TNF-α transcript levels were
increased in the cortex and hippocampus of aged compared
to adult females, although the differences were not statistically
significant (Figure 3B). Microglia Activation and Astrogliosis in
Aged Female Animals FIGURE 2 | Translocator protein (TSPO) tracer uptake reveal microglial
activation increased in aged female lipopolysaccharide (LPS)-treated animals. [18F]-VC701 brain tracer uptake in cortex (A); hippocampus (B) and
cerebellum (C) on LPS-treated adult and aged male and female mice. Data
were analyzed using two-way ANOVA analysis with Tukey post hoc and are
expressed as percentage (%) of injected dose per gram of tissue to blood
ratio, mean ± SD, eight mice per group; Mouse brain stained slices (cortex,
hippocampus and cerebellum) derived from immunohistochemistry (IHC)
studies. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. As major differences in the neuro-inflammatory response to LPS
were observed in females, we further evaluated glia activation
in females by IHC. In all LPS-treated females, H&E staining
showed no sign of neuronal loss or morphological changes
in the three brain areas examined (cortex, cerebellum and
hippocampus, data not shown). In LPS-treated aged females
an increased percentage of Iba-1 positive cells were detected
when compared to LPS-treated adult females, and vehicle-
treated adult and aged females, which is indicative of a
higher inflammatory status (Figure 5A, cortex). Microglia
activation was suggested by cell morphology in the cerebral
and cerebellar cortex of LPS-treated aged vs. LPS-treated
adult females and vehicle-treated females (Figures 5A–C,
cortex and cerebellum). In the hippocampus both LPS and
vehicle-treated aged females showed a higher degree of Iba-1
immunoreactivity in comparison with adult females reaching
statistical significance in vehicle-treated aged vs. vehicle-treated
adult mice (Figure 5C, hippocampus). transcript levels of IL-1β, IL-6 and TNF-α (Supplementary
Figures S2A–C, S3A–C). Arg-1 and IL-4 transcripts were
negligibly expressed in both LPS-treated and untreated mice
(data not shown). transcript levels of IL-1β, IL-6 and TNF-α (Supplementary
Figures S2A–C, S3A–C). Arg-1 and IL-4 transcripts were
negligibly expressed in both LPS-treated and untreated mice
(data not shown). In agreement with [18F]-VC701 uptake results, in female but
not in male brain, age affected levels of the pro-inflammatory
cytokines IL-1β, TNF-α and IL-6 in response to the LPS
challenge. Aged females compared to adult females showed
increased levels of IL-1β and IL-6 in all areas, which was
statistically significant in the cortex for IL-1β, and in both cortex
and cerebellum for IL-6 (Figures 3A,C). No age-dependent
effects on IL-1β, TNF-α and IL-6 transcript levels were detected
in males. Microglia Activation and Astrogliosis in
Aged Female Animals Increased IL-1β transcript levels in the cortex and Astroglial
cells
showed
an
increase
in
GFAP
immunoreactivity
in
aged
compared
to
adult
females
(Figures 6A,B). This observation was consistent in the cortex, Astroglial
cells
showed
an
increase
in
GFAP
immunoreactivity
in
aged
compared
to
adult
females
(Figures 6A,B). This observation was consistent in the cortex, Frontiers in Aging Neuroscience | www.frontiersin.org November 2019 | Volume 11 | Article 299 5 Murtaj et al. Age and Sex Influence Neuroinflammation FIGURE 3 | Increased expression levels of pro-inflammatory cytokines in aged LPS treated mice. Gene expression analysis of IL-1β (A), TNF-α (B) and IL-6 (C) by
RT-qPCR in cortex, hippocampus and cerebellum of all LPS-treated animals. All the values were normalized to mouse β-actin and expressed as fold change referred
to internal control group. Bars represent the average of triplicate measurements and error bars represent ± SEM, five animals per group. Statistical analysis was
performed using two-way ANOVA following by Tukey post hoc test of the relative mRNA expression of LPS-treated mice previously normalized to internal control
group. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. FIGURE 3 | Increased expression levels of pro-inflammatory cytokines in aged LPS treated mice. Gene expression analysis of IL-1β (A), TNF-α (B) and IL-6 (C) by
RT-qPCR in cortex, hippocampus and cerebellum of all LPS-treated animals. All the values were normalized to mouse β-actin and expressed as fold change referred
to internal control group. Bars represent the average of triplicate measurements and error bars represent ± SEM, five animals per group. Statistical analysis was
performed using two-way ANOVA following by Tukey post hoc test of the relative mRNA expression of LPS-treated mice previously normalized to internal control
group. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. FIGURE 3 | Increased expression levels of pro-inflammatory cytokines in aged LPS treated mice. Gene expression analysis of IL-1β (A), TNF-α (B) and IL-6 (C) by
RT-qPCR in cortex, hippocampus and cerebellum of all LPS-treated animals. All the values were normalized to mouse β-actin and expressed as fold change referred
to internal control group. Bars represent the average of triplicate measurements and error bars represent ± SEM, five animals per group. Statistical analysis was
performed using two-way ANOVA following by Tukey post hoc test of the relative mRNA expression of LPS-treated mice previously normalized to internal control
group. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. Microglia Activation and Astrogliosis in
Aged Female Animals in LPS-treated aged females for Iba-1 and in vehicle and
LPS-treated aged females for GFAP (data not shown). cerebellum and hippocampus of aged females where astrocytes
also showed hyperplasia of cytoplasm and of cellular processes
resembling an activated phenotype. Quantification analysis
showed a significant higher percentage of GFAP positive cells
in cortex and hippocampus of aged compared to adult females. A similar trend was observed also in the cerebellar region
(Figure 6C). Furthermore, in the sections where olfactory
bulb was present, a general increase in immunoreactivity
for both Iba-1 and GFAP was observed, again more evident DISCUSSION In this study, we demonstrate for the first time that both age
and sex influence an early neuro-inflammatory response after
an acute mild peripheral LPS challenge in mice. In comparison
to control conditions, LPS-treated aged male and female mice November 2019 | Volume 11 | Article 299 Frontiers in Aging Neuroscience | www.frontiersin.org 6 Murtaj et al. Age and Sex Influence Neuroinflammation FIGURE 4 | Triggering receptor expressed on myeloid cells like 2 (TREM2) is differentially expressed in aged LPS treated mice. Gene expression analysis of TREM2
(A), TREML2 (B), two immunomodulatory markers by RT-qPCR in cortex, hippocampus and cerebellum of all LPS-treated animals. All the values were normalized to
mouse β-actin and expressed as fold change referred to internal control group. Bars represent the average of triplicate measurements and error bars
represent ± SEM, five animals per group. Statistical analysis was performed using two-way ANOVA following by Tukey post hoc test of the relative mRNA expression
of LPS-treated mice previously normalized to internal control group. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. showed an increase [18F]-VC701 binding indicative of higher
expression of TSPO. A prominent effect was observed in
LPS-treated aged compared to adult females. [18F]-VC701 is
l
l
f
h h
k
(Di Grigoli et al., 2015). TSPO’s main role is to transport
cholesterol across the outer mitochondrial membrane. While
TSPO is negligibly expressed in the normal brain parenchyma, its
l
d
h FIGURE 4 | Triggering receptor expressed on myeloid cells like 2 (TREM2) is differentially expressed in aged LPS treated mice. Gene expression analysis of TREM2
(A), TREML2 (B), two immunomodulatory markers by RT-qPCR in cortex, hippocampus and cerebellum of all LPS-treated animals. All the values were normalized to
mouse β-actin and expressed as fold change referred to internal control group. Bars represent the average of triplicate measurements and error bars
represent ± SEM, five animals per group. Statistical analysis was performed using two-way ANOVA following by Tukey post hoc test of the relative mRNA expression
of LPS-treated mice previously normalized to internal control group. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. showed an increase [18F]-VC701 binding indicative of higher
expression of TSPO. A prominent effect was observed in
LPS-treated aged compared to adult females. [18F]-VC701 is
a structural analog of PK11195, which targets 18 kDa TSPO (Di Grigoli et al., 2015). DISCUSSION TSPO’s main role is to transport
cholesterol across the outer mitochondrial membrane. While
TSPO is negligibly expressed in the normal brain parenchyma, its
expression increases upon microglia activation and macrophage November 2019 | Volume 11 | Article 299 Frontiers in Aging Neuroscience | www.frontiersin.org Frontiers in Aging Neuroscience | www.frontiersin.org 7 Age and Sex Influence Neuroinflammation Murtaj et al. were sexually differentiated in the adult brain, as male mice
carried a phenotype more poised to inflammatory reactions
than female microglia. Moreover, in females, microglia displayed
neuroprotective features in an acute pre-clinical model of
ischemic insult (Villa et al., 2018). Gene sexual dimorphism
has also been reported in humans by Berchtold et al. (2008). This study shows that males display a greater number of
gene expression changes (mainly downregulation) during the
transition to the sixth and seventh decade of life while females
show more prominent gene expression changes later in life,
during the eighth and ninth decade of life. Moreover, increased
immune activation was greater in the female brain, as shown by a
higher percentage of up-regulated genes involved in the immune
response and inflammation (34% in males and 50% in females;
Berchtold et al., 2008). FIGURE 5 | Increased IBA1 immunoreactivity and changes in glia
morphology in brain areas of LPS-treated aged vs. LPS-treated adult
females. (A) Immunostaining of Iba-1+ cells in cerebral cortex, hippocampus
and cerebellum from one representative vehicle and one representative
LPS-treated adult female mouse. (B) Immunostaining of Iba-1+ cells in
cerebral cortex, hippocampus and cerebellum from one representative vehicle
and one representative LPS-treated aged female mouse. (C) Quantification of
the percentage of Iba-1+ cells in cortex, hippocampus and cerebellum of all
female groups used in the study. Data are expressed as mean ± SEM of
selected region of interest (ROI) performed on three animals per group, scale
bar = 100 µm. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. To better understand the nature of the microglia response,
we evaluated the effect of the peripheral LPS challenge
on transcription of a few inflammatory mediators: IL-1β,
TNF-α, IL-6, Arg1 and IL-4. We showed that LPS induced a
pro-inflammatory reaction in the brain of male and female mice
as indicated by the up-regulation of IL-1β, TNF-α and IL-6 gene
expression. DISCUSSION However, in agreement with [18F]-VC701 studies, the
effect of LPS on pro-inflammatory cytokine transcript levels was
significantly increased in aged compared to adult females, as well
as in aged females compared to aged males. As a major age effect was observed in females, we further
analyzed microglia and astrocyte status by IHC in all brain
regions of adult and aged females. In agreement with TSPO
expression and pro-inflammatory cytokine transcript levels,
we found an increased expression of microglia and astrocyte
markers in LPS-treated and vehicle-treated aged compared to
adult females, with some regional differences. Increased Iba-1
expression was present particularly in the cerebral cortex of
LPS-treated aged animals, whereas GFAP immunoreactivity was
higher in aged females in all the cerebral areas examined,
regardless of LPS administration. Finally, the higher Iba-1 and
GFAP signals detected in aged females was associated with a
different cellular morphology. Altogether, our results highlight
the acute onset of a higher neuro-inflammatory response in
aged females. A similar response was also reported in female
3xTg-AD mice, where neuroinflammation was associated with
progressive cognitive decline that increased as a function of
age (Belfiore et al., 2019). FIGURE 5 | Increased IBA1 immunoreactivity and changes in glia
morphology in brain areas of LPS-treated aged vs. LPS-treated adult FIGURE 5 | Increased IBA1 immunoreactivity and changes in glia
morphology in brain areas of LPS-treated aged vs. LPS-treated adult
females. (A) Immunostaining of Iba-1+ cells in cerebral cortex, hippocampus
and cerebellum from one representative vehicle and one representative
LPS-treated adult female mouse. (B) Immunostaining of Iba-1+ cells in
cerebral cortex, hippocampus and cerebellum from one representative vehicle
and one representative LPS-treated aged female mouse. (C) Quantification of
the percentage of Iba-1+ cells in cortex, hippocampus and cerebellum of all
female groups used in the study. Data are expressed as mean ± SEM of
selected region of interest (ROI) performed on three animals per group, scale
bar = 100 µm. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. GURE 5 | Increased IBA1 immunoreactivity and changes in glia FIGURE 5 | Increased IBA1 immunoreactivity and changes in glia
morphology in brain areas of LPS-treated aged vs. LPS-treated adult
females. (A) Immunostaining of Iba-1+ cells in cerebral cortex, hippocampus
and cerebellum from one representative vehicle and one representative
LPS-treated adult female mouse. DISCUSSION (B) Immunostaining of Iba-1+ cells in
cerebral cortex, hippocampus and cerebellum from one representative vehicle
and one representative LPS-treated aged female mouse. (C) Quantification of
the percentage of Iba-1+ cells in cortex, hippocampus and cerebellum of all
female groups used in the study. Data are expressed as mean ± SEM of
selected region of interest (ROI) performed on three animals per group, scale
bar = 100 µm. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. Microglia, as the primary source of pro-inflammatory
cytokines, are pivotal mediators of neuroinflammation (Colonna
and Butovsky, 2017). The amplitude and duration of the
context-dependent activation of microglia are regulated by
many pattern-recognition receptors, and immune receptors that
deliver either activating or inhibitory signals. TREM2 and
TREML2 are two microglia/monocyte regulators with potential
and opposite roles in neurodegenerative disorders such as AD
(Zsido et al., 2017). We show that acute peripheral administration
of LPS induced an opposite modulation of TREM2 and
TREML2 transcripts. In all groups analyzed, except aged male
mice, we showed that LPS reduced TREM2 while increasing
TREML2 transcript levels. TREM2 regulates critical functions
of microglia including inhibition of pro-inflammatory responses infiltration (Betlazar et al., 2018). Thus TSPO up-regulation
has been mainly associated with a pro-inflammatory status of
microglia (Bonsack et al., 2016). PET-TSPO has been successfully
applied to image the neuro-inflammatory reaction to LPS
administration in the brain of human subjects, showing an
increased binding of the TSPO radiotracer [11C]-PBR28 in
all brain regions (Sandiego et al., 2015). Co-localization of
TSPO with CD206-positive alternatively-activated microglia has
also been reported (Liu et al., 2015). Our results, although
obtained from analysis of whole tissue are in agreement
with transcriptomic data of purified microglia (Villa et al.,
2018). Villa et al. (2018) demonstrated that microglia cells Frontiers in Aging Neuroscience | www.frontiersin.org Frontiers in Aging Neuroscience | www.frontiersin.org November 2019 | Volume 11 | Article 299 8 Age and Sex Influence Neuroinflammation Murtaj et al. FIGURE 6 | Increased astrocytosis and changes in glia morphology in brain
areas of LPS-treated and vehicle-treated aged females. (A) Immunostaining
of GFAP+ cell in cerebral cortex, hippocampus and cerebellum from one
representative vehicle and one representative LPS-treated adult female
mouse. (B) Immunostaining of GFAP+ astrocyte cells in cerebral cortex,
hippocampus and cerebellum from one representative vehicle and one
representative LPS-treated aged female mouse. DISCUSSION (C) Quantification of
percentage of GFAP+ cells in cortex, hippocampus and cerebellum of all
female groups used in the study. Data are expressed as mean ± SEM of
selected ROI performed on three animals per group, scale bar = 100 µm. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. 2017). In particular, reduction of TREM2 was associated with a
decreased microglia proliferation, an effect that was absent when
TREML2 was knocked down. During aging, microglia undergo cellular senescence losing
regenerative and trophic functions (Mecca et al., 2018). According to Colonna and Wang (2016) TREM2 protects
the aged brain from insults. Indeed, carrying a loss of
function
mutations
in
the
TREM2
gene
represents
an
important
risk
factor
for
dementia
(Gao
et
al.,
2017). In
vitro
experiments
demonstrated
that,
silencing
of
TREM2 exacerbated LPS-induced pro-inflammatory response in
BV2 microglia (Zhong et al., 2015), In contrast, overexpression
of TREM2 lowered the pro-inflammatory response, thus
supporting the hypothesis that TREM2 expression modulates the
acute and transient pro-inflammatory responses induced by LPS
(Zhong et al., 2015). Thus, the higher TREM2 expression
observed in aged male mice might represent a strategy
to counterbalance the pro-inflammatory milieu of aging,
partially
sustained
by
activation
of
signaling
pathways
mediated
by
TREML2,
which
likely
activates
apoptosis
and modulates microglial functions (de Freitas et al., 2012;
Zheng et al., 2016). In aged female brains, we observed up-regulation of
reactive GFAP-positive astroglia in all the regions examined
independently from LPS administration. Although GFAP
expression is limited to only a fraction of astrocytes with
a
substantial
regional
heterogeneity,
its
expression
has
been
associated
with
reactive
astrogliosis
(Verkhratsky
and Nedergaard, 2018). During aging, high levels of GFAP
expression were identified as ‘‘mild to moderate astrogliosis’’
while
the
presence
of
cellular
hypertrophy
in
addition
to
GFAP
increase
appears
to
be
associated
to
‘‘severe
diffuse
astrogliosis’’
(Cohen
and
Torres,
2019). Matias
et al. (2019) reported that the astrocyte response to brain
aging showed intra-regional heterogeneity (Matias et al.,
2019): astrocytes in the hippocampal region presented an
age-dependent hypertrophy, similar to the astrocyte morphology
detected in our study, which may contribute to synapse loss
and neuroinflammation. FIGURE 6 | Increased astrocytosis and changes in glia morphology in brain
areas of LPS-treated and vehicle-treated aged females. (A) Immunostaining
of GFAP+ cell in cerebral cortex, hippocampus and cerebellum from one
representative vehicle and one representative LPS-treated adult female
mouse. ACKNOWLEDGMENTS We thank Pasquale Simonelli for technical support with animal
preparation and ex vivo binding experiments. We thank Pasquale Simonelli for technical support with animal
preparation and ex vivo binding experiments. CONCLUSION This work was supported by grants from: The Italian Ministry
of Education, University and Research (Ministero dell’Istruzione,
dell’Universitá e della Ricerca; MIUR) Project ‘‘Identification,
validation and commercial development of new diagnostic and
prognostic biomarkers for complex trait diseases (IVASCOMAR,
Prot. CTN01 00177 165430)’’. In conclusion, the results of this study show that the neuro-
inflammatory response of a mouse’s brain to an acute peripheral
LPS challenge is sex- and age-dependent, and is likely to involve
multiple cellular and molecular regulators of neuronal functions. In conclusion, the results of this study show that the neuro-
inflammatory response of a mouse’s brain to an acute peripheral
LPS challenge is sex- and age-dependent, and is likely to involve
multiple cellular and molecular regulators of neuronal functions. Our results might set the basis for further studies aimed at
characterizing sex-related targets involved in the modulation
of the neuro-inflammatory response in aging. This knowledge
could be relevant for the treatment of conditions such as delirium
and dementia. Our results might set the basis for further studies aimed at
characterizing sex-related targets involved in the modulation
of the neuro-inflammatory response in aging. This knowledge
could be relevant for the treatment of conditions such as delirium
and dementia. DATA AVAILABILITY STATEMENT The Supplementary Material for this article can be found online
at:
https://www.frontiersin.org/articles/10.3389/fnagi.2019.002
99/full#supplementary-material. The raw data supporting the conclusions of this manuscript will
be made available by the authors, without undue reservation, to
any qualified researcher. DISCUSSION (B) Immunostaining of GFAP+ astrocyte cells in cerebral cortex,
hippocampus and cerebellum from one representative vehicle and one
representative LPS-treated aged female mouse. (C) Quantification of
percentage of GFAP+ cells in cortex, hippocampus and cerebellum of all
female groups used in the study. Data are expressed as mean ± SEM of
selected ROI performed on three animals per group, scale bar = 100 µm. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. Interestingly,
increased
levels
of
neuro-inflammatory
markers, including GFAP, are present in the brain of AD
patients. Recently Barroeta-Espar et al. (2019) demonstrated
reduced levels of GFAP and a different pattern of cytokines
expression in subjects resilient to AD pathology. This selected
population of aged subjects harbor plaque and tangle loads that
in some cases are equivalent to those found in AD, although in
absence of the typical patterns of neuronal/synaptic loss seen
in the pathology. These findings suggest that down-regulation
of neuroinflammation is one of the differential traits of human
brain resilience to AD pathology, a mechanism that might be less
efficient in female brain. Implications of our findings may impact
the development of clinical phenotypes such as delirium and
dementia. Delirium is one of the most common neuropsychiatric
conditions among older people, which is known to develop as
an acute consequence of peripheral infection or inflammation
originating outside the brain (Cerejeira et al., 2010; Franceschi
and Campisi, 2014; Bu et al., 2015; Morandi et al., 2018). and stimulation of phagocytosis of apoptotic neurons (Piccio
et al., 2008). TREM2-transduced myeloid precursors mediate
nervous tissue debris clearance and facilitate recovery in an
animal model of multiple sclerosis (Takahashi et al., 2005,
2007). Moreover, TREM2 binds poly-anionic ligands including
LPS (Wang et al., 2015). Previous findings showed that LPS
stimulation suppressed TREM2 levels in microglia, at the same
time inducing pro-inflammatory cytokines secretion (Zheng
et al., 2016). Peripheral LPS challenge (at a similar dose to
that used in our study) induced up-regulation of TREML2 and
down-regulation of TREM2 levels in microglia, and increase of
pro-inflammatory cytokines (Zheng et al., 2016; Zhang et al., Frontiers in Aging Neuroscience | www.frontiersin.org November 2019 | Volume 11 | Article 299 Frontiers in Aging Neuroscience | www.frontiersin.org 9 Age and Sex Influence Neuroinflammation Murtaj et al. The higher the level of frailty, the higher the likelihood of
developing delirium in reaction to an inflammatory stimulus
(Bellelli et al., 2017; Persico et al., 2018). ETHICS STATEMENT The
animal
study
was
approved
by
our
Institutional
Guidelines for the Care and Use of Experimental Animals
(IACUC) and the National Law for animals used in research
(Prot. N. SK552/2012 D.lsg. 116/1992 and N. 722/2016-PR
D.lsg. 26/2016). Future studies should explore chronic neuroinflammation
and
morphological-functional
changes
in
glial
cell
upon
repetitive systemic insult or an acute severe neural event. As the cortex represents in our study the most important
region influenced by sex and age, we will further explore
gene modulation of specific pathways trough transcriptomic
analysis of cortical glia in adult and aged female and male mice. Furthermore, specific behavioral phenotypes such as attention
and active inhibitory processes associated with cognitive frailty
will be investigated. AUTHOR CONTRIBUTIONS VMu: data generation, collection, analysis and interpretation,
and manuscript drafting. SB and GG: data generation and
collection. MP:
support
in
qRT-PCR
data
generation
and analysis. EB, VR-M, and PM: support in IHC data
analysis and interpretation. AC, VMa, and CM: production
and validation of the tracer [18F]-VC701. GB: critical review of
the manuscript. PP-B and RM: study conception and design,
manuscript preparation. All the authors approved the final
version of the manuscript. Finally, it would be appropriate to ascertain if age- and
sex-specific patterns of neuroinflammation could be identifiable
in humans too, and to clarify the mechanisms involved in
such differences. DISCUSSION Neuroinflammation
has also been recognized as a pathophysiological mechanism
of dementia, especially AD, again with frailty as a modulating
factor of the disease clinical expression (Tao et al., 2018;
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et al. (2016). Age and testosterone mediate influenza pathogenesis in male mice. Am. J. Physiol. Lung Cell. Mol. Physiol. 311, L1234–L1244. doi: 10.1152/ajplung. 00352.2016 Conflict of Interest: The authors declare that the research was conducted in the
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177–184. doi: 10.1016/s1474-4422(18)30371-5 Copyright © 2019 Murtaj, Belloli, Di Grigoli, Pannese, Ballarini, Rodriguez-
Menendez, Marmiroli, Cappelli, Masiello, Monterisi, Bellelli, Panina-Bordignon
and Moresco. 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. Wang, Y., Cella, M., Mallinson, K., Ulrich, J. D., Young, K. L., Robinette, M. L.,
et al. (2015). TREM2 lipid sensing sustains the microglial response in an
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Ycaza Herrera, A., and Mather, M. (2015). Actions and interactions of estradiol
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et al. (2015). TREM2 lipid sensing sustains the microglial response in an
Alzheimer’s disease model. Cell 160, 1061–1071. doi: 10.1016/j.cell.2015.01.049 Ycaza Herrera, A., and Mather, M. (2015). Actions and interactions of estradiol
and glucocorticoids in cognition and the brain: implications for aging women. Neurosci. Biobehav. Rev. 55, 36–52. Frontiers in Aging Neuroscience | www.frontiersin.org REFERENCES doi: 10.1016/j.neubiorev.2015.04.005 November 2019 | Volume 11 | Article 299 Frontiers in Aging Neuroscience | www.frontiersin.org 12
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UM ESTUDO SOBRE A GESTÃO DE PESSOAS NA PANDEMIA DO COVID-19
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1 Doutoranda em Administração de Empresas pela Falcultad Interamerica de Ciencias Sociales; Mestre em
Gestão Empresarial pela Universidade de Lusófona. Graduada em Ciências Econômicas pela Universidade
Federal de Viçosa. Pós-graduação em Gestão e Marketing do Turismo pela Universidade de Brasília e Direito
Público pela Faculdade Projeção. Empresária na área de eventos com vasta experiência no planejamento
execução de eventos nos eixos de Brasília, Goiânia e Anápolis e Professora Universitária - Centro Universitário
Planalto do Distrito Federal (UNIPLAN). Resumo A gestão de pessoas precisa elaborar estratégias para alinhar os seus processos e competências,
as pessoas são o principal ativo, sendo necessário, portanto, que as organizações sejam mais
conscientes e atentas aos seus funcionários. Diante da pandemia, os gestores tiveram que criar táticas
para lidar com esse cenário adverso, o processo tornou-se mais competitivo e extremamente agressivo,
apresentou uma nova realidade para as empresas, decidindo a sua continuação no mercado. A
metodologia da pesquisa bibliográfica consiste na utilização de plataformas científicas, tais como o
Scielo, Google Scholar, entre outras. A fim de ampliar as fontes de pesquisa e enriquecer a análise das
informações obtidas sobre a temática escolhida. Pode-se perceber a mudança que ocorreu em relação
ao trabalho remoto, na realocação dinâmica de recursos, na aceleração da digitalização e na automação
para atender às necessidades individuais e organizacionais em constante evolução. Para iniciar a
organização do futuro, a contratação de novos colaboradores e da liderança devem ser dentro de uma
nova proposta criativa e flexível. O novo conceito empresarial precisa ser ousado, buscar talentos, ter
uma rede de equipe consolidada, além disso deve criar um ecossistema na organização favorável a
todos os envolvidos. Palavras-chave: Gestão de pessoas. Recurso Humano. Pandemia Palavras-chave: Gestão de pessoas. Recurso Humano. Pandemia UM ESTUDO SOBRE A GESTÃO DE PESSOAS NA PANDEMIA DO COVID-19 Mirizete de Jesus dos Santos1 Katia Mary Casara Pellin2 2 Doutoranda em Administração de Empresas Faculdade de Ciências Sociais Interamericana. Mestre em Gestão
Empresarial pela Universidade Lusófona. Graduada em Administração pela Faculdades Integradas – FIRB. Pós-
graduação em Administração Pública Instituição União Educacional do Norte – UNINORTE e Licenciatura
Pedagogia Faculdade de Teologia. Avanços & Olhares, ISSN: 2595-2579, Nº 9, Barra do Garças - MT Avanços & Olhares, ISSN: 2595-2579, Nº 9, Barra do Garças - MT 1 Palavras-chave: Gestão de pessoas. Recurso Humano. Pandemia Resumen La gestión de personas necesita diseñar estrategias para alinear sus procesos y habilidades, las
personas son el principal activo, por lo tanto, las organizaciones necesitan estar más conscientes y
atentas a sus empleados. Ante la pandemia, los directivos debieron crear tácticas para enfrentar este
escenario adverso, el proceso se tornó más competitivo y sumamente agresivo, presentando una nueva
realidad para las empresas, decidiendo continuar en el mercado. La metodología de investigación
bibliográfica consiste en el uso de plataformas científicas, como Scielo, Google Scholar, entre otras. Con el fin de ampliar las fuentes de investigación y enriquecer el análisis de la información obtenida
sobre el tema elegido. Puede ver el cambio que ha tenido lugar desde el trabajo remoto, la reasignación
dinámica de recursos, la aceleración de la digitalización y la automatización para satisfacer las
necesidades individuales y organizacionales en evolución. Para iniciar la organización del futuro, la
contratación de nuevos empleados y el liderazgo deben estar dentro de una nueva propuesta creativa y
flexible. El nuevo concepto de negocio debe ser audaz, buscar talento, tener una red de equipos
consolidada y también debe crear un ecosistema en la organización favorable para todos los
involucrados. Palabras clave: Gestión de personas. Recursos humanos. Pandemia Abstract People management needs to devise strategies to align its processes and skills, people are the main
asset, therefore, organizations need to be more aware and attentive to their employees. Faced with the
pandemic, managers had to create tactics to deal with this adverse scenario, the process became more
competitive and extremely aggressive, presenting a new reality for companies, deciding to continue in
the market. The bibliographic research methodology consists of the use of scientific platforms, such as
Scielo, Google Scholar, among others. In order to expand the research sources and enrich the analysis
of the information obtained on the chosen theme. You can see the shift that has taken place from
remote working, the dynamic reallocation of resources, the acceleration of digitization and automation
to meet evolving individual and organizational needs. To start the organization of the future, hiring
new employees and leadership must be within a new creative and flexible proposal. The new business Avanços & Olhares, ISSN: 2595-2579, Nº 9, Barra do Garças - MT 2 concept needs to be bold, seek talent, have a consolidated team network, and it must also create an
ecosystem in the organization favorable to all those involved. Keywords: People management. Human resource. Pandemic Keywords: People management. Human resource. Pandemic INTRODUÇÃO De acordo com Barnard (1971), as pessoas não atuam isoladamente, mas com
interações para alcançar os seus objetivos. Nas relações humanas, os indivíduos sofrem
influências umas das outras, devido às diferenças individuais, pois cada uma têm suas
características, capacidades e limitações próprias. Os indivíduos precisam se relacionar para
alcançarem os seus objetivos de forma mais eficiente, sendo assim, através da participação
pessoal e do cooperativismo, surgem as organizações. Dessa forma, as instituições são
sistemas cooperativos, que têm como fundamento a racionalidade, ou seja, as organizações
são sistemas sociais que se baseiam na cooperação entre as pessoas. Conforme Chiavenato (1993, p. 565), "uma organização somente existe quando
ocorrem três condições: a interação entre duas ou mais pessoas, desejo e disposição para a
cooperação e finalidade de alcançar objetivo comum." Dentro das instituições existe a
necessidade de ter uma área voltada para as pessoas, que se atente para além da documentação Avanços & Olhares, ISSN: 2595-2579, Nº 9, Barra do Garças - MT 3 3 e dos processos burocráticos, sendo indispensável uma ação que crie e organize uma forma de
agir sobre o comportamento dos funcionários (FISCHER, 2002, p.11). Isso comprova que além da força de trabalho, é preciso uma equipe que se organize e
dê ênfase nos objetivos organizacionais e nas relações pessoais dentro da instituição, sendo
esse o setor de Recursos Humanos (RH). Fischer (2002) salienta que o setor de recursos
humanos nas organizações desenvolveu-se à medida que os funcionários se tornaram fatores
de produção. O conceito desse setor seria, concentrar-se no controle das pessoas que prestam
serviço e não na sua satisfação e motivação como é discutido atualmente. Em relação aos Recursos Humanos, Springer e Springer (1990) afirmavam que o
objetivo do setor era identificar entre os candidatos, os sujeitos que poderão ser colaboradores
mais produtivos com menor custo, o demonstrando que o controle era crucial, uma vez que o
foco principal era de avaliar a capacidade dos trabalhadores. A gestão de pessoas precisa elaborar estratégias para alinhar os seus processos e
competências, ao cenário interno e externo da organização, proporcionando vantagens
competitivas à empresa. (CHIAVENATO, 2009) Conforme Chiavenato (2014), as pessoas são o principal ativo da organização, sendo
necessário, portanto, que as organizações sejam mais conscientes e atentas aos seus
funcionários. As organizações com sucesso percebem que só crescem se maximizarem os
retornos dos investimentos de todos os parceiros, sobretudo os funcionários. INTRODUÇÃO O mundo está se
modificando com uma rapidez extraordinária, com intensidade cada vez maior. Sempre houve
mudanças na história humana, mas não com a pressa, profundidade e efeitos que ocorrem
hoje. Para Chiavenato (2014, p.1), ainda, diversos elementos ajudam tais como nesta
mudança: "econômicas, tecnológicas, sociais, culturais, legais, políticas, demográficas e
ecológicas que atuam de maneira conjugada e sistêmica [...] trazendo transformações,
imprevisibilidade e incerteza para as organizações”. O que ocorre fora tem um forte impacto
sobre as organizações. É crucial analisar o ambiente externo para ajustar o procedimento de cada organização
e o seu propósito para o futuro, uma vez que ele será completamente diferente do cenário
atual. A maioria das pessoas que trabalham no setor de recursos humanos (RH) são as que
mais sofrem, pois as alterações são tantas que até a denominação da área está sendo alterada. Segundo Chiavenato (2014, p.1) em diversas instituições, Avanços & Olhares, ISSN: 2595-2579, Nº 9, Barra do Garças - MT [...] a denominação administração de recursos humanos (ARH) está sendo
substituída por expressões como gestão de pessoas (GP), gestão com
pessoas, gestão do talento humano, gestão de parceiros ou de colaboradores,
gestão de competências, gestão do capital humano ou administração do
capital intelectual. Ao longo dos anos de 2019, a pandemia causada pela covid-193, alterou a interação
como conhecemos. Fechando, no primeiro semestre de 2020, as fronteiras entre os países,
ainda hoje, o mundo sofre os impactos causados nas organizações e na sociedade em geral. Conforme Felipe et al. (2021, p.221), ficou evidente a dificuldade que as organizações
tiveram na tomada de ações para eficácia do combate da situação. A tensão, tanto mental
quanto emocional, dificultam o equilíbrio entre as demandas do trabalho e outros relevantes
para estabilidade emocional, como as questões relacionadas família. Mudança da rotina e da
jornada de trabalho, novas demandas, home office, entre outras situações dificultaram e
limitaram o trabalho dos colaboradores. Segundo Panda (2020), estávamos diante de uma situação inédita na história mundial. Foi necessário criar ferramentas a curto prazo para proteger as companhias e a economia, uma
vez que o setor privado é dependente do setor público. Os empresários acreditavam que ainda
existiam atividades econômicas que poderiam sobreviver à crise da Covid-19, embora fossem
poucas. Carvalho et al. (2020) complementa que o caos econômico anunciado pela pandemia
atingiu as atividades econômicas das instituições, exigindo propostas governamentais para o
menor impacto possível na economia do país. g
ç
4 Coordenação de Aperfeiçoamento de Pessoal de Nível Superior ç
g
p
(SARS-CoV-2), conforme a Organização Mundial da Saúde (OMS). g
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4 Coordenação de Aperfeiçoamento de Pessoal de Nível Superior ID-19 é uma doença infectocontagiosa causada pelo coronavírus da síndrome respiratória aguda grave 2 ç
g
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(SARS-CoV-2), conforme a Organização Mundial da Saúde (OMS). 3 A COVID-19 é uma doença infectocontagiosa causada pelo coronavírus da síndrome respiratória aguda grave 2
(SARS-CoV-2), conforme a Organização Mundial da Saúde (OMS).
4 C
d
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f i
d P
l d Ní
l S
i 3 A COVID-19 é uma doença infectocontagiosa causada pelo coronavírus da síndrome respiratória aguda grave 2
(SARS-CoV-2), conforme a Organização Mundial da Saúde (OMS).
4 Coordenação de Aperfeiçoamento de Pessoal de Nível Superior 5 O lockdown pode ser classificado em confinamento total ou parcial (BRASIL). A Recomendação nº 036, de 11
de maio de 2020, recomenda a implementação de medidas de distanciamento social mais restritivo (lockdown),
nos municípios com ocorrência acelerada de novos casos de COVID-19 e com taxa de ocupação dos serviços
atingido níveis críticos [Internet]. Brasília: Conselho Nacional de Saúde; 2020. Disponível em:
http://conselho.saude.gov.br/recomendacoescns/1163-recomendac-a-o-n-036-de-11-de-maio-de-2020 Metodologia A metodologia da pesquisa bibliográfica consiste na utilização de plataformas
científicas, tais como o Scielo, Google Scholar, entre outras, para buscar referências
relevantes e atualizadas sobre o tema proposto. Os descritores "Gestão" e "Pessoas" foram
utilizados para a fundamentação e discussão dos estudos encontrados. Além disso, realizou-se
um levantamento no banco de teses da CAPES4, utilizando os descritores "Gestão de
Pessoas", "Pandemia" e "Recursos Humanos", a fim de ampliar as fontes de pesquisa e
enriquecer a análise das informações obtidas. Foi feita uma leitura crítica dos artigos e teses Avanços & Olhares, ISSN: 2595-2579, Nº 9, Barra do Garças - MT 5 5 encontrados, avaliando a qualidade das evidências apresentadas e verificando compatibilidade
com a proposta da temática escolhida. Gestão empresarial diante do contexto da Covid19 Diante da pandemia, os gestores tiveram que criar táticas para lidar com esse cenário
adverso. O processo competitivo extremamente agressivo, a utilização de decisões
estratégicas em situações contrárias ou favoráveis apresentou uma nova realidade para as
empresas, decidindo a sua continuação no mercado (PFANNEMULLER, 2006). Becker et al. (2020) sugere que devemos tentar contribuir analisando os impactos e
adversidades da pandemia de Covid-19 nas instituições, bem como as boas práticas para o
futuro. A pandemia demandou que os órgãos público e privado adaptassem ao novo contexto,
fazendo com que a maioria dos funcionários ficasse em home office. O principal obstáculo foi
como permitir que esta nova infraestrutura de Tecnologia da Informação (TI) fosse
implementada em pouco tempo para uma quantidade enorme de usuários remotos (OKANO
et al.,2020). Dessa maneira, foi um grande desafio para as companhias se ajustarem a esse
novo cenário, pois, afetou diretamente a arrecadação, causando diversos problemas. Em pouco tempo, as organizações tiveram que elaborar processos e instrumento para
se adaptarem ao novo contexto. Em geral, as companhias passaram a fazer os seus
atendimentos de forma remota. Optar pelo ambiente virtual foi a forma de manter as normas
de preservação e de proteção à saúde coletiva. Algumas organizações enfrentam dificuldades
por não terem profissionais capacitados para lidar com tecnologias, ou por não ter condições
de incentivar o trabalho à distância. O isolamento social que se instalou de forma repentina
em diversos lugares do mundo, deixou as instituições sem um plano de ação para continuar o
serviço (BECKER et al.,2020) Segundo Nogueira et al. (2020), a pandemia foi similar às principais crises
econômicas que o mundo contemporâneo já sofreu. As atividades econômicas foram afetadas
pelo isolamento social e falta de trabalhadores, devido ao medo do contágio, pois houve o
lockdown 5imposto pelos governantes e o endógeno adotado pelos cidadãos. Avanços & Olhares, ISSN: 2595-2579, Nº 9, Barra do Garças - MT 6 A pandemia do Coronavírus sucedeu na acelerada e grave difusão da virose
econômica, destruindo várias redes de produção no planeta (NOGUEIRA et al. 2020). Nesse
cenário, de pandemia, um dos pontos que merecem ser considerados, é a repercussão das
intenções de precaução e conduta diante ao vírus nas organizações e no ambiente de negócios. 6 FIA Business School. Coronavírus e o impacto nos negócios: como preparar sua empresa?. Disponível em: <
https://fia.com.br/blog/coronavirus-e-o-impacto-nos-negocios/>. Acesso 23 mar 2023 FIA Business School. Coronavírus e o impacto nos negócios: como preparar sua empresa?. Disponív
https://fia.com.br/blog/coronavirus-e-o-impacto-nos-negocios/>. Acesso 23 mar 2023 6 FIA Business School. Coronavírus e o impacto nos negócios: como preparar sua empresa?. Disponív Gestão empresarial diante do contexto da Covid19 Santos e Oliveira (2021) destacaram que a pandemia afetou várias áreas do setor
organizacional, dados da FIA (2020)6 mostrou que 88% dos empreendedores não
conseguiram se manter no período da pandemia, sendo esses os pequenos e
microempreendedores. Ainda, conforme o Instituto Brasileiro de Geografia e Estatística - IBGE (2020), 70%
das companhias em funcionamento no início da pandemia sofreram danos diretos ou indiretos. As pequenas companhias são importantes para a economia nacional, pois representam 99%
das empresas com diversos empregos formais e 30% do PIB (PERREIRA, 2021). Apesar da relevância incontestável desse setor para o país, o mesmo enfrenta
constantemente dificuldades para obter empréstimos para o financiamento de suas atividades,
devido à burocracia excessiva, garantias enviáveis e custos de crédito exorbitantes
(BEVILAQUA et al.,2018), dificultando o crescimento e a estabilidade dessas companhias,
especialmente em tempos de recessão. Como medida preventiva contra a pandemia, o Governo Federal implementou medidas
provisórias para conter a queda na economia e o aumento do desemprego (SEBRAE, 2022). O
Governo concedeu diversos incentivos para dar um auxílio social, como o Programa Nacional
de Apoio às Microempresas e Empresas de Pequeno Porte (PRONAMPE), que passou a ser
um apoio às pequenas empresas diferenciado, proporcionando maior crédito para as empresas
que estivesse operando há mais de um ano. E o Programa Emergencial de Suporte a
Empregos – (PESE), executado pelo Banco Nacional de Desenvolvimento Econômico e
Social (BNDES), elaborado com a Medida Provisória n. º 944/2020, e reescrito mais tarde na
forma da Lei 14.043/2020 em agosto de 2020, que beneficiou aproximadamente 1,9 milhão de
colaboradores no país (SANTOS; OLIVEIRA, 2021). O PESE pagou apenas folha salarial e quitação de verbas trabalhistas. O objetivo deste
programa, segundo o BNDES (2021), foi ser um crédito emergencial para companhias com
faturamento entre R$ 360 mil, exclusive, e R$ 10 milhões, com base no ano de 2019, em sua
primeira fase, conforme a MP 944/2020. Numa segunda etapa, que foi reformulada pela lei Avanços & Olhares, ISSN: 2595-2579, Nº 9, Barra do Garças - MT 7 anterior, o crédito foi estendido para instituições com faturamento até R$ 50 milhões
(PARMAIS, 2021). O financiamento foi usado para pagar a folha de salários de funcionários e, na segunda
fase, para quitar verbas trabalhistas. Gestão empresarial diante do contexto da Covid19 A taxa de juros é 3,75% ao ano, sem remuneração ao
BNDES e aos agentes financeiros, uma vez que o empréstimo foi definido em 36 meses,
sendo os seis primeiros considerados carência, fazendo parte do período total disponibilizado
para quitação do financiamento. As companhias também tiveram a obrigação de não dispensar
os funcionários, com exceção dos casos de justa causa, até dois meses (60 dias) após terem
recebido o total do crédito, o que garantiu 100% dos empregos na primeira fase. Na segunda
fase, a exigência foi a mesma proporção da folha de pagamento paga com os recursos do
programa (BNDES, 2021). O PESE foi criado para suprir a lacuna causada pela pandemia
nos empregos formais e as dificuldades em preservá-los pelas organizações diante de tantas
dificuldades nessa crise. Gestão de Pessoas As novas estruturas tecnológicas, econômicas, sociais e comerciais, atualmente,
modificam as forças produtivas, estabelecendo altos níveis de competição entre empresas. A organização, de acordo com Chiavenato (2014), é um organismo vivo, em constante
ação e crescimento. Quando bem-sucedidas, elas podem alavancar ou, pelo menos, manter a
estabilidade. O crescimento exige mais complexidade, investimento, infraestrutura,
tecnologia, ações de apoio, etc. Isso aumenta o contingente de indivíduos e a exigência da
utilização de informações, habilidades e competências necessários ao aperfeiçoamento e a
competitividade do negócio. Para aumentar os parâmetros competitivos mercantis, é necessário adotar estratégias
empresariais modernas para reduzir custos, melhorar a qualidade e buscar vantagens
competitivas e inovações sustentáveis. (MAESTRO et al., 2013) As pressões competitivas tornaram a gestão de pessoas nas empresas um importante
elemento estratégico, enquanto, de forma progressiva, tem permitido funções e ações mais
próximas ao campo estratégico das organizações (MASCARENHAS, 2008) As inovações tecnológicas nas instituições e os novos conceitos de gestão de pessoas
provocam debate teórico que permitem novas perspectivas e o entendimento de como tornar a Avanços & Olhares, ISSN: 2595-2579, Nº 9, Barra do Garças - MT 8 atuação mais eficiente, em termos de suas capacidades, para conceber resultados coeso com as
necessidades e estratégias (BOSELIE, 2010). Ainda afirma Chiavenato: Ainda afirma Chiavenato: Ainda afirma Chiavenato: A turbulência das mudanças sociais, tecnológicas, econômicas, culturais e
políticas e suas tendências estão trazendo novas abordagens, mais flexíveis e
ágeis, para garantir a competitividade e a sobrevivência das organizações. E
os profissionais de GP devem saber como lidar com mudanças, se realmente
querem contribuir para o sucesso da sua organização. São mudanças que se
multiplicam exponencialmente e cujas soluções impõem novas estratégias,
filosofias, programas, procedimentos e soluções. A GP deve estar
comprometida com as mudanças. (CHIAVENATO, 2014, p.12). Dessa forma, a gestão de pessoas necessita estar preparada para propor inovações,
procedimentos e abordagens para destacar nas dificuldades e contribuir no desempenho
organizacional (PAAUWE, 2004) Dessa forma, a gestão de pessoas necessita estar preparada para propor inovações,
procedimentos e abordagens para destacar nas dificuldades e contribuir no desempenho
organizacional (PAAUWE, 2004) As inovações surgem quando se pensa nas mudanças de um contexto ou produto e são
percebidas como novidades, o que é crucial para as companhias no momento de fazer
interferências e administrar. Gestão de Pessoas Os principais responsáveis pelo surgimento de inovações nas
organizações são as pessoas, por isso, o RH deve se centralizar nos processos sobre as
atividades transacionais e administrativos intrínseco ao setor (MAESTRO et al., 2013). As novas gerações estão entrando no mundo do trabalho, e as organizações precisam
gerenciar a mudança, aumentando o comprometimento dos colaboradores com a empresa. São
necessárias ferramentas que ajudem a superar esses desafios, como coordenar o envolvimento
ou favorecer a transição para a era digital (QUISHIDA et al., 2017). Todavia, ao encarar as mudanças culturais e permitir iniciativas de inovação, é preciso
fazê-lo de forma ativa e constante, com impacto comedido nas organizações, para não abalar
os funcionários que a compõe. A gestão de pessoas deve propiciar a efetivação desses
empreendimentos, oportunizado uma cultura organizacional com foco na renovação e
engenhosidade (MAESTRO et al., 2013). A cultura organizacional sofre forte influência do mundo externo e passa a apreciar as
transformações e as revoluções com foco no futuro da organização. As transformações são
aceleradas, dinâmicas, sem acesso com o passado e trazem um ambiente com denso e
imprevisível. A pessoa deve ter capacidade de lidar com novos problemas e auxiliar a
empresa a superá-los (CHIAVENATO, 2014) Avanços & Olhares, ISSN: 2595-2579, Nº 9, Barra do Garças - MT 9 Uma empresa, para alcançar o sucesso, necessita que a finalidade da gestão de pessoas
seja visível e concreta. É a motivação dos funcionários que garantirá a qualidade das
atividades desenvolvidas. Na atualidade um dos desafios é promover a qualidade de vida, que
visa, além da eficiência, o bem-estar social (SOVIENSKI; STIGAR 2008). Chiavenato (2000) aponta a necessidade de investir nos colaboradores, pois aplicação
do capital só será bem-sucedida quando for ágil, bem aplicado e dirigido. Para isso, gerir
pessoas deve ser antes, durante e depois da administração do capital ou de qualquer outro
recurso empresarial. As empresas que se destacaram pelo sucesso perceberam que seus
funcionários alavancam os resultados Para Stadler (2009) gerir pessoas significa atrair, ambientar, acrescentar, averiguar e
assegurar colaboradores na empresa. Isso significa apresentar situações organizacionais para
que o ser humano possa discutir e aprimorar suas capacidades, alinhando os objetivos
organizacionais aos seus pessoais. Significa também usar conhecimentos técnicos, gerenciais
e de relacionamentos. A técnica é o dia a dia do trabalho, a administração é a tomada de
decisão do gestor e a interpessoal é o que diferencia os profissionais. Impactos da Pandemia na gestão de pessoas Muitos dos grandes líderes das companhias, além do próprio Gestor, foram os
responsáveis pela Gestão de Pessoas, ficando responsáveis por gerir e administrar os
funcionários. O gestor tem como uma das suas competências reconhecer um profissional e
saber onde o coloca para mostrar o seu potencial, Drucker (2006, p.28) enfatiza: “Não se
gerencia pessoas, a tarefa é liderar pessoas”. Motta (2001) complementa que a liderança é a
principal função do gestor, uma vez que a liderança estimula os outros a envolverem-se na
procura de objetivos em comum. Esse aspecto é a identidade do gestor, a capacidade de
conhecer-se e o papel da organização. Gestores de recursos humanos são ótimos líderes e sabem lidar com conflitos
interpessoais de forma adequada. Hunter enfatiza essa capacidade de liderança quando afirma
que a eficiência do líder está no seu desenvolvimento, habilidades e qualidades morais que o
habilitam a instigar e instigar um grupo de pessoas. Valorizar o indivíduo verdadeiramente, é
liderar sabendo identificar e reconhecer as suas necessidades legítimas do outro (HUNTER,
2009). Em síntese, a definição de liderança não tem relação com a hierarquia ou com a Avanços & Olhares, ISSN: 2595-2579, Nº 9, Barra do Garças - MT 10 posição ocupada, sendo uma questão de potencializar o profissional, o que é crucial para o
progresso das organizações. Chiavenato (2000) defende a necessidade de potencializar o investimento em pessoas. A pandemia alterou os conceitos de liderança e a capacidade de pessoas de serem potenciais
colaboradores nas empresas, uma vez que as necessidades de afastamento social causaram
diversos problemas. A principal mudança veio relacionado à forma de contratação. Dado que as companhias tiveram uma grande mudança na forma de contratar,
precisaram desenvolver novas formas de avaliar o desempenho e a capacidade do futuro
funcionário. Para efetivar contratação em época de pandemia, muitas empresas necessitaram
inovar, visando sempre encontrar o profissional adequado e certo para a vaga (MARCOS e
CRUZ, 2022). A partir da mudança no modelo de negócios, as companhias precisam se reinventar em
um cenário que não para de se alterar. Sendo assim, para que essas mudanças fossem
efetivadas, as equipes tiveram que se envolver num procedimento organizado e fundamentado
em estratégias de gestão de mudanças (CORREIA NETO; ALBUQUERQUE, 2021). Foi necessário repensar os processos de seleção, para que surgissem novas
contratações de colaboradores, como os chatbots7 ou algoritmos de triagem de currículos. 7 Os chatbots são programas de computador capazes de gerar conversas através de regras de linguagem de
programação ou inteligência artificial in CORREIA. Mafalda Pinto. A Evolução dos Chatbots e os seus
benefícios para marcas e consumidores. Dissertação (mestrado). Universidade Católica Portuguesa. 2018.
Disponível em: https://repositorio.ucp.pt/bitstream/10400.14/27105/1/Tese%20Mafalda%20Correia%20CD.pdf
Acesso em: 23 mar. 2023 Impactos da Pandemia na gestão de pessoas A
segurança dos funcionários nos cuidados de saúde de que necessitavam se tornou um fator
crucial para as pessoas e uma grande vantagem para as organizações em relação ao contexto
atual (ATHAR, 2020). As empresas devem assegurar a execução das políticas, incentivando a diversidade em
contexto diversificados. Elaborar programas de entendimento e ferramentas para administrar o
tempo. É crucial que a mudança do empreendimento e a capacitação do pessoal estejam de
acordo com as finalidades determinadas pelas companhias e sejam atingidas para aumentar a
motivação e o desenvolvimento dos funcionários (VIDAL, 2020). Enquanto as grandes companhias já utilizavam tecnologias para o setor de Recursos
Humanos, na pandemia a propensão é que continue na pós-pandemia. A expansão do
teletrabalho fez com fossem estendidas para todo âmbito empresarial, possibilitando ao RH de
qualquer organização automatizarem a maioria dos seus processos. Avanços & Olhares, ISSN: 2595-2579, Nº 9, Barra do Garças - MT 11 De acordo com Bueno (2018), quando os líderes elaboram um ambiente em que os
indivíduos possam se sentir bem consigo mesmas, com orgulho do seu papel dentro da
organização, se sentem bem no trabalho. Geralmente, as pessoas que estão contentes focam
no desenvolvimento de boas experiências para o cliente, o que é um passo importante para um
líder no mercado de trabalho. Os desafios na gestão de pessoas, em especial, é a acentuada inquietude dos
empresários com o crescimento da liderança, podem ser descritos como resultado das
demandas oriundas da criação de novas estratégias e composições organizacionais
internamente e externamente (CARVALHO NETO; SANT’ANNA, 2013). As companhias
têm consciência de que uma boa experiência do funcionário indica elevado sucesso
financeiros. Empresas bem-sucedidas trabalham em parceria com os seus funcionários para
criar experiências únicas, autênticas que atendam ao objetivo de aumentar o desenvolvimento
individual, da equipe e da instituição. O RH tem a função primordial na capacitação dos
funcionários (RODRIGUES, 2020). Além das alterações nas contratações os trabalhos em boa parte passaram a ser Home
Office que: [...] foi inventado em 1857 por J. Edgar Thompson, através das atividades de
telégrafo. Atualmente é definida como uma modalidade de trabalho em que
se determina regras para se trabalhar fora do ambiente corporativo, sendo o
Home Office, uma variação do teletrabalho, em que os colaboradores
realizam suas atividades especificamente em casa. Impactos da Pandemia na gestão de pessoas Com o avanço da
tecnologia o formato ganhou ainda mais força e solidez, uma vez que as
ferramentas tecnológicas de hoje permitem que esse tipo de trabalho seja
autossuficiente e o colaborador consiga exercer sua total capacidade através
dele (MACEDO, 2022, p.18). [...] foi inventado em 1857 por J. Edgar Thompson, através das atividades de
telégrafo. Atualmente é definida como uma modalidade de trabalho em que
se determina regras para se trabalhar fora do ambiente corporativo, sendo o
Home Office, uma variação do teletrabalho, em que os colaboradores
realizam suas atividades especificamente em casa. Com o avanço da
tecnologia o formato ganhou ainda mais força e solidez, uma vez que as
ferramentas tecnológicas de hoje permitem que esse tipo de trabalho seja
autossuficiente e o colaborador consiga exercer sua total capacidade através
dele (MACEDO, 2022, p.18). No ano de 2011, a legislação brasileira reconheceu home office como novo formato de
relação de trabalho, pela Lei n° 12.551, que, no seu artigo 6.º, não distingue o trabalho na
empresa realizado no domicílio e a distância, desde que sigam os requisitos da relação de
emprego, vale ressaltar que com a reforma trabalhista, o Home Office foi regulamentado, mas
já era praticado por empresas privadas. O Home Office foi usado por milhares de organizações para dar prosseguimento aos
trabalhos de forma não presencial na pandemia. O uso desse tipo de formato gerou alguns
benefícios para a organização e o empregado, como ampliação na produtividade, flexibilidade
na jornada de trabalho, redução de custos e melhor qualidade de vida, dentre outros. Essas Avanços & Olhares, ISSN: 2595-2579, Nº 9, Barra do Garças - MT 12 alterações tiveram um impacto direto no setor de gestão de pessoas, que passou a elaborar
novos processo de adaptação. Segundo Luedke (2021, p.15), “O home office era e é uma opção de formato de
trabalho para muitas empresas, que surgiu como “prática” viável e adaptável para a maioria
das pessoas (e única, para algumas), no momento da crise COVID-19”. No entanto, em alguns
casos não tivemos um home office, dividido entre as partes com planejamento e fluxos
transparentes. O que ocorreu foi de forma aleatória, rápida e implantada não por opção, mas
sim pela necessidade. A implantação do Home Office e a capacitação para esse tipo de trabalho gerou
grandes desafios na área de RH, no período da pandemia, como treinar os funcionários para
usar ferramentas e manter a motivação. Impactos da Pandemia na gestão de pessoas O obstáculo para os líderes de equipes foi trabalharem
à distância, mantendo o envolvimento e a motivação, sendo assim, um desafio para a gestão
de pessoas. Segundo o Great Place to Work (2022), 59% dos líderes de RH, o maior obstáculo
enfrentado na pandemia, foi o de adotar novas políticas de trabalho, depois manter uma boa
comunicação interna 49,2%, e desenvolver lideranças 39,8%. Outro problema levantado foi
a manutenção/disseminação da cultura organizacional, a contratação de profissionais com
qualificação, experiência do funcionário, criação de programas e benefícios para saúde
mental, a transformação digital dos processos e ferramentas de RH. O setor também teve que
criar um perfil de funcionário, com competências e habilidades que se tornaram fundamentais
para esse período, outra questão era estimular os colaboradores com treinamentos e
palestras. As dispensas para cortes de custos ou por questões estratégicas se tornaram outro
problema e o setor precisou reestruturar a organização, mantendo funcionários que possuíam
as habilidades necessárias para o momento em questão. CONSIDERAÇÕES FINAIS Para qualquer organização alcançar sucesso depende de diversos fatores, sobretudo, os
que dizem respeito às atividades dos Recursos Humanos. São esses os grandes desafios que
surgem devido às mudanças que estão ocorrendo no mundo globalizado. É preciso adquirir
novas técnicas, sobretudo, para podermos planejar e gerir o RH em momentos de
adversidades e inconstância. É importante para as organizações modernas desenvolverem e
implementam processos de liderança com uma inclinação encorajadora, baseada num novo Avanços & Olhares, ISSN: 2595-2579, Nº 9, Barra do Garças - MT 13 perfil de habilidade que possibilite reconsiderar sua função e repensar muitas de suas metas,
nas quais os recursos humanos são fundamentais. A liderança é um caminho para o progresso
nas relações de trabalho e na gestão de pessoas. Os métodos para estimular as equipes pretendem, principalmente, fornecer ferramentas
para criar líderes verdadeiros, pessoas que não precisam da hierarquia ou influência para
atingir suas metas e objetivos. Líderes empresariais ao depararem com pandemia na Covid-19, tiveram dificuldades
para entender o cenário, já houveram mudanças profundas na sociedade e nos indivíduos. É
notório a mudança que ocorreu em relação ao trabalho remoto, na realocação dinâmica de
recursos, na aceleração da digitalização e na automação para atender às necessidades
individuais e organizacionais em constante evolução. Em geral, as companhias enfrentam
ainda os desafios causados pela pandemia. No entanto, o sistema de gestão com base na
hierarquia que resolve com uniformidade, burocracia e controle, não é mais eficaz. Diante do
contexto pandêmico, surgiu um sistema mais flexível e responsivo, construído sobre uma
nova visão de menores custos de transação, mais conectada e automatizada e sem necessidade
de grandes mudanças demográficas. Para iniciar a organização do futuro, a contratação de novos colaboradores e da
liderança deve ser dentro de uma nova proposta criativa e flexível. O novo conceito
empresarial precisa ser ousado, buscar talento, ter uma rede de equipe consolidada e criar um
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Pessoas: Reflexões, Lacunas e Oportunidades. RAC, Rio de Janeiro, v. 21, n.1, pp. 41-61, 2017. RODRIGUES, M.F. Como superamos os desafios impostos pela pandemia: a situação emergencial
provocada pela pandemia da covid-19 elevou o RH da Hesselbach Company ao patamar de aliado
essencial de gestores. Revista Melhor – Gestão de Pessoas, 07.08.2020. SEBRAE. Conheça o Pronampe: Política de crédito criada pelo Governo Federal pode ser o apoio
financeiro para alavancar seu negócio. 2022. Disponível em:
https://www.sebrae.com.br/sites/PortalSebrae/ufs/ms/sebraeaz/conheca-o-
pronampe,a52fd5a0b0642810VgnVCM100000d701210aRCRD. Acesso em: 04 mar. 2023. Avanços & Olhares, ISSN: 2595-2579, Nº 9, Barra do Garças - MT 16 SOVIENSKI, F.; STIGAR, R. Recursos Humanos X Gestão de Pessoas. Gestão: Revista Científica
de Administração e Sistemas de Informação, Curitiba, v. 10, n. 10, pp. 51-61, jan.- jun., 2008. SOVIENSKI, F.; STIGAR, R. Recursos Humanos X Gestão de Pessoas. Gestão: Revista Científica
de Administração e Sistemas de Informação, Curitiba, v. 10, n. 10, pp. 51-61, jan.- jun., 2008. SPRINGER, B.; SPRINGER, S. Human resource management in the US – celebration of its centenary. In: PIEPER, R. (Org.). Human Resource Management: An International Comparison. Berlin: Walter
de Gruyter, 1990. Disponível em:
<https://www.degruyter.com/document/doi/10.1515/9783110869101.41/html>. Acesso em: 18 fev. 2021. STADLER, A. Gerenciamento econômico, técnico, administrativo e de pessoal. Curitiba: Ed.
IBPEX, 2009. VIDAL, M. As lições que a pandemia trouxe para o Grupo Sabin: como a gestão de RH manteve mais
de 5 mil colaboradores seguros e já se prepara para o futuro com a criação de um comitê de
transformação. Revista Melhor – Gestão de Pessoas, 2020.
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English
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Defining the spatial distribution of extracellular adenosine revealed a myeloid-dependent immunosuppressive microenvironment in pancreatic ductal adenocarcinoma
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Journal for immunotherapy of cancer
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WHAT THIS STUDY ADDS Correspondence to
Dr Vincenzo Graziano;
vincenzo.graziano@astrazeneca.
com
Dr Duncan I Jodrell;
Duncan.Jodrell@cruk.cam.ac.uk
© Author(s) (or their
employer(s)) 2023. Re-use
permitted under CC BY. Published by BMJ. For numbered affiliations see
end of article. Correspondence to
Dr Vincenzo Graziano;
vincenzo.graziano@astrazeneca.
com
Dr Duncan I Jodrell;
Duncan.Jodrell@cruk.cam.ac.uk
© Author(s) (or their
employer(s)) 2023. Re-use
permitted under CC BY. Published by BMJ. Abstract To cite: Graziano V, Dannhorn A,
Hulme H, et al. Defining
the spatial distribution of
extracellular adenosine
revealed a myeloid-dependent
immunosuppressive
microenvironment in pancreatic
ductal adenocarcinoma. Journal
for ImmunoTherapy of Cancer
2023;11:e006457. doi:10.1136/
jitc-2022-006457 WHAT IS ALREADY KNOWN ON THIS TOPIC Background The prognosis for patients with pancreatic
ductal adenocarcinoma (PDAC) remains extremely poor. It has been suggested that the adenosine pathway
contributes to the ability of PDAC to evade the immune
system and hence, its resistance to immuno-oncology
therapies (IOT), by generating extracellular adenosine
(eAdo). fi The adenosine pathway generates extracellular
adenosine and its components are known to be
overexpressed in tumors. Extracellular adenosine
is recognized as an immune suppressive molecule. CD73, the member of the pathway that enables the
final step of conversion of AMP to adenosine, is
highly expressed on the cancer cell surface in many
tumors, including pancreatic ductal adenocarcino-
ma (PDAC). fi The adenosine pathway generates extracellular
adenosine and its components are known to be
overexpressed in tumors. Extracellular adenosine
is recognized as an immune suppressive molecule. CD73, the member of the pathway that enables the
final step of conversion of AMP to adenosine, is
highly expressed on the cancer cell surface in many
tumors, including pancreatic ductal adenocarcino-
ma (PDAC). Methods Using genetically engineered allograft
models of PDAC in syngeneic mice with defined and
different immune infiltration and response to IOT and
autochthonous tumors in KPC mice we investigated the
impact of the adenosine pathway on the PDAC tumor
microenvironment (TME). Flow cytometry and imaging
mass cytometry (IMC) were used to characterize the
subpopulation frequency and spatial distribution of tumor-
infiltrating immune cells. Mass spectrometry imaging (MSI)
was used to visualize adenosine compartmentalization in
the PDAC tumors. RNA sequencing was used to evaluate
the influence of the adenosine pathway on the shaping of
the immune milieu and correlate our findings to published
data sets in human PDAC. Defining the spatial distribution of
extracellular adenosine revealed a
myeloid-dependent immunosuppressive
microenvironment in pancreatic
ductal adenocarcinoma Vincenzo Graziano
,1,2 Andreas Dannhorn,3 Heather Hulme,3 Kate Williamson,4
Hannah Buckley,1 Saadia A Karim,5 Matthew Wilson,6 Sheng Y Lee,1
Brajesh P Kaistha,1 Sabita Islam,7 James E D Thaventhiran,4 Frances M Richards,1
Richard Goodwin,3 Rebecca Brais,8 Jennifer P Morton,5,9 Simon J Dovedi,6
Alwin G Schuller,10 Jim Eyles,6 Duncan I Jodrell1,7 To cite: Graziano V, Dannhorn A,
Hulme H, et al. Defining
the spatial distribution of
extracellular adenosine
revealed a myeloid-dependent
immunosuppressive
microenvironment in pancreatic
ductal adenocarcinoma. Journal
for ImmunoTherapy of Cancer
2023;11:e006457. doi:10.1136/
jitc-2022-006457 Original research Original research Open access Defining the spatial distribution of
extracellular adenosine revealed a
myeloid-dependent immunosuppressive
microenvironment in pancreatic
ductal adenocarcinoma WHAT THIS STUDY ADDS fi Here, we show that in murine models of PDAC, the
adenosine pathway is overexpressed by a popula-
tion of myeloid immune cells. We visualized ade-
nosine spatially in the tumor microenvironment of a
relevant, preclinical model of PDAC, identifying that
its distribution is mostly confined to myeloid-rich,
hypoxic areas. We discovered that protumorigenic
myeloid populations (in particular, M2 macrophages)
represent the target of adenosine stimulation
(Adora2a expressing) and therefore it is responsible
for the formation and maintenance of an immune
suppressive microenvironment. We were able to
generate a specific, transcriptomic signature from
our preclinical experiments that predicts survival
in patients with PDAC. Finally, we demonstrated
that inhibiting the adenosine pathway improved
response to cytotoxic and immunotherapy drugs in
murine PDAC models. fi Here, we show that in murine models of PDAC, the
adenosine pathway is overexpressed by a popula-
tion of myeloid immune cells. We visualized ade-
nosine spatially in the tumor microenvironment of a
relevant, preclinical model of PDAC, identifying that
its distribution is mostly confined to myeloid-rich,
hypoxic areas. We discovered that protumorigenic
myeloid populations (in particular, M2 macrophages)
represent the target of adenosine stimulation
(Adora2a expressing) and therefore it is responsible
for the formation and maintenance of an immune
suppressive microenvironment. We were able to
generate a specific, transcriptomic signature from
our preclinical experiments that predicts survival
in patients with PDAC. Finally, we demonstrated
that inhibiting the adenosine pathway improved
response to cytotoxic and immunotherapy drugs in
murine PDAC models. Results We demonstrated high expression of adenosine
pathway components in tumor-infiltrating immune cells
(particularly myeloid populations) in the murine models. MSI demonstrated that extracellular adenosine distribution
is heterogeneous in tumors, with high concentrations in
peri-necrotic, hypoxic regions, associated with rich myeloid
infiltration, demonstrated using IMC. Protumorigenic M2
macrophages express high levels of the Adora2a receptor;
particularly in the IOT resistant model. Blocking the in vivo
formation and function of eAdo (Adoi), using a combination
of anti-CD73 antibody and an Adora2a inhibitor slowed
tumor growth and reduced metastatic burden. Additionally,
blocking the adenosine pathway improved the efficacy
of combinations of cytotoxic agents or immunotherapy. Adoi remodeled the TME, by reducing the infiltration of
M2 macrophages and regulatory T cells. RNA sequencing
analysis showed that genes related to immune modulation,
hypoxia and tumor stroma were downregulated following For numbered affiliations see
end of article. Introduction Survival for patients with pancreatic ductal adenocarci-
noma (PDAC) has not changed significantly in the last 50
years and remains poor (https://www.cancerresearchuk.
org/health-professional/cancer-statistics-for-the-uk).1
There is a need for new treatments, given that the current
standard of care for patients with metastatic disease is asso-
ciated with poor outcomes, with less than 10% of patients
living for more than 2 years.2 In addition to relative resis-
tance to conventional therapies, cancer immunotherapy
(immuno-oncology therapy, IOT) is also ineffective in
this disease, except in a small group of patients (1–2%)
with microsatellite instability/mismatch repair deficient
(MSI-H/dMMR) tumors.3 Several authors consider that
the reason for this resistance can be ascribed to the low
mutational burden of this neoplasm, which leads to
lymphocyte exclusion and anergy.4 5 However, the tumor
microenvironment (TME) in PDAC has also been shown
to be populated by a rich variety of immune cells, most of
which demonstrate immune suppressive features, which
contribute to the resistance to immunotherapy.6 p
g
yp
Some recent publications link the adenosine pathway
to the biology and aggressiveness of PDAC. PDAC has
been shown to have an increased adenosine pathway RNA
signature associated with a worse prognosis,18 and genes
encoding for the receptors for eAdo as well as CD73 have
been found to be overexpressed in bulk-RNA sequencing
(RNAseq) when comparing tumors to normal pancreatic
tissue.8 A role for eAdo in shaping myeloid response to
PDAC has recently been suggested. Using genetic manipu-
lation of CD73 in cancer cells and mice, Jacoberger-Foissac
and colleagues demonstrated that CD73 can be overex-
pressed in a percentage of tumor-infiltrating myeloid
cells other than cancer cells, contributing to infiltration
of M2 macrophages in KPC mice.36 King and colleagues
highlighted that genetic alteration of CD73 impaired the
secretion of GM-CSF (Granulocyte-macrophage colony-
stimulating factor), reducing myeloid-derived suppressive
cell infiltration in PDAC mouse models.37 Also, it has been
suggested that genetic alteration of CD73 in cancer cells
induces a modest sensitivity to gemcitabine treatment in
vitro. However, little is known about the complex mecha-
nism generated by the adenosine pathway resulting in the
immunosuppressive characteristics of pancreatic cancer
microenvironment and stroma, in particular the role
that the adenosine pathway and its therapeutic inhibition
have in shaping the immune infiltration of this disease. Open access results in inhibition of T cells/natural killer (NK) cell
activation.24 25 Adoi and a specific adenosine signature derived from this is associated
with a poorer prognosis in patients with PDAC. Adoi and a specific adenosine signature derived from this is associated
with a poorer prognosis in patients with PDAC. Conclusions The formation of eAdo promotes the development of
the immunosuppressive TME in PDAC, contributing to its resistance to
conventional and novel therapies. Therefore, inhibition of the adenosine
pathway may represent a strategy to modulate the PDAC immune milieu
and improve therapy response in patients with PDAC. The myeloid populations play a pivotal role in the
aggressiveness of many cancer types and in particular,
PDAC. For instance, the presence of protumorigenic
populations of macrophages26 27 and MDSCs28 infiltrating
the microenvironment, is associated with poor survival
and correlates with immune exclusion of PDAC. Macro-
phages can elicit the secretion of cytokines which can on
the one hand, favor the proliferation and invasiveness
of cancer cells while interacting with cancer-associated
fibroblasts,29–31 and on the other hand induce anergy
and physical exclusion of adaptive immune cells.32–34
Targeting macrophages in a preclinical pancreatic cancer
model has been demonstrated to be effective to obtain
tumor regression and reduce metastatic formation.35
Unfortunately, this approach has not translated into clin-
ical benefit, which in part can be explained by the fact
that the global reduction of the tumor-infiltrating macro-
phages can be biologically different from reprogramming
distinct tumor associated macrophage subtypes.31 HOW THIS STUDY MIGHT AFFECT RESEARCH,
PRACTICE OR POLICY fi This study unveils a previously unknown myeloid-
dependent axis of immunosuppression in PDAC and
could inform future clinical trials that will evaluate
inhibitors of the adenosine pathway. Such studies
might improve outcomes for patients with PDAC, a
major unmet clinical need. 1 Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 Open access Introduction py
The adenosine pathway is an immunosuppressive axis
which has gained much attention in cancer immunology
for its role in suppressing the immune activation associ-
ated with cytotoxic treatments (chemotherapy, targeted
therapy and radiotherapy).7–9 This has led to the clinical
evaluation of inhibitors of the pathway in combination with
more conventional approaches.10 The adenosine pathway
involves conversion of extracellular ATP, a powerful
immune activator, to extracellular adenosine (eAdo) by
the ectonucleotidases CD39 and CD73.11 eAdo has been
linked to cancer in several studies that have demon-
strated that its concentration in different tumor tissues
is several folds higher than in normal tissues.7 12 CD39 is
overexpressed in a subpopulation of exhausted tumor-
infiltrating T cells13 14 and its expression correlates with
another marker of immunosuppression (Programmed
cell death protein 1 or PD-1 expression).14 CD39 and
CD73 have roles in the aggressiveness of adult glioblas-
toma,15 where they are expressed on infiltrating macro-
phages.16 17 The adenosine signature recently published
by Sidders and colleagues18 shows that this pathway
correlates with resistance to immunotherapies and is
associated with other genetic features of tumor aggres-
siveness, such as p53 mutations. The abundant presence
of eAdo in the microenvironment can dampen immune
activation through the stimulation of a protumorigenic
stroma. This is mostly orchestrated by macrophages and
myeloid derived suppressive cells (MDSCs),19 20 favoring
a tolerogenic function of dendritic cells (DCs)21–23 which p
g
Here, we propose a model where the tumor-infiltrating
immune cell populations of PDAC generate an axis of
immunosuppression, where eAdo produced mostly in
hypoxic regions of the tumor (identified using mass
spectrometry imaging, MSI), enriched for the myeloid
cell infiltration, stimulates protumorigenic M2 macro-
phages. The axis described is expressed preferentially
by the IOT-resistant model when compared with the
IOT-responsive one. Therefore, blocking the adenosine
pathway in the IOT-resistant PDAC model, strongly
suppresses the formation of eAdo and reshapes the Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 2 Open access team. Tumors were detected by palpation followed by
ultrasound imaging by the Genome Editing Core. Tumor
tissues, spleens and mesenteric and inguinal lymph nodes
from KPC mice were provided once tumor dimensions or
health status rendered them unsuitable for therapeutic
studies. KPC mice were killed when showing clinical signs
of the disease (swollen abdomen, loss of body condi-
tioning resembling cachexia, reduced mobility). immune microenvironment, favoring disease control
when combined with cytotoxic treatments and immuno-
therapies. Methods and materials
Cell lines and chemicals KrasLSL-G12D/+; Trp53LSL-R172H/+; Pdx1-Cre; Rosa26YFP/YFP
(KPCY)-derived cell lines 2838c3, 6499c4, 6620c1 (IOT-
responsive), 6419c5, 6694c2 and 6422c1 (IOT-resistant)
were a kind gift from Ben Stanger (University of Penn-
sylvania). The cell lines were obtained from single cell
cloning strategy, as described previously, and were gener-
ated from tumors developed in KPCY mice on a C57BL/6
background.38 PANC-1 was used for in vitro experiments
as a representative human PDAC cell line. Cells were
grown up to 20 passages in DMEM (Dulbecco's modified
eagle medium medium with pyruvate, L-glutamine and
D-glucose; Gibco, #41966029) supplemented with 5%
fetal bovine serum (FBS) (Gibco, #10270106). All the cell
lines were analyzed for short tandem repeat (STR) finger-
printing and tested for Mycoplasma routinely. Introduction Bulk RNAseq gene analysis confirms the role
of the myeloid-dependent adenosine pathway in PDAC
survival, underpinning the importance of our results for
understanding the biological complexity and the clinical
utility of the adenosine pathway inhibition. g
g
y
KPC mice used for the interventional study were bred
at the CRUK Beatson Institute and maintained on a
mixed background. All work was performed under UK
Home Office license and approved by the University of
Glasgow Animal Welfare and Ethical Review Board (ref. n. PP8411096). Mice of both sexes, in similar propor-
tions, were used in all cohorts. Mice suspected to have
PDAC following palpation were anesthetized in 0.2 L/
min medical air and isoflurane and then underwent
three-dimensional (3D) ultrasound imaging using
the VisualSonics Vevo 3100 ultrasound system with
MX550D 40 µm resolution transducer (Fujifilm). Mice
were randomly assigned to one of the four treatment
groups (A: vehicles+isotype; B: AZD6738+gemcitabine;
C: AZD4635+2c5mIgG1; D: AZD6738+gemcitabine +
AZD4635+2c5mIgG1) once tumors were confirmed by
imaging, and follow-up scans were performed weekly
until endpoint was reached. Schedule of the treatments
are specified in the results and figures sections. Mice were
culled when exhibiting moderate symptoms of pancreatic
cancer (see above). Statistical assessment of survival was
carried out by Kaplan-Meier and log-rank analysis. Anal-
ysis of ultrasound images was performed using Vevo Lab
software (V.3.1.1) from VisualSonics. In 3D mode, stacked
images of the tumor were imported and the tumor border
annotated, allowing a 3D construct to be formed. Mice and in vivo experiments Tumor allograft experiments were performed in the
animal facility (Biological Resource Unit, BRU) of the
CRUK Cambridge Institute, in accordance with the UK
Animals Scientific Procedures Act 1986, with approval
from the CRUK Cambridge Institute Animal Ethical
Review and Welfare Body (ref. n. PP6047951 and
PPL7008363). 8–12 weeks old female C57BL/6 mice were
used for in vivo experiments and were purchased from
Charles River (UK). g
When indicated the following drugs were used:
AZD6738 (ATRi; 25 mg/kg daily for 4 days), AZD4635
(Adora2ai; 50 mg/kg two times a day), 2c5mIgG1 (anti-
CD73; 10 mg/kg two times a week), AB740080 D265A
(anti-PD-L1: 10 mg/kg two times a week), NIP228 mouse
IgG1 control kappa (isotype; 10 mg/kg two times a week)
and NIP228 muIgG1 D265A (isotype; 10 mg/kg two times
a week) were provided by AstraZeneca. The antibody anti-
CD73 2c5mIgG1 is a murine IgG1 with minimal Fc medi-
ated activity39; gemcitabine hydrochloride (Tocris, 3259)
was used at 100 mg/kg two times a week; InVivoPlus anti-
CD40 (clone FGK4.5/FGK45; Bio X Cell BE0016-2) and
InVivoPlus rat IgG2a isotype control, anti-trinitrophenol
(clone 2A3; Bio X Cell BE0089) were used as a single
injection of 100 µg. InVivoPlus anti-CTLA-4 (clone 9H10;
Bio X Cell BP0131) or InVivoPlus isotype control poly-
clonal Syrian hamster IgG (Bio X Cell BP0087): 200 µg/
dose×three times. Tumor allograft studies were performed with technical
assistance from CRUK-CI BRU staff. Mice were subcu-
taneously injected in the right flank with 1×106 KPCY-
derived cells in 50% phosphate-buffered saline (PBS)
and 50% Matrigel basement membrane matrix (#354234,
Corning). In the interventional experiments, mice were
treated as indicated, starting 12–14 days from tumor cell
implantation, to allow the microenvironment to estab-
lish. Tumor volume was calculated using the formula;
(π/6)×(width)2×length. Tumor response was defined
based on the % of change of the longest diameter from
start of therapy (stable disease (SD) <20% increase and
<30% decrease of target lesion according to the response
evaluation criteria in solid tumours or RECIST v. 1.1). Mice were then killed at specific endpoints (eg, 14 days
from start of treatment) or when the tumor reached
2000 mm3 (or before in case of appearance of clinical
signs). Human cell line viability assay For viability experiments, 3000 PANC-1 cells/well were
plated into a 96-well plate overnight and then dosed with
IC50 for each compound (gemcitabine 0.5 µM; oxal-
iplatin 30 µM; docetaxel 0.5 nM; 5-FU 52 µM; cisplatin
20 µM) either alone or in combination with oleclumab
at 1 nM. For combination and pretreatment experiments,
cells were either pretreated with oleclumab at 1 nM for
indicated time (2 hours or 24 hours) before addition of
chemotherapies at IC50s. Viability was assessed using
CellTiter-Glo as per manufacturer’s instructions at either
3 or 7 days and expressed as percentage of cells in the
treated wells over control. Oleclumab (MEDI9447) was
kindly provided by AstraZeneca. Incucyte time lapse imaging KPCY-derived cells were plated at 2500 cells/well density
in a 96-well black-wall plate (at least three wells per condi-
tion). Cells were grown in cell culture medium supple-
mented with the indicated concentration of anti-CD73
(2c5mIgG1) or isotype (NIP228 mouse IgG1 control
kappa) antibody in triplicate. Images were acquired with
10× objective, every 3 hours from three different fields
per well using Incucyte Live cells imaging microscope
(Essen BioScience). Confluence was calculated as the
average of the three fields using the Incucyte algorithm. Experiments were repeated at least three times. Flow cytometry y
y
Single cell suspensions were aliquoted in a round-bottom
96-well/plate (CoStar, 3879) and stained with live/dead
fixable stain (Invitrogen, L34962; 1:100 in PBS) for
10 min at room temperature. After washing in MACS
buffer, cells were FC-blocked with anti-CD16/32 antibody
(BioLegend Cat# 101320, RRID:AB_1574975; 1:100)
for 5 min. Then, antibodies for surface staining were
added and incubated at 4°C for 30 min. After washing,
cells were fixed with FACS (fluorescence-activated cell
sorting) fix buffer (PBS+1% formaldehyde+0.02 g/mL
glucose+0.02% sodium azide) for 10 min and then washed
and resuspended in MACS buffer for FACS analysis. For
intracellular staining, cells were fixed with fixation/perme-
abilization buffer (Invitrogen 00-5123-43 and 00-5223-56)
for 15 min, then washed in perm buffer and stained with
the relevant antibody in perm buffer for 60 min. Cells
were then washed and resuspended in MACS buffer for
FACS analysis. Samples were acquired using BD-Sym-
phony flow cytometer and the generated FCS files were
analyzed using FlowJo V.10 software (RRID:SCR_008520). The following antibodies were used and gating strat-
egies are shown in the Online supplemental figures
(myeloid populations and lymphoid population; online
supplemental figure1A,B respectively): BV786-CD45
(BD Biosciences Cat# 564225, RRID:AB_2716861;
1:200), APC/Fire750-CD3 (BioLegend Cat# 100248,
RRID:AB_2572118;
1:50),
BV650-CD8
(BioLegend
Cat# 100741, RRID:AB_11124344; 1:100), BV711-CD4
(BioLegend
Cat#
100549,
RRID:AB_11219396;
1:200),
APC-Foxp3
(Invitrogen
Cat#
17-5773-82,
RRID:AB_469457;
1:100),
FITC-CD19
(BioLegend
Cat#
115505,
RRID:AB_313640;
1:200),
BV510-
CD11b (BioLegend Cat# 101245, RRID:AB_2561390;
1:200), PerCP/Cy5.5-CD44 (BioLegend Cat# 103031,
RRID:AB_2076206; 1:200), BV421-PD-1 (BioLegend
Cat#
135218,
RRID:AB_2561447;
1:100),
BV421-
PD-L1 (BioLegend Cat# 124315, RRID:AB_10897097;
1:100),
PE/Cy7-CD39
(BioLegend
Cat#
143805,
RRID:AB_2563393;
1:100),
PE-CD73
(BioLegend
Cat# 127206, RRID:AB_2154094; 1:100), FITC-F4/80
(BioLegend Cat# 123108, RRID:AB_893502; 1:200), PE/
Cy7-CD206 (BioLegend Cat# 141719, RRID:AB_2562247;
1:100), PerCP/Cy5.5-Ly6C (BioLegend Cat# 128012,
RRID:AB_1659241; 1:100), APC/Cy7-Ly6G (BioLegend
Cat#
127624,
RRID:AB_10640819;
1:100),
AF700-
MHC-II (BioLegend Cat# 107629, RRID:AB_2290801;
1:200),
PE-CD11c
(eBioscience
Cat#
12-0114-83,
RRID:AB_465553; 1:200), BV605-NKp46 (BioLegend
Cat# 137619, RRID:AB_2562452; 1:25), APC-Adora2a Clonogenic assay KPCY-derived cells were seeded at 200 cells/well in
a 6-well plate. After 24 hours, cells were treated with
different concentrations of anti-CD73 (2c5mIgG1) anti-
body (1, 10, 100 µg/mL) or isotype (NIP228 mouse IgG1 g
KrasLSL-G12D/+; Trp53LSL-R172H/+; Pdx1-Cre (KPC) mice
for tumor phenotyping, were obtained from a breeding
colony maintained by the CRUK-CI Genome Editing Core 3 Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 Open access lysis buffer (1 mL; 0.15M ammonium chloride; 10 mM
potassium hydrogen carbonate; 0.1 mM EDTA; pH 7.4
(adjusted with KOH) was then used to resuspend spleno-
cytes, 3 min at room temperature and then washed with
MACS buffer and centrifuged at 300 g for 5 min. Samples
were eventually resuspended in 200–400 µL of MACS
buffer. control kappa) for 8 days. Antibodies were added every
3 days. On day 8, colonies were stained following the
sulforhodamine (SRB) protocol previously described.40
Images were taken and analyzed using GelCount (Oxford
Optronix). Colony forming efficiency was calculated as
a ratio between the number of colonies and number of
plated cells. Surviving fractions were calculated as the
ratio between wells treated with anti-CD73 antibody and
the ones treated with isotype. At least three wells per
condition were plated for each of the three replicates per
experiment. control kappa) for 8 days. Antibodies were added every
3 days. On day 8, colonies were stained following the
sulforhodamine (SRB) protocol previously described.40
Images were taken and analyzed using GelCount (Oxford
Optronix). Colony forming efficiency was calculated as
a ratio between the number of colonies and number of
plated cells. Surviving fractions were calculated as the
ratio between wells treated with anti-CD73 antibody and
the ones treated with isotype. At least three wells per
condition were plated for each of the three replicates per
experiment. Single cell suspension preparation For experiments in subcutaneous (s.c.) allografts, tumors
were weighed and placed in RPMI and finely minced with
scissors in a 2 mL tube, which was then washed with up
to 2.5 mL of digestion buffer (Tumor Dissociation Kit,
Miltenyi, 130-096-730) plus deoxyribonuclease I (300 µg/
mL, Sigma, DN25-1G). Dissociation was performed using
the protocol suggested by Miltenyi. For KPC tumors, a
trypsin inhibitor (250 µg/mL, Sigma, T6522) was added to
the digestion buffer. Following the digestion, the samples
were passed through a 70 µM strainer filter (Greiner Bio-
One, 542–070) washed with MACS buffer (PBS+0.1% FBS
and 2 nM EDTA). Mouse spleens, inguinal and mesenteric lymph nodes
were mashed on a 100 µM filter (Greiner Bio-One,
542–000) over a 50 mL tube, using a syringe plug and
the filter was washed with MACS buffer and centrifuged
(at 4°C as for all the following centrifugation). Red cell 4 Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 Open access (Novus Biotech Cat# NBP1-39474APC; 1:150), APC-CD86
(BioLegend Cat# 105012, RRID:AB_493342; 1:100). Gating strategy for immune subpopulations is shown
in online supplemental figure 1A,B. For CD73 in vitro
staining of KPCY-derived cell lines, cells were stained as
described above with live/dead fixable stain and PE-CD73
antibody and analyzed with BD-Symphony flow cytometer. For in vitro treatment, cells were treated with anti-CD73
(2c5mIgG1) or isotype (NIP228) antibody at a concen-
tration of 10 µg/mL for 24 hours. Competitive staining
was performed before this experiment to confirm there
was no competition between 2c5mIgG1 and TY11.8 (PE-
CD73) clones (data not shown). data processing was performed in SCiLS Lab (V.2021b,
Bruker Daltonik, Bremen, Germany). data processing was performed in SCiLS Lab (V.2021b,
Bruker Daltonik, Bremen, Germany). ,
,
y)
MALDI-MSI analysis was performed on a rapifleX
Tissuetyper instrument (Bruker Daltonik, Bremen,
Germany) operated in negative detection mode. 9-Aminoacridine prepared in 80:20 methanol:water was
used as an MALDI matrix and spray deposited using an
automated spray system (M3-Sprayer, HTX technologies,
Chapel Hill, North Carolina, USA). MALDI experiments
were performed with a spatial resolution of 50 µm. A
total of 400 laser shots were summed up per pixel to give
the final spectra. For all experiments the laser was oper-
ated with a repetition rate of 10 kHz. All raw data were
directly uploaded and processed in SCiLS lab (V.2021b)
software packages. Imaging mass cytometry IMC was performed on a slide which had already been
analyzed by DESI-MSI. Antibodies used for IMC staining
are shown in online supplemental table 1. Untagged
antibodies were tagged in house, using Fluidigm Maxpar
Antibody Labeling Kit, according to manufacturer’s
instructions. Following DESI-MSI analysis, the slide was
fixed with 4% paraformaldehyde in PBS for 10 min. The
slide was washed 3×5 min in PBS, permeabilized for 5 min
with 1:1000 dilution of Triton X-100 in casein solution,
washed 3×5 min in PBS, and blocked for 30 min with
casein solution. Antibodies were diluted to an appropriate
concentration in casein solution and the slide incubated
overnight with the antibody solution at 4°C. The slide
was washed 3×5 min in PBS and nuclei were stained with
DNA intercalator-iridium at a dilution of 1:400 in PBS
for 30 min. The slide was washed 3×5 min in PBS, 30 s in
deionized water, then dried for storage at room tempera-
ture until analysis. A region for IMC analysis was selected
using consecutive H&E stained sections and the DESI-MSI
results. A box with approximately 2×1.8 mm area was
selected for analysis to include necrotic, necrotic margin
and viable tumor regions. IMC analysis was performed
using a Hyperion instrument (Fluidigm Corporation,
San Francisco, California, USA) with an ablation energy
of 6 db an ablation frequency of 200 Hz. IMC images
were produced using MCD viewer (V.1.0, Fluidigm)
and analysis was performed using HALO (Indica labs). Tissue regions were classified using random forest with
all markers included. Cells positive for each marker were
manually optimized by setting a cell intensity threshold. Values for the numbers of positive cells for markers of
interest were exported for analysis in GraphPad Prism V.8
(RRID:SCR_002798) Mass spectrometry imaging DESI-MSI analysis was performed on a Q-Exactive mass
spectrometer (Thermo Scientific, Bremen, Germany)
equipped with an automated two-dimensional-DESI ion
source (Prosolia, Indianapolis, Indy, USA) operated in
negative ion mode, covering the applicable mass range
up to an m/z of 1000, with a nominal mass resolution of
70,000. The injection time was fixed to 150 ms resulting
in a scan rate of 3.8 pixel/s. The spatial resolution was
adapted between experiments to allow acquisition of the
data for all directly compared samples within a single
experiment of 48 hours, with pixel sizes ranging from 35
to 75 µm. A home-built Swagelok DESI sprayer was oper-
ated with a mixture of 95% methanol, 5% water deliv-
ered with a flow rate of 1.5 µL/min and nebulized with
nitrogen at a backpressure of 6 bar. The resulting .raw
files were converted into .mzML files using ProteoWizard
msConvert42 (V.3.0.4043) and subsequently compiled to
an .imzML file (imzML converter43 V.1.3). All subsequent Single cell suspension preparation All DESI and MALDI data and images
were normalized to the total ion current to compensate
for signal variation across the course of the experiments. Data segmentation pipeline is shown in online supple-
mental materials and methods. Tissue preparation for mass spectrometry imaging and
imaging mass cytometry analysis PDAC mouse tumors were snap frozen in liquid nitrogen
immediately after resection and the tissues were embedded
in a hydroxypropyl methylcellulose (HPMC)/polyvin-
ylpyrrolidone (PVP) hydrogel as previously described.41
Sectioning was performed on a CM3050 S cryostat (Leica
Biosystems, Nussloch, Germany) at a section thickness
of 10 µm and the tissue sections were immediately thaw
mounted and dried under a stream of nitrogen and sealed
in vacuum pouches to preserve the metabolic integrity of
the sections. Tissue sections for DESI (Desorption Elec-
trospray Ionization)-MSI and imaging mass cytometry
(IMC) were thaw-mounted onto Superfrost microscope
slides (Thermo Scientific Waltham, Massachusetts, USA),
while sections prepared for MALDI (Matrix-Assisted Laser
Desorption Ionization)-MSI were thaw mounted onto
conductive ITO coated slides (Bruker Daltonik, Bremen,
Germany). PVP (MW 360 kDa) and HPMC (viscosity
40–60 cP, 2% in H2O (20 C) were purchased from Merck
(Darmstadt, Germany). Methanol, water, isopentane and
isopropyl alcohol were obtained from Fisher Scientific
(Waltham, Massachusetts, USA). Open access Open access CI. Briefly, tissues were removed from the mouse at the
endpoint and immediately formalin-fixed for 24 hours. Fixed tissues were then processed, embedded in paraffin
and sectioned (3 µm sections). Following dewaxing and
rehydration, as standard, antigen retrieval was performed
using Leica’s Epitope Retrieval Solution 2 (Tris EDTA)
at 100°C for 20 min. Additional protein block from Dako
(X090930-2) was applied. The staining using anti-mouse
CD8 (Cell Signaling, #98941), anti-mouse Foxp3 (Affyme-
trix. #14–5773) and anti-mouse p53 (Novocastra; #NCL-
L-p53-CM5p) antibodies, was performed on Leica’s
automated BOND-III platform in conjunction with their
Polymer Refine Detection System (DS9800) and a modi-
fied version of their standard template. Slides were dehy-
drated and cleared in xylene on Leica’s automated ST5020
before sections were mounted on Leica’s coverslipper,
CV5030 (mounting media: DPX Mountant for histology;
Sigma-Aldrich, 06 522–500 ML) and scanned using a
ScanScopeAT2 (Aperio Leica Biosystems). Quantifica-
tion of viable tumor tissue was performed after exclusion
of necrotic area using the Halo software V.3.3.2541.405
(Indica Labs). Cell density was calculated as the number
of positive cells×mm2 of tumor tissue analyzed. Sections of
mouse spleen were used on each slide as internal control. group), sample 23,729 showed minimal necrosis, low peri-
necrotic adenosine and a high ATP/AMP ratio suggesting
a very high energetic state. This identified the sample as
a potential outlier which was confirmed on visual inspec-
tion of a PCA (Principal Component Analysis) plot
(online supplemental figure 1C). It was excluded prior to
downstream analysis. y
For the remaining 11 samples, initially genes were
filtered to maintain only genes that were expressed
at a reasonable level in >5 treatment conditions using
the filterByExpr() command from the edgeR package
(V.3.36.0). Differential gene expression analyses were performed
on raw read counts of the combined data object of all 11
samples. To identify significantly expressed genes between
Adoi and control groups, we used a Wald test within the
DESeq2 package (RRID:SCR_000154, V.1.34.0). Genes
were considered differentially expressed when the anal-
ysis resulted in an adjusted p value (corrected for multiple
testing using the Benjamini and Hochberg method)
below 0.05. The volcano plot was generated using the
EnhancedVolcano package (V.1.12.0) with the addition
of custom code. RNA sequencing RNA was extracted from 12 s.c. allograft tumor tissues (six
mice of the vehicle+isotype group or control and six mice
of the AZD4635+2c5mIgG1 group or Adoi) weighing up
to 30 mg. Tissues were first disrupted and homogenized
using TissueLyser II and then RNA was extracted using
a Qiagen RNAeasy kit, according to the manufacturer’s
instructions. RNA was then quantified using a Qubit 3.0
(Life Technologies) and purity and quality were assessed
using an Agilent 4150 (G2992AA) TapeStation system
(Agilent). Library construction was followed by paired-end
50 bp sequencing on a NovaSeq 6000 sequencer. Open access Gene set enrichment analysis of 712 genes identified
as differentially expressed with p adjusted ≤0.05 and log2
(fold change) ≤−0.58 was performed via the Enrichr
(RRID:SCR_001575) (online supplemental table 2) server
database for Kyoto Encyclopedia of Genes and Genomes
(KEGG) (https://www.genome.jp/kegg/) pathways and
Gene Ontology (GO): Biological processes (http://gene-
ontology.org/). Subsequently, enriched terms ranked for
significance for each database were downloaded and are
reported in online supplemental table 4 and 5. Terms of
interest were selected from the top 15 ranks in each table. Genes from this study which were shown to be enriched in
these terms of interest were then selected to be displayed
in a heatmap. Raw counts were normalized with DESeq2
(RRID:SCR_000154) prior to visualization of gene expres-
sion levels with pheatmap (V.1.0.12). Please refer to the
online supplemental methods and materials references
section for all of the above. For the analysis of the lung metastatic burden of any
individual mouse, the four right lobes and the left lobe
were cut into multiple pieces and together fixed and then
embedded, then treated as above. p53 staining was used
for helping the detection of smaller lesions (minimum
of five cells). Analysis was performed using Halo software
and expressed as % of metastatic areas/total lung area
analyzed. Mice with intra-abdominal/thoracic organs
direct infiltration were excluded from the analysis. Analysis of human PDAC available data sets and generation of
PDAC-specific adenosine signature In order to the evaluate the correlation of the adenosine-
related gene expression profile to human PDAC we
analyzed 712 genes which had at least a 50% decreased
expression (log2 fold change <−0.58) following adenosine
inhibition treatment, of which 561 had a human ortholog
(online supplemental table 2 and 3). Immunohistochemistry Immunohistochemistry (IHC) was performed as previ-
ously described40 in the histopathology core at the CRUK Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 5 Bioinformatics analysis Sequencing files in FASTQ format were aligned
against the GRCh38 mouse genome using HISAT2
(RRID:SCR_015530) with default parameters. Samtools
(RRID:SCR_002105) was used to create, index and merge
BAM files of reads from different lanes belonging to indi-
vidual samples. FeatureCounts (RRID:SCR_012919) was
used to quantify gene-level expression of transcripts. All
downstream analyses were completed in R V.4.1.2. Prior
to analysis, MSI data for sequenced samples were exam-
ined. From the vehicle/isotype-treated arm (control For the analysis of the adenosine-related gene expres-
sion in Bailey44 PDAC subtypes (ADEX, immunogenic,
squamous and pancreatic progenitor) we derived
z-scores for the 517 genes analyzed in the data set (out
of the 561 genes) for the 97 patients with RNAseq data
and
subtype
information
(https://www.cbioportal.
org/, RRID:SCR_014555). The z-score of all genes were
summed per patient and the total number represented as Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 6 Open access the adenosine pathway gene score as previously shown18
and in online supplemental materials and methods. the adenosine pathway gene score as previously shown18
and in online supplemental materials and methods. CD39 and Adora2a (online supplemental figure 2B,C). Exposing cells to an anti-CD73 antibody (2c5mIgG1)
reduced significantly the detection of CD73 in all the
cells after only 24-hour treatment (p<0.05 in all cell lines,
figure 1B), but this did not translate into inhibition of cell
growth after short or long exposure at high concentra-
tions. In addition, confluency experiments showed that
the treatment did not affect the proliferation of any of
the cell lines over a period of 72 hours (figure 1C and
online supplemental figure 2D,E), and colony-forming
experiments performed on 2838c3 (IOT-responsive)
and 6419c5 (IOT-resistant) demonstrated no differences
in terms of number or size of the colonies formed after
8 days of continuous treatment (figure 1D,E and online
supplemental figure 2F). Accordingly, in vitro inhibition
of CD73 was performed on human PDAC cell line PANC-1
using anti-human CD73 oleclumab (online supplemental
figure 2G-I). Oleclumab did not reduce tumor cell growth
when used alone or in combination with multiple cyto-
toxic agents, either as a concomitant treatment (online
supplemental figure 2G) or when used as a pretreatment
(online supplemental figure 2H,I). In order to evaluate
whether a direct effect of anti-CD73 exposure affects cell
proliferation, reducing adenosine formation, we cultured
KPCY-derived cell lines with increasing concentrations of
AMP and 5’-N-(Ethylcarboxamido)adenosine (a stable
form of adenosine). Bioinformatics analysis We were able to demonstrate that
adenosine and AMP have no effect on the proliferation
capacity of these cell lines (online supplemental figure
2G,H), corroborating the hypothesis of a non-cancer cell
direct effect of anti-CD73 therapeutic approaches. pp
For the generation of a PDAC-specific adenosine signa-
ture and application of this to PDAC survival, from the
list of 561 human ortholog genes, we manually curated
the ones-related without ambiguity to the major biolog-
ical processes implicated in PDAC pathogenesis and
indicated by pathway analysis (hypoxia, immunity and
extracellular matrix organization). Of these genes, only
those that correlated positively or negatively to survival
in PDAC (https://kmplot.com)45 and were significantly
co-expressed with CD73 and/or Adora2a in public data
sets (Bailey et al or The Cancer Genome Atlas, TCGA)
were selected. A final list of 52 genes was analyzed (online
supplemental table 6). Using PDAC specific data from TCGA46 available in
https://www.cbioportal.org/, we derived the z-score
of these 52 genes for each patient with known disease-
specific survival (DSS), progression-free survival (PFS)
and disease-free survival (DFS). The z-scores for all genes
were summed up for each patient and were deemed high
adenosine score if >0 or low adenosine score if <0, as
previously shown.18 Comparison between KPCY-derived cell lines allograft and
KPC autochthonous tumors Despite the lack of activity in our cell line experiments,
preliminary responses have been reported in early phase
clinical trials when quemliclustat (a CD73 small molecule
inhibitor) or oleclumab were combined with PD-(L)1
[Programmed cell death-(ligand) 1] inhibition and
standard-of-care therapy.49–51 As we hypothesized that this
might be the result of impact on the TME, we investigated
the expression of this pathway on the tumor-infiltrating
immune cells for different murine PDAC models,
including KPCY-derived cell line allografts (with differen-
tial response to IOT) and autochthonous KPC tumors. In order to understand the complexity and similarities of
the immune system in these models we first compared the
immune infiltration of the cell line allografts to the KPC
model. Statistics GraphPad Prism V.8 (RRID:SCR_002798) was used for
statistical analyses. Analysis and comparisons of two groups
was performed with two-tailed unpaired Student’s t-test
when assuming Gaussian distribution or Mann-Whitney
test. Analysis of three or more groups was performed
with one-way analysis of variance with Tukey’s multiple
comparisons post-test analysis unless otherwise specified. Kaplan-Meier analysis with log-rank Mantel-Cox test was
used to evaluate difference in survivals. Differences were
considered significant when p<0.05. Data availability statement The data generated in this study are available within the
article and its online supplemental data files or from
the corresponding authors on reasonable request. Code
for differential expression analysis and visualization of
RNAseq data is available via GitHub https://github.com/
ka-lw/AdenoPDAC.47 Results (A) Representative
histogram of CD73 expression on KPCY-derived cell line (2838c3) in flow cytometry. (B) CD73 expression was evaluated on
KPCY-derived cell lines treated with 10 µg/mL of NIP228 (IgG isotype) or 2c5mIgG1 (anti-CD73 neutralizing antibody) for 24
hours. (C) 2838c3 (left) and 6419c5 (right) cell lines were grown with increasing concentration of anti-CD73 or isotype (100 µg/
mL) and confluency was evaluated using Incucyte time lapse imaging for up to 72 hours. For each experiment, three different
wells per condition were used per experiment. (D–E) Representative images (D) and graphs (E) showing survival fraction of cells
(2838c3 left, 6419c5 right) from the colony-forming experiment following 8-day treatment with anti-CD73 or isotype. For each
experiment, three different wells per condition were used. All data are presented as mean±SEM from experiments repeated
three times. Statistical analysis was performed with two-tailed unpaired Student’s t-test (B) mixed-effect model (C) and one-
way analysis of variance with post-test analysis for multiple comparisons; p values are shown in the graphs when considered
significant (p<0.05). IOT, immuno-oncology therapy; FMO, fluorescence minus one; MFI, mean fluorescence intensity. double-expressing immune cells, when compared with
secondary lymphoid organs (spleen and nodes). In partic-
ular, the majority (65–91% in tumor vs 36–56% in spleen)
of tumor-infiltrating CD11b+ myeloid cells express the
two receptors, due to an increase in expression of CD73,
given that those cells are normally CD39+ (figure 2A,B). Similar results were shown for Tregs and CD8+ T cells,
which are normally CD73+ and displayed an increase
in expression of CD39 in tumor, compared with the
secondary lymphoid organs counterparts (online supple-
mental figure 4A; p<0.05). There was no significant differ-
ence in these findings when comparing the two models,
despite their differential response to IOT. We then
confirmed these findings in KPC autochthonous tumors
and found similar results, with a significant increase of
CD39/CD73 double expressing CD11b+ myeloid cells
infiltrating the tumors compared with spleens (mean
77% vs 36% p<0.0001, figure 2C,D), harvested from the
same mice. Of note, four KPC mice had synchronous
metastases (three liver and one spleen), and in three of figure 3A and have a similar total CD4+ T cells (online
supplemental figure 3C) and regulatory T-cell (Tregs)
infiltration (mean 3.2% vs 1% vs 0.7%, online supple-
mental figure 3B) to IOT-resistant tumors. Moreover, KPC
tumors showed greater heterogeneity regarding myeloid
infiltrating populations (online supplemental figure
3D–H). Results Adenosine pathway expression on KPCY-derived cell lines
Human PDAC tumor cells express CD73 and demon-
strate weak sensitivity to the targeting of CD73 in vitro.36 48
For this reason, we sought to investigate whether murine
KPCY-derived cell lines (which are associated with
contrasting ability to generate IOT-resistant or respon-
sive tumors when reimplanted in syngeneic mice) express
the proteins of the canonical adenosine pathway (CD39,
CD73 and Adora2a). We found that, as in human cells,
mouse PDAC cell lines express CD73 (from 72% to
99% of cells; figure 1A and online supplemental figure
2A) but demonstrate negligible or no expression of The immunosuppressive characteristics identified in
autochthonous KPC tumors, appear to be more aligned
with those of the IOT-resistant model. In particular
regarding lymphocyte populations, KPC tumors are
usually infiltrated by a low number of CD8+ T cells (mean
number of CD45+ cells for 2838c3 is 6.9%, 0.9% for 6419c5
and 1.9% for KPC tumors), which express lower levels of
PD-1, a known marker of activation/exhaustion (mean
70% vs 13% vs 10%) as shown in online supplemental Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 7 Figure 1 Expression of CD73 on KPCY-derived cell lines and response to anti-CD73 in vitro inhibition. (A) Representative
histogram of CD73 expression on KPCY-derived cell line (2838c3) in flow cytometry. (B) CD73 expression was evaluated on
KPCY-derived cell lines treated with 10 µg/mL of NIP228 (IgG isotype) or 2c5mIgG1 (anti-CD73 neutralizing antibody) for 24
hours. (C) 2838c3 (left) and 6419c5 (right) cell lines were grown with increasing concentration of anti-CD73 or isotype (100 µg/
mL) and confluency was evaluated using Incucyte time lapse imaging for up to 72 hours. For each experiment, three different
wells per condition were used per experiment. (D–E) Representative images (D) and graphs (E) showing survival fraction of cells
(2838c3 left, 6419c5 right) from the colony-forming experiment following 8-day treatment with anti-CD73 or isotype. For each
experiment, three different wells per condition were used. All data are presented as mean±SEM from experiments repeated
three times. Statistical analysis was performed with two-tailed unpaired Student’s t-test (B) mixed-effect model (C) and one-
way analysis of variance with post-test analysis for multiple comparisons; p values are shown in the graphs when considered
significant (p<0.05). IOT, immuno-oncology therapy; FMO, fluorescence minus one; MFI, mean fluorescence intensity. Figure 1 Expression of CD73 on KPCY-derived cell lines and response to anti-CD73 in vitro inhibition. Results These results suggest that our IOT-resistant and
responsive models stand out as the extreme clonotypes
which can arise from the complex and heterogeneous
biology found in KPC autochthonous tumors. The adenosine pathway is enriched in immune cells
infiltrating PDAC models PDAC, pancreatic ductal adenocarcinoma; Tregs, regulatory T cells; dLN, draining lymph node. classification and segmentation approaches were driven
by tissue-defining metabolic patterns. Areas characterized
by a high energetic state defined by a high abundance
of ATP and ADP and a low abundance of depleted high
energy phosphates such as AMP, were called viable tumor. In contrast, areas of tumor adjacent to necrosis (termed
necrotic margin) were characterized by high abundance
of lactate, products of ribonucleotide catabolism (ie,
xanthine and hypoxanthine) and other metabolites asso-
ciated with tissue hypoxia and an overall energy-deprived
state (figure 3A,B). We found that adenosine is present in
high concentrations in the microenvironment of PDAC
murine models, although showing a heterogenous distri-
bution, with high abundance in the hypoxic necrotic
margin areas (figure 3C and online supplemental figure
4D). The IOT-resistant model 6419c5 shows a higher abun-
dance of adenosine, mostly due to the paucity of necrotic
areas in this 2838c3 IOT-responsive model (figure 3A–C). This trend of adenosine expression was then evaluated
in other KPCY-derived allografts, confirming the lower these, myeloid cells infiltrating the metastases were also
enriched for CD73+CD39+ double expression (online
supplemental figure 4C) when compared with secondary
lymphoid organs. Significant increased co-expression was
also observed for Tregs and CD8+ T cells in KPC tumors
when compared with mesenteric or inguinal lymph nodes
(online supplemental figure 4B). An increased percentage
of CD39/CD73 double expressing CD8 T cells and Tregs
was noted in the spleens (online supplemental figure 4B)
if compared with what was found in non-tumor bearing
mice (not shown) or s.c. tumor bearing mice, suggesting
trafficking of immune lymphoid populations between
primary lesions and closer lymphoid organs. The adenosine pathway is enriched in immune cells
infiltrating PDAC models We hypothesized that the adenosine pathway might
have a more impactful role in the TME, as opposed to a
cell autonomous effect. For this reason, we investigated
the expression of the adenosine pathway components
on tumor-infiltrating immune cells which represent a
significant proportion of cells seen in PDAC lesions. We
showed a highly significant enrichment in both the IOT-
resistant and IOT-responsive models for CD39+CD73+ Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 8 Open access Open access
Figure 2 The adenosine pathway members are expressed on PDAC-infiltrating immune cells. (A) Representative flow
cytometry plots showing expression of CD39 and CD73 on myeloid population (left), Tregs (middle) and CD8+ T cells (right) from
KPCY-cell line derived tumor (upper) and matched spleen (lower) (N=5 mice per group). (B) Box and whisker graph showing
CD39+CD73+ double expression on CD11b+ cells for 2838c3 (N=5) and 6419c5 (N=5) in tumors, matched spleens and tumor
draining lymph nodes. (C–D) Representative flow cytometry plots (C) and box and whisker graph (D) showing CD39+CD73+
double expression on CD11b+ cells infiltrating autochthonous KPC tumors (N=13). All data are presented as interleaved box
and whiskers. Statistical analysis was performed using one-way analysis of variance with post hoc test analysis for multiple
comparisons (B) and two-tailed unpaired Student’s t-test (D) p values are shown in the graphs when considered significant
(p<0.05). PDAC, pancreatic ductal adenocarcinoma; Tregs, regulatory T cells; dLN, draining lymph node. ne pathway members are expressed on PDAC-infiltrating immune cells. (A) Representative flow Figure 2 The adenosine pathway members are expressed on PDAC-infiltrating immune cells. (A) Representative flow
cytometry plots showing expression of CD39 and CD73 on myeloid population (left), Tregs (middle) and CD8+ T cells (right) from
KPCY-cell line derived tumor (upper) and matched spleen (lower) (N=5 mice per group). (B) Box and whisker graph showing
CD39+CD73+ double expression on CD11b+ cells for 2838c3 (N=5) and 6419c5 (N=5) in tumors, matched spleens and tumor
draining lymph nodes. (C–D) Representative flow cytometry plots (C) and box and whisker graph (D) showing CD39+CD73+
double expression on CD11b+ cells infiltrating autochthonous KPC tumors (N=13). All data are presented as interleaved box
and whiskers. Statistical analysis was performed using one-way analysis of variance with post hoc test analysis for multiple
comparisons (B) and two-tailed unpaired Student’s t-test (D) p values are shown in the graphs when considered significant
(p<0.05). Adenosine distributes primarily in the hypoxic areas
surrounding necrosis As shown, necrosis was present in only one 2838c3 sample at 21 days post-implantation. Error bars represent
SD. (C) MSI analysis showing relative abundance of adenosine in the different areas in 6419c5 and 2838c3 allografts at day 21
post-implantation. Bars represent means. (D–E) Representative plots (E) and summary graph (F) from flow cytometry analysis
showing Adora2a expression on protumorigenic M2 macrophages in allografts (upper) derived from 6419c5 (left) and 2838c3
(right) implantation. Same expression is shown in M2 macrophages in matched spleens (lower) (8–9 mice per group were
used). (F–G) Flow cytometry plots (G) and graph (H) showing expression of Adora2a in M2 macrophages comparing KPC (n=8)
autochthonous tumors and matched spleens. (H) Box and whisker plot of the percentage of M2 macrophages positive for
Adora2a comparing two allografts (6419c5 and 2838c3) and KPC tumors. Statistical analysis was performed using one-way
analysis of variance with post hoc test analysis for multiple comparisons (E,H) and two-tailed unpaired Student’s t-test (G) p
values are shown in the graphs when considered significant (p<0.05). IOT, immuno-oncology therapy; TAM, tumor associated
macrophage; MFI, mean fluorescence intensity. distribution is spatially heterogeneous and targets myeloid subpopulations. (A) Mass spectrometry Figure 3 Adenosine distribution is spatially heterogeneous and targets myeloid subpopulations. (A) Mass spectrometry
imaging (MSI) representative images showing adenosine expression and distribution in pancreatic ductal adenocarcinoma
subcutaneous allografts (four mice per group) at day 21 post-implantation. Classification was obtained based on metabolites
expression and is represented as follows: viable tumor (red), necrotic margins (green). (B) Relative tissue composition
differences of viable tumor, necrotic margin and necrotic areas for 6419c5 (N=4) and 2838c3 (N=4) allografts at day 21 post-
implantation. As shown, necrosis was present in only one 2838c3 sample at 21 days post-implantation. Error bars represent
SD. (C) MSI analysis showing relative abundance of adenosine in the different areas in 6419c5 and 2838c3 allografts at day 21
post-implantation. Bars represent means. (D–E) Representative plots (E) and summary graph (F) from flow cytometry analysis
showing Adora2a expression on protumorigenic M2 macrophages in allografts (upper) derived from 6419c5 (left) and 2838c3
(right) implantation. Same expression is shown in M2 macrophages in matched spleens (lower) (8–9 mice per group were
used). (F–G) Flow cytometry plots (G) and graph (H) showing expression of Adora2a in M2 macrophages comparing KPC (n=8)
autochthonous tumors and matched spleens. Adenosine distributes primarily in the hypoxic areas
surrounding necrosis Given the enrichment of the adenosine pathway in the
TME of PDAC models, we anticipated that eAdo might
have been abundant in the TME. Using MSI we evalu-
ated the presence and the distribution of the purinergic
system in the TME of IOT-resistant tumors. The tissue 9 Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 n access
3 Adenosine distribution is spatially heterogeneous and targets myeloid subpopulations. (A) Mass spectrometry
g (MSI) representative images showing adenosine expression and distribution in pancreatic ductal adenocarcinoma
aneous allografts (four mice per group) at day 21 post-implantation. Classification was obtained based on metabolites
sion and is represented as follows: viable tumor (red), necrotic margins (green). (B) Relative tissue composition
nces of viable tumor, necrotic margin and necrotic areas for 6419c5 (N=4) and 2838c3 (N=4) allografts at day 21 post-
tation. As shown, necrosis was present in only one 2838c3 sample at 21 days post-implantation. Error bars represent
MSI analysis showing relative abundance of adenosine in the different areas in 6419c5 and 2838c3 allografts at day 2
mplantation. Bars represent means. (D–E) Representative plots (E) and summary graph (F) from flow cytometry analysis
g Adora2a expression on protumorigenic M2 macrophages in allografts (upper) derived from 6419c5 (left) and 2838c3
mplantation. Same expression is shown in M2 macrophages in matched spleens (lower) (8–9 mice per group were
(F–G) Flow cytometry plots (G) and graph (H) showing expression of Adora2a in M2 macrophages comparing KPC (n=
thonous tumors and matched spleens. (H) Box and whisker plot of the percentage of M2 macrophages positive for
2a comparing two allografts (6419c5 and 2838c3) and KPC tumors. Statistical analysis was performed using one-way
s of variance with post hoc test analysis for multiple comparisons (E,H) and two-tailed unpaired Student’s t-test (G) p Open access ure 3 Adenosine distribution is spatially heterogeneous and targets myeloid subpopulations. (A) M Figure 3 Adenosine distribution is spatially heterogeneous and targets myeloid subpopulations. (A) Mass spectrometry
imaging (MSI) representative images showing adenosine expression and distribution in pancreatic ductal adenocarcinoma
subcutaneous allografts (four mice per group) at day 21 post-implantation. Classification was obtained based on metabolites
expression and is represented as follows: viable tumor (red), necrotic margins (green). (B) Relative tissue composition
differences of viable tumor, necrotic margin and necrotic areas for 6419c5 (N=4) and 2838c3 (N=4) allografts at day 21 post-
implantation. Adenosine distributes primarily in the hypoxic areas
surrounding necrosis (H) Box and whisker plot of the percentage of M2 macrophages positive for
Adora2a comparing two allografts (6419c5 and 2838c3) and KPC tumors. Statistical analysis was performed using one-way
analysis of variance with post hoc test analysis for multiple comparisons (E,H) and two-tailed unpaired Student’s t-test (G) p
values are shown in the graphs when considered significant (p<0.05). IOT, immuno-oncology therapy; TAM, tumor associated
macrophage; MFI, mean fluorescence intensity. 10 Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 Open access abundance of adenosine in the IOT-responsive models
and higher expression in one other IOT-resistant tumor
(6694c2), particularly in the necrotic margins. A third IOT-
resistant model (6422c1) showed levels of adenosine
similar to the IOT-responsive tumors, suggesting that
the expression of the adenosine pathway might not be
a unique feature in the generation of immunosuppres-
sion in murine PDAC (online supplemental figure 4E,F). The autochthonous KPC tumor model showed a higher
degree of complexity in their histological composition
(online supplemental figure 4G). MSI analysis demon-
strated a primarily hypoxia-driven metabolic phenotype in
which adenosine and other metabolites such as succinate,
lactate and metabolites associated with purine metabo-
lism were elevated. The hypoxic phenotype, and there-
fore adenosine, was not limited to the margin around
established necrosis, but found throughout the samples
independent of established necrosis. This limited the
ability to delineate the necrotic margin as it was possible
in the KPCY-derived s.c. tumors, but confirmed the
importance of hypoxia in the generation of adenosine. When we investigated the cell population distribution in
the different areas using IMC in IOT-resistant tumors, we
noted in the necrotic margin areas a 2.7-fold increase in
the number of infiltrating CD11b+ myeloid cells (mean
1970 in the necrotic margin vs 730 in viable tumor CD11b+
cells/mm2), that led to a significant decrease of the ratio
between cancer cells/myeloid cells (online supplemental
figure 5A). This again suggests that myeloid cells have an
instrumental role in the generation of adenosine in this
aggressive model of PDAC. more, these findings were confirmed in KPC tumors where
Adora2a was found to be increased in M2 macrophages
infiltrating the lesions when compared with matched
spleens (figure 3F,G). The KPC model demonstrated
once again the heterogeneity of pancreatic lesions, which
in terms of M2 macrophages, positive for the Adora2a
receptor, covers the entire range of expression seen in
the two s.c. models used (figure 3H). Adenosine distributes primarily in the hypoxic areas
surrounding necrosis Notably, of three
KPC mice where metastatic nodules were found, Adora2a
expression was found retained in the M2 macrophages
infiltrating the secondary lesions (online supplemental
figure 5D, top panel). Lymphoid cells were negative for
Adora2a both in tumors and in metastases (online supple-
mental figure 5D, bottom panel). g
p
In addition to protumorigenic macrophages, Adora2a
expression was found enriched in other myeloid immune
populations infiltrating the tumors. In particular CD11b−
DCs, CD11b+ DCs (online supplemental figure 5E),
M1 macrophages (online supplemental figure 5F), and
monocytic MDSCs (mo-MDSCs) (online supplemental
figure 5G) for both models and granulocytic MDSCs
(gMDSCs) for IOT-resistant tumors (online supplemental
figure 5H) express significantly higher Adora2a amount
when compared with matched spleens. This expression
differs significantly between IOT-responsive and resistant
models in CD11b+ DCs (mean MFI 2080±174 vs 3190±636,
respectively; p=0.007), M1 macrophages (4520±983
vs 6940±1690; p=0.02) and mo-MDSCs (1890±479 vs
6110±1870; p=0.001) (online supplemental figure 5E–H). Targeting adenosine pathway delays tumor growth of murine
pancreatic cancer representing a combinational therapeutic
opportunity Expression of ADORA2A receptor on myeloid subpopulations
of pancreatic cancer models Our data suggest a mechanism by which the myeloid popu-
lation contributes to the protumorigenic functionality of
the pancreatic cancer microenvironment, where eAdo
generated by the myeloid cell populations and cancer
cells would target and stimulate further the myeloid
cell subpopulations, in particular the protumorigenic
M2 macrophages. Therefore, we inhibited in vivo eAdo
formation and function, using an antibody against CD73
(2c5mIgG1) and a small molecule inhibitor of Adora2a
(AZD4635), a combination (Adoi) which would maxi-
mize the inhibition of the axis. The 14-day treatment was
started after the microenvironment was allowed to estab-
lish (12–14 days after implantation) in the IOT-resistant
allografts (figure 4A). The anti-CD73 was extremely effec-
tive in reducing the expression of CD73 on the surface
of all live cells (online supplemental figure 6A). MSI
data confirmed marked reduction in adenosine forma-
tion in the TME (figure 4B,C). In particular, adenosine
was completely abolished in the viable tumor areas,
while a small amount remained in the necrotic margins,
accounting for a 95% decrease (figure 4C), highlighting
the importance to block residual adenosinergic signaling
downstream CD73 inhibition, co-targeting adenosine
receptors. The effectiveness of the treatment on the extra-
cellular purinergic pathway was also supported by the Having shown in these models that in the PDAC micro-
environment, immunosuppressive adenosine is present
abundantly, we then investigated which cells within the
microenvironment might be responsive to this. We inves-
tigated the expression of the adenosine A2a receptor
(Adora2a, the receptor with the highest affinity for
adenosine) that has been found to be frequently overex-
pressed in human tumors, by flow cytometry. We found
that Adora2a was highly expressed by tumor-infiltrating
myeloid population when compared with the spleen
(online supplemental figure 5B,C) and this expres-
sion was significantly higher in the IOT-resistant model
in terms of MFI (mean fluorescence intensity 10,000
vs 6700, p<0.0001) and % of Adora2a+ myeloid cells
(15% vs 11%, p=0.009). In contrast, lymphoid popula-
tions infiltrating the tumors were negative for Adora2a
expression (online supplemental figure 5B, bottom). When comparing different subpopulations, protumor-
igenic M2 macrophages, infiltrating both IOT-resistant
and IOT-responsive PDAC showed high positivity for the
receptor. The IOT-resistant model had higher expression
of Adora2a compared with the IOT-responsive model
(figure 3D,E; p<0.0001) and percentage of Adora2a+
M2 positivity (72% vs 43%; p<0.0001) (figure 3H). Once 11 Graziano V, et al. J Immunother Cancer 2023;11:e006457. Figure 4 continued decrease of molecules downstream of adenosine (adenine
and inosine in viable tumor and necrotic margin areas)
(online supplemental figure 6B,C), and the increase of
upstream and alternative pathway molecules as AMP (in
the necrotic margin, online supplemental figure 6D) and
xanthine (in both viable tumor and necrotic margin,
online supplemental figure 6E) respectively. There was
no change in the distribution of ATP, ADP and hypoxan-
thine (online supplemental figure 6F–H). decrease of molecules downstream of adenosine (adenine
and inosine in viable tumor and necrotic margin areas)
(online supplemental figure 6B,C), and the increase of
upstream and alternative pathway molecules as AMP (in
the necrotic margin, online supplemental figure 6D) and
xanthine (in both viable tumor and necrotic margin,
online supplemental figure 6E) respectively. There was
no change in the distribution of ATP, ADP and hypoxan-
thine (online supplemental figure 6F–H). p
g
)
These data suggest that targeting myeloid related,
eAdo formation and effect would have an effect on tumor
growth, making this approach a candidate for combina-
torial therapeutic studies. Indeed, when combined with
cytotoxic treatment (AZD6738, an ATR inhibitor and
gemcitabine; figure 4F,G) or IOT [anti-CD40 agonist
(F), anti-CTLA-4 (C) and anti-PD-L1 (P),FCP; online
supplemental figure 7D], the adenosine modulation
reduced further the tumor growth rate of the aggressive
IOT-resistant 6419c5 tumor model. AZD6738/gemcit-
abine alone was able to significantly slow the growth of
the IOT-resistant model (2/7 SD (28.5%), but the addi-
tion of the adenosine blocking (AZD4635+2c5mIgG1)
led to further stabilization of the tumor growth in a
2-week regimen (p=0.003 vs AZD6738/gem alone; 4/7
SD (57.1%); figure 4G,H). These data supported the
investigation of the same combination in autochthonous
tumors in KPC mice (figure 4I) to assess whether the
addition of Adoi to cytotoxic treatment (AZD6738+gem-
citabine) prolonged survival in this model, considered
a gold standard in this disease. As figure 4J shows, the
combination of Adoi and ATRi/gem induced a threefold
increase in median overall survival (mOS) in KPC mice
compared with control groups (vehicles+isotype 12.5 days
vs combo 41 days, p=0.0006). The four-drug regimen is
significantly better than single schedule arms (mOS: Adoi
19 days and AZD6738+gemcitabine 13 days). A weekly
ultrasound revealed a tendency for tumor stabilization in
mice treated with cytotoxic therapeutics plus adenosine
inhibition, when compared with the control arm during
the first 2 weeks of treatment (figure 4K). Figure 4 continued adenosine expression and distribution in PDAC allografts treated with vehicle+isotype or Adoi, at day 14 from treatment start
(six mice per treatment group). Classification was obtained based on metabolites expression and is represented as follows:
viable tumor (green line), necrotic margins (yellow line). (D) Tumor growth ratio (left) and weight (right) of 6419c5 allografts
in C57Bl/6 mice treated with anti-CD73+AZD4635 (N=16) or vehicle+isotype (N=15). (E) Representative image (left) and
graph (right) showing % of area of the lung analyzed occupied by metastasis (met/lung areas×100) in vehicle+isotype (N=12)
and anti-CD73+AZD4635 (N=13), evaluated for the presence of spontaneous occurrence of lung metastases. Every dot
represents a single mouse. Tissues were stained with an anti-p53 antibody to highlight the presence of cancer cells. A group
of more than five p53-positive cells was counted as metastasis. (F) Schedule of 6419c5 tumor allografts 14-day treatment
as following (N=7 mice per group): vehicles+isotype, AZD6738+gemcitabine, anti-CD73+AZD4635, AZD6738+gemcitabine +
anti-CD73+AZD4635. (G) Tumor growth ratio (14 days) of 6419c5 tumor allografts treated as above (H) percentage change in
the long diameter length following 14 days of treatment per group. Number of mice with stable disease (SD, <20% increase
and <30% decrease) are shown at the bottom. (I) Schedule of KPC mice treatment as following: vehicles+isotype (12 mice),
AZD6738+gemcitabine (11 mice), anti-CD73+AZD4635 (7 mice), AZD6738+gemcitabine + anti-CD73+AZD4635 (combo,
12 mice). Adenosine inhibition was administered until endpoint, while AZD6738+gemcitabine was allowed up to 3 weeks. (J) Survival analysis of KPC mice treated as above, including median overall survival (mOS). (K) Percentage of tumor volume
increased in vehicles versus combo group at day 7 and 14 of treatment. All data are presented as mean±SEM. Statistical
analysis was performed using Mann-Whitney test (D–E,K) mixed-effect model (F) and one-way analysis of variance with post
hoc test analysis for multiple comparisons (C). Log-rank Mantel-Cox test to evaluate difference in survivals (J) p values are
shown in the graphs and considered significant when p<0.05. IOT, immuno-oncology therapy; IP, intraperitoneal. Figure 4 continued of the mice and blocking adenosine strongly reduced the
metastatic burden (median of % mets/lung area 0.77% vs
2.6%; p=0.016; figure 4E). Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 Expression of ADORA2A receptor on myeloid subpopulations
of pancreatic cancer models doi:10.1136/jitc-2022-006457 Open access
Figure 4 In vivo modulation of the adenosine pathway reduces tumor growth and metastasis and improves the efficacy
of cytotoxic treatment. (A) Schedule of adenosine inhibition (Adoi) treatment. Treatment was started following 12–14 days
from implantation and continued for 2 weeks. Antibody anti-CD73 (2c5mIgG1, murine IgG1) was dosed two times per week
intraperitoneally at 10 mg/kg. Adora2a inhibitor (AZD4635) was given by oral gavage two times a day at 50 mg/kg. (B–C) Mass Figure 4 In vivo modulation of the adenosine pathway reduces tumor growth and metastasis and improves the efficacy
of cytotoxic treatment. (A) Schedule of adenosine inhibition (Adoi) treatment. Treatment was started following 12–14 days
from implantation and continued for 2 weeks. Antibody anti-CD73 (2c5mIgG1, murine IgG1) was dosed two times per week
intraperitoneally at 10 mg/kg. Adora2a inhibitor (AZD4635) was given by oral gavage two times a day at 50 mg/kg. (B–C) Mass
spectrometry imaging (MSI) representative images (B) and MSI analysis graph with relative abundance (a.u.) (C) showing
Figure 4 continued on next page 12 Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 Open access Figure 4 continued (C) Heatmap showing
genes regulated during treatment (light gray for controls, dark gray for Adoi) which are part of the significantly different pathways
according to KEGG. (D) Table (left) showing genes associated with innate immunity that are downregulated by Adoi treatment. Validation of RNAseq data (right graphs) through flow analysis of PD-L1 and CD206 expression (MFI ratio) on intratumoral live
cells (8 mice in the control and 10 in the Adoi arms). The samples analyzed for validation were from different mice from the ones
used for RNAseq. GO, Gene Ontology; KEGG, Kyoto Encyclopedia of Genes and Genomes; RNAseq, RNA sequencing; PDL1,
Programmed death-ligand 1; MFI; mean fluorescence intensity; ECM, extracellular matrix. Figure 5
Adenosine inhibition remodels the pancreatic ductal adenocarcinoma tumor microenvironment (A) Volcano plot related Figure 5 Adenosine inhibition remodels the pancreatic ductal adenocarcinoma tumor microenvironment. (A) Volcano plot related
to 6419c5 allografts. Genes overexpressed in vehicle+isotype arm are on the left side (blue dots), and genes overexpressed in
the anti-CD73+AZD4635 arm are on the right side (Adoi, orange dots). (B) Enrichment bar plot of significantly overexpressed
pathways in the vehicle+isotype group (adenosine high), according to KEGG and GO biological processes. (C) Heatmap showing
genes regulated during treatment (light gray for controls, dark gray for Adoi) which are part of the significantly different pathways
according to KEGG. (D) Table (left) showing genes associated with innate immunity that are downregulated by Adoi treatment. Validation of RNAseq data (right graphs) through flow analysis of PD-L1 and CD206 expression (MFI ratio) on intratumoral live
cells (8 mice in the control and 10 in the Adoi arms). The samples analyzed for validation were from different mice from the ones
used for RNAseq. GO, Gene Ontology; KEGG, Kyoto Encyclopedia of Genes and Genomes; RNAseq, RNA sequencing; PDL1,
Programmed death ligand 1; MFI; mean fluorescence intensity; ECM extracellular matrix Figure 5 Adenosine inhibition remodels the pancreatic ductal adenocarcinoma tumor microenvironment. (A) Volcano plot related
to 6419c5 allografts. Genes overexpressed in vehicle+isotype arm are on the left side (blue dots), and genes overexpressed in
the anti-CD73+AZD4635 arm are on the right side (Adoi, orange dots). (B) Enrichment bar plot of significantly overexpressed
pathways in the vehicle+isotype group (adenosine high), according to KEGG and GO biological processes. (C) Heatmap showing
genes regulated during treatment (light gray for controls, dark gray for Adoi) which are part of the significantly different pathways
according to KEGG. Figure 4 continued The Adoi approach led to a 30% reduction of tumor
growth ratio (mean of 8 vs 5.5-folds increase from the
baseline, p=0.003, figure 4D and online supplemental
figure 7A) and tumor weight (median 1.24 vs 0.78 g,
0.039 figure 4A). Single agent AZD4635 induced a similar
tumor control to the full combination. However, the ther-
apeutic effect was delayed (online supplemental figure
7B), with a 30% growth reduction in the combination
arm when compared with Adora2ai inhibition alone with
single agent AZD4635, over the first 4 days of treatment
(p=0.01). For biological reasons, given also that AZD4635
is a competitive inhibitor and its efficacy is dependent
on the amount of eAdo, we chose to use it in combina-
tion with anti-CD73 antibody to maximize the blocking
on eAdo effects. These data support previous findings
showing the same combination had greater antitumor
immune effect.39 In contrast, targeting the adenosine
pathway with Adoi in 2838c3 allografts where necrosis
and consequently peri-necrotic adenosine are low, and
M2 macrophages express lower level of Adora2a, did not
translate into tumor growth reduction (online supple-
mental figure 7C). The adenosine pathway has been
shown to control the metastatic process and several
authors have shown that inhibiting this axis can reduce
the metastatic burden in mouse models.52 53 However,
we were able to show for the first time that blocking
adenosine generation and function can significantly
reduce the occurrence of spontaneous metastasis in an
IOT-resistant preclinical model of PDAC. The 6419c5 s.c. model spontaneously develops lung metastases in 100% Combining adenosine blockade (Adoi) and immu-
notherapy (FCP) reduced significantly tumor growth
of the IOT-resistant allograft model when compared
with control treatment (65% tumor growth reduc-
tion; p=0.002) and FCP (35% tumor growth reduction; 13 Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 Open access
p=0.021) arms (online supplemental figure 7D–F). Data
from two separate experiments with the same controls
growth alone or in combination we analyzed the changes
in immune infiltration following anti-CD73 and AZD4635
Figure 5 Adenosine inhibition remodels the pancreatic ductal adenocarcinoma tumor microenvironment. (A) Volcano plot related
to 6419c5 allografts. Genes overexpressed in vehicle+isotype arm are on the left side (blue dots), and genes overexpressed in
the anti-CD73+AZD4635 arm are on the right side (Adoi, orange dots). (B) Enrichment bar plot of significantly overexpressed
pathways in the vehicle+isotype group (adenosine high), according to KEGG and GO biological processes. Figure 4 continued To assess whether the
combination of Adoi plus ATRi/gemcitabine had an effect
on the immune infiltration of the TME of IOT-resistant
model (6419c5 allografts), we performed IHC staining for
CD8 and Foxp3 and showed that the quadruple combina-
tion almost tripled the ratio CD8/Tregs (median 0.70 vs
0.25 of vehicles+isotype group; p=0.04; figure 6G,H). The
four-drug combination produced an enhanced increase
of the CD8+ cell infiltration (median 4.5 cells/mm2 vs
2.7 in the control group, 3.9 in the AZD6738/gem group
and 2.8 in the AZD4635/αCD73 group) and reduction
of Foxp3+ cell infiltration (median 6.5 cells/mm2 vs 8.1
in the control group, 9.3 in the AZD6738/gem group
and 7.2 in the AZD4635/αCD73 group) (online supple-
mental figure 8K). Similarly, combination with IOT
(Adoi+FCP) determined a further increase of the intratu-
moral CD8/Tregs ratio induced by FCP treatment (ratio
means control 0.28 vs FCP/Adoi 6.10 p=0.008; online
supplemental figure 8L) mostly due to the repression of
the Treg recruitment induced by IOT alone. Furthermore, the adenosine signaling has previously
been associated with the presence of hypoxia54 55; here we
show for the first time that the presence of a functional
eAdo pathway is responsible for the expression of several
genes related to hypoxia (including Hif1a) suggesting the
presence of a positive feedback loop. p
p
p
Considering that the RNAseq analysis indicated that
the innate immune system was affected by adenosine
inhibition, we analyzed the changes in immune infiltra-
tion following anti-CD73 and AZD4635 treatment. Flow
cytometry analysis confirmed the findings highlighted by
the RNAseq analysis. Following treatment, tumors were
less likely to be infiltrated by M2 macrophages (median
approximately 35,000 vs 23,000 cells/100 mg; p=0.004;
figure 6A,B), in particular PD-L1+ ones (median 79%
vs 65%; p=0.004; figure 6B, right). IMC analysis also
revealed a trend towards reduction of M2 macrophages
following treatment (F4/80+ CD206+ (figure 6C–E) or
CD68+ CD206+ (figure 6D–F)) and the trend was more
pronounced in viable tumor compared with necrotic
margin, but the difference was not significant. Notably
this reduced trend in infiltration is present in areas other
than those where adenosine is abundant, suggesting that
adenosine could be stimulating the production of factors
affecting recruitment of macrophages in the viable tumor
areas. Figure 4 continued Finally, IMC data also showed a trend towards a reduction
(not significant, ns) of total macrophages in the treated
tumors as shown by flow cytometry, again more evident
in the viable tumor regions (figure 6C,D and F4/80 and
CD68 panels and online supplemental figure 8H). IMC
also showed a trend towards global reduction (ns) of M1
macrophages (F4/80+ CD206– MHC-II+) (online supple-
mental figure 8I,J) which was not apparent in the flow
analysis. Further studies would shed light on the relevance
of these results, analyzing the contribution of adenosine
abundance and spatial distribution to modeling of tumor
infiltration by distinct macrophage subpopulations
beyond M1-M2 dichotomy. relative expression of 712 genes decreased by ≥50% (log
fold <−0.58; figure 5A). KEGG and GO biological process
pathway analysis revealed that eAdo has a broad impact
on TME of the IOT-resistant model of PDAC (figure 5B
and online supplemental figure 8A). Genes associated
with hypoxia response and vasculogenesis (eg, Hif1a,
Slc2a1, Hilpda, Adm, Vegfa, Vegfd), immunity and immune
suppression (eg, Cd274, Cd209, Mrc1, Cd200, Il1a, Il6,
Ptgs2) and tumor stroma/extracellular matrix (ECM)
organization (eg, Col5a3, Col6a3, Itga2, Mmp13, Mmp3,
Mmp9, Ereg, Pthlh) were significantly downregulated by
the treatment (figure 5B,C). ( g
)
Of note, several functional and structural downregu-
lated genes were associated with the innate immune system
(figure 5D left), particularly with M2 polarized macro-
phages (eg, Cd209, Mrc1, Mrc2, CD163). RNAseq analysis
also showed a significant decrease of the expression of
Cd274 (PD-L1) gene, suggesting a strong rationale for the
use of adenosine inhibition as combination for immuno-
therapy studies involving immune checkpoint inhibitors. The downregulation of Mrc1 (CD206) and Cd274 (PD-
L1) was validated analyzing their protein expression on
tumor-infiltrating live cells following Adoi treatment. As
shown in figure 5D (right), the proteins of these genes
were strongly downregulated in the adenosine inhibition
arm (38% and 41% reduction of CD206 and PD-L1 on
live cells respectively). y
y
Considering the reduction of the immune suppres-
sion in the TME following Adoi, we explored changes
associated with the adaptive immune system following
combination of adenosine inhibition and cytotoxic or
immunotherapy therapeutics. Figure 4 continued (D) Table (left) showing genes associated with innate immunity that are downregulated by Adoi treatment. Validation of RNAseq data (right graphs) through flow analysis of PD-L1 and CD206 expression (MFI ratio) on intratumoral live
cells (8 mice in the control and 10 in the Adoi arms). The samples analyzed for validation were from different mice from the ones
used for RNAseq. GO, Gene Ontology; KEGG, Kyoto Encyclopedia of Genes and Genomes; RNAseq, RNA sequencing; PDL1,
Programmed death-ligand 1; MFI; mean fluorescence intensity; ECM, extracellular matrix. p=0.021) arms (online supplemental figure 7D–F). Data
from two separate experiments with the same controls
showed that adding Adoi to FCP remains the best combi-
nation in controlling tumor growth (online supplemental
figure 7G–I). These data suggest again that targeting
the adenosine pathway in PDAC offers a new strategy to
modulate the antitumor immune response. p=0.021) arms (online supplemental figure 7D–F). Data
from two separate experiments with the same controls
showed that adding Adoi to FCP remains the best combi-
nation in controlling tumor growth (online supplemental
figure 7G–I). These data suggest again that targeting
the adenosine pathway in PDAC offers a new strategy to
modulate the antitumor immune response. growth alone or in combination we analyzed the changes
in immune infiltration following anti-CD73 and AZD4635
treatment. The TME of PDAC is an intricate structure that relies on
the presence of multiple non-malignant cells. This TME is
recapitulated in preclinical models of PDAC.38 In order to
investigate the broader effect of Adoi in the 6419c5 PDAC
model, given the effect we have seen on tumor growth
when used alone or in combination, we performed a
bulk RNAseq analysis of the 6419c5 model treated with
Adoi or control (five vs six mice, see methods). Following
the 14-day treatment with AZD4635 and anti-CD73 the Targeting the adenosine pathway results in reprogramming of
the Tme in the IOT-resistant pancreatic cancer mouse model
To understand the role of adenosine modulation in
reprogramming the TME, given the effect on tumor 14 Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 Open access declined in F4/80+ macrophages (p=0.02) but not in DCs
following treatment (online supplemental figure 8E). Of note, the combination of 2c5mIgG1 and AZD4635
is required to reduce the M2 macrophage infiltration
(p=0.03, online supplemental figure 8F) and the ratio
of M2/M1 macrophages (p=0.04; online supplemental
figure 8G) in the tumor, while single agents fail to do so. Figure 4 continued Blocking the axis, also led to a reduced frequency
of infiltrating Tregs (mean 42% vs 27%; p=0.03, online
supplemental figure 8B,C) and a reduction of PD-L1
expression for all live cells within the tumor, more prom-
inently CD45+ cells (p=0.008) as shown in online supple-
mental figure 8D. However, the expression of PD-L1 Adenosine-related gene expression is associated with
phenotype and survival in human pancreatic cancer To evaluate the importance of this pathway in the context
of human PDAC and highlight the role in the formation
of TME we scored our adenosine-related gene expression
set against the PDAC subtypes published by Bailey.44 Of
our 712 genes with a 50% decrease, 561 had a human
ortholog and of these the z-scores of 517 genes were
summed in each of the 97 patients with RNAseq data in
Bailey et al to obtain a score. We were able to show that the
adenosine-related gene expression is mostly expressed
in the aggressive squamous subtype (figure 7A), that
has been associated with a poorer prognosis. The score 15 Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 Open access
Figure 6 Immunosuppressive immune subpopulations are modulated following adenosine pathway blockade. (A) Representative flow cytometry plots showing tumor associated macrophages infiltrating 6419c5 allografts following 14
days of treatment with vehicle+isotype (left panel) or anti-CD73+AZD4635 (right panel). (B) M2 macrophage allograft infiltration
(left, number of cells/100 mg of tumor) and (right) percentage of M2 macrophages positive for PD-L1 (8 and 10 mice per group
analyzed). (C–D) Representative IMC image of F4/80 and CD206 (C) and CD68 and CD206 (D) positive cells infiltrating a 6419c5
allograft merged (first panel of C and D) or not with segmentation following Adoi (lower panels) or control (upper). The tissue
segmentation of the IMC image was performed by Random Forest Classification using all markers analyzed. The scale bar on
the IMC image is 200 µm. Segmentation shows viable tumor (green), necrosis (yellow), necrotic margin (blue) and off-tissue (red). (E–F) The bar plots show cell density (number of cells per mm2) of F480+CD206+ cells (E) and CD68+CD206+ (F) per segment
area (six mice per treatment group). (G–H) Immunohistochemistry analysis showing 6419c5 tumor-infiltrating CD8+/Foxp3+ ratio
(G) at day 14 of the following treatments: Vehicles+isotype (N=7), AZD6738+gemcitabine (N=7), aCD73+AZD4635 (N=6) and
AZD6738+gemcitabine + aCD73+AZD4635 (N=7). (H) Representative immunohistochemistry images of the latter. All data are
represented as box and whisker plots. Figure 7 RNA gene expression demonstrates a crucial role for the adenosine pathway in correlation to human PDAC
prognosis. (A–B) Human ortholog genes with a 50% downregulation following 14 days of Adoi, were scored using z-score
derived from Bailey’s44 subtypes data set. Genes scores comparing Adex, immunogenic, squamous and pancreatic progenitor
(A) or squamous versus non-squamous (B) are shown. Each dot represents a single patient. (C) PDAC-specific gene signature
of 52 genes used for analysis of the TCGA human PDAC data set, related to the main pathways implied (immunity, hypoxia
response and tumor stroma). (D–E) Gene signature applied to PDAC TCGA data set (D). Kaplan-Meier curves show progression-
free survival (PFS, 176 patients) and (E) disease-specific survival (DSS, 170 patients). (F) Gene signature validation applied
to PDAC QCMG Bailey’s data set. Kaplan-Meier curve shows overall survival (OS, 95 patients). Three genes (Pecam1, Trarg1
and Vegfd) were not assessed in Bailey’s data set, thus the signature is composed of 49 genes. Data in A–B are presented
as mean±SEM. Statistical analysis was performed using one-way analysis of variance with post hoc test analysis for multiple
comparisons (A) two-tailed unpaired Student’s t-test (B) and log-rank Mantel-Cox test to evaluate difference in survivals (D–F) p
values are shown in the graphs when considered significant (p<0.05). eAdo, extracellular adenosine; mOS, median overall
survival; PDAC, pancreatic ductal adenocarcinoma; mPFS, median progression-free survival; TCGA, The Cancer Genome Atlas;
mDSS, median disease-specific survival. Figure 7 RNA gene expression demonstrates a crucial role for the adenosine pathway in correlation to human PDAC
prognosis. (A–B) Human ortholog genes with a 50% downregulation following 14 days of Adoi, were scored using z-score
derived from Bailey’s44 subtypes data set. Genes scores comparing Adex, immunogenic, squamous and pancreatic progenitor
(A) or squamous versus non-squamous (B) are shown. Each dot represents a single patient. (C) PDAC-specific gene signature
of 52 genes used for analysis of the TCGA human PDAC data set, related to the main pathways implied (immunity, hypoxia
response and tumor stroma). (D–E) Gene signature applied to PDAC TCGA data set (D). Kaplan-Meier curves show progression-
free survival (PFS, 176 patients) and (E) disease-specific survival (DSS, 170 patients). (F) Gene signature validation applied
to PDAC QCMG Bailey’s data set. Kaplan-Meier curve shows overall survival (OS, 95 patients). Three genes (Pecam1, Trarg1
and Vegfd) were not assessed in Bailey’s data set, thus the signature is composed of 49 genes. Figure 4 continued Statistical analysis was performed using Mann-Whitney test (B–H) and one-way analysis
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k d Figure 6 Immunosuppressive immune subpopulations are modulated following adenosine pathway blockade. (A) Representative flow cytometry plots showing tumor associated macrophages infiltrating 6419c5 allografts following 14
days of treatment with vehicle+isotype (left panel) or anti-CD73+AZD4635 (right panel). (B) M2 macrophage allograft infiltration
(left, number of cells/100 mg of tumor) and (right) percentage of M2 macrophages positive for PD-L1 (8 and 10 mice per group
analyzed). (C–D) Representative IMC image of F4/80 and CD206 (C) and CD68 and CD206 (D) positive cells infiltrating a 6419c5
allograft merged (first panel of C and D) or not with segmentation following Adoi (lower panels) or control (upper). The tissue
segmentation of the IMC image was performed by Random Forest Classification using all markers analyzed. The scale bar on
the IMC image is 200 µm. Segmentation shows viable tumor (green), necrosis (yellow), necrotic margin (blue) and off-tissue (red). (E–F) The bar plots show cell density (number of cells per mm2) of F480+CD206+ cells (E) and CD68+CD206+ (F) per segment
area (six mice per treatment group). (G–H) Immunohistochemistry analysis showing 6419c5 tumor-infiltrating CD8+/Foxp3+ ratio
(G) at day 14 of the following treatments: Vehicles+isotype (N=7), AZD6738+gemcitabine (N=7), aCD73+AZD4635 (N=6) and
AZD6738+gemcitabine + aCD73+AZD4635 (N=7). (H) Representative immunohistochemistry images of the latter. All data are
represented as box and whisker plots. Statistical analysis was performed using Mann-Whitney test (B–H) and one-way analysis
of variance with post hoc test analysis for multiple comparisons (E–H) p values are shown in the graphs when considered
significant (p<0.05). IMC, imaging mass cytometry; PD-L1, Programmed death-ligand 1. pressive immune subpopulations are modulated following adenosine pathway blockade. 16 Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 Open access Open access
Figure 7 RNA gene expression demonstrates a crucial role for the adenosine pathway in correlation to human PDAC
prognosis. (A–B) Human ortholog genes with a 50% downregulation following 14 days of Adoi, were scored using z-score
derived from Bailey’s44 subtypes data set. Genes scores comparing Adex, immunogenic, squamous and pancreatic progenitor
(A) or squamous versus non-squamous (B) are shown. Each dot represents a single patient. Figure 4 continued (C) PDAC-specific gene signature
of 52 genes used for analysis of the TCGA human PDAC data set, related to the main pathways implied (immunity, hypoxia
response and tumor stroma). (D–E) Gene signature applied to PDAC TCGA data set (D). Kaplan-Meier curves show progression-
free survival (PFS 176 patients) and (E) disease specific survival (DSS 170 patients) (F) Gene signature validation applied Data in A–B are presented
as mean±SEM. Statistical analysis was performed using one-way analysis of variance with post hoc test analysis for multiple
comparisons (A) two-tailed unpaired Student’s t-test (B) and log-rank Mantel-Cox test to evaluate difference in survivals (D–F) p
values are shown in the graphs when considered significant (p<0.05). eAdo, extracellular adenosine; mOS, median overall
survival; PDAC, pancreatic ductal adenocarcinoma; mPFS, median progression-free survival; TCGA, The Cancer Genome Atlas;
mDSS, median disease-specific survival. 17 Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 Open access remained significantly higher even when comparing
the squamous subtypes with the grouped non-squamous
(figure 7B). treatment of several types of cancer, and has dramati-
cally changed the life expectancy of many patients with
metastatic disease.57 However, this has not been true for
patients with PDAC which is associated with a very low
response rate to immunotherapy, usually confined to
MSI-H/dMMR tumors, found only rarely in this disease.3 In order to create a PDAC-specific adenosine signature
and to evaluate its performance in PDAC-specific outcomes,
we created a signature using the 561 human orthologous
genes with a ≥50% decrease in expression following Adoi
treatment. Of these, 52 genes were selected for the signa-
ture (figure 7C), that according to our RNAseq data set
were clearly associated with the pathway areas depen-
dent on adenosine (hypoxia response, immunity, tumor
stroma), were associated positively or negatively with PDAC
prognosis, and were significantly co-expressed with CD73
and/or Adora2a in the PDAC genome data sets (TCGA or
Bailey). Of the 176 and 170 patients with available PFS and
DSS outcome, respectively, we found that the presence of
a high adenosine signature is associated with higher prob-
ability of PDAC progression (median progression-free
suvival, mPFS high Ado 13.05 vs low Ado 18.25, p=0.02;
figure 7D) and a poorer PDAC-specific survival (median
disease-specific survival, mDSS high Ado 19.66 vs low Ado
NR, p=0.01; figure 7E), suggesting again that the presence
of a functional adenosine pathway has a detrimental role
in human PDAC. The signature was validated using the
PDAC QCMG Bailey’s data set (49 genes were assessed,
see figure legend) confirming a shorter overall survival in
patients with high adenosine signature tumors (figure 7F
p=0.003). It is worthy to consider that patients in the
TCGA data set are predominantly non-metastatic, and
the presence of the adenosine signature seems to become
relevant for PDAC associated death 20 months after diag-
nosis. The presence of a high adenosine signature appears
to be associated with shorter DFS, (median disease-free
survival, mDFS high Ado 23.5 months vs low Ado 49.7
months, p=0.12; online supplemental figure 8M). y
y
The role of the innate immune system in the genera-
tion of an immune suppressive/protumorigenic micro-
environment in PDAC is well known. The presence of
marked infiltration of macrophages has been identified
as an independent predictive factor of the aggressiveness
and prognosis of PDAC, in patients.26 27 Only recently,
three phase I clinical trials in patients with PDAC have
shown that targeting the innate immune system can have
an impact in patients with PDAC. A phase I trial published
on Lancet Oncology, showed that a combination of anti
PD-1 and CD40 agonist, added to gemcitabine and nab-
paclitaxel, led to 60% of response rate, with some durable
responses, although the clinical benefit of adding a CD40
agonist to an anti PD-1 plus chemotherapy as first-line
in patients with metastatic PDAC, was not confirmed in
a phase 2 randomized trial.58 59 In addition, the inhibi-
tion of the CXCL12/CXCR4 axis has been demonstrated
to modify the immunosuppressive TME of patients with
PDAC and colorectal cancer.60 61 The eAdo pathway has also been shown to influence
the TME fostering the immune suppression provided by
some innate immune subpopulations (as myeloid and
NKs) and inhibiting the function of the adaptive immune
system, in particular, T cells.7 9 52 By activating its recep-
tors, eAdo is able to increase the intracellular concentra-
tion of cyclic adenosine monophosphate (cAMP) which
leads to the induction of an M2 phenotype of macro-
phages and block the secretion of interleukin (IL)-1β
increasing the release of CXCL1, IL-6, IL-10 and IL-8
among others from myeloid population which are known
to orchestrate immune exclusion.11 62 eAdo also favors
the formation and maintenance of Treg cells,11 which are
known to favor cancer progression and IOT resistance . Discussion Overall our data highlight that the generation of the
eAdo is instrumental for the innate immune system in
shaping a protumorigenic, immune suppressive microen-
vironment in PDAC, in the context of a hypoxic milieu. We can speculate that this unfavorable environment may
create the condition for a more aggressive PDAC pheno-
type which would then translate into the ability to escape
the immune system, be resistant to cytotoxic treatment
and metastasize readily. A recent publication, shows that genomic targeting
on mouse PDAC cells of CD73 leads to a reduced in vivo
tumor formation and change in the circulating and infil-
trating immune system.37 However, to date, little was known about the expression
of the adenosine pathway in the context of the innate and
adaptive immune system in PDAC, how the eAdo is gener-
ated and what are the targets of adenosine also in regard
to its spatial distribution and formation of adenosine. PDAC is projected to become the second highest cause
of cancer-related death in the USA within 10 years,56 and
represents one of the major unmet needs of cancer treat-
ment. Despite extensive efforts by laboratory and clinical
scientists in the last 50 years, only 1% of patients diagnosed
with PDAC today will survive for 10 years (https://www.
cancerresearchuk.org/health-professional/cancer-statis-
tics-for-the-uk).1 The response rate following standard
treatments is poor, usually short-lasting, and associated
with significant treatment-related toxicity.2 In the past
few years, immunotherapy has provided new hope in the Our results show that the mechanism of generation
of eAdo in pancreatic cancer TME is finely orchestrated
by tumor infiltrating myeloid cells and tumor cells, due
to the expression of high level of CD39 in infiltrating
myeloid cells and CD73 on both cell types. A recent
paper demonstrated the presence of CD73 on MDSCs
and macrophages.36 We identify that more broadly, ~90%
of tumor-infiltrating myeloid cells in s.c. KPCY-derived
tumors express CD73. We also validated this finding using
an autochthonous tumor model as the KPC mouse. We 18 Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 Open access have also shown that the pathway can be overexpressed
in T cells infiltrating the tumors, regardless of their acti-
vation status (figures 1 and 2 and online supplemental
figure 2 and 4). Discussion The distribution of eAdo is spatially
heterogeneous and a high level of eAdo correlates with
the presence of a hypoxic environment and is favored by
the presence of necrosis, where the myeloid population
is enriched (figure 3). Necrosis is common in human
PDAC and related to poor prognosis for all stages.63 The
enrichment of a CD39+ CD73+ double population, poten-
tially able to independently produce adenosine, does
not seem to correlate with IOT-resistant or responsive
tumor models, but there is a difference when the target
of adenosine (Adora2a receptor), is considered. Adora2a
on myeloid populations, in particular in protumorigenic
M2 macrophages but also in antigen presenting cells, is
differentially expressed in regard of IOT response pheno-
type, with the resistant tumors abundantly overexpressing
the receptor in these populations (figure 3 and online
supplemental figure 4 and 5). Future analysis of human
PDAC fresh specimens are needed to confirm the mech-
anism we propose in the context of human disease. The
bulk RNAseq analysis of tumor treated with adenosine
inhibition revealed indeed a broader role for adenosine
in PDAC TME (figure 5). Genes related to immunosup-
pression and innate immunity recruitment (Cd274, Csf2,
Cxcl2, Ccl3, Ccl4, Ccl12, Il1a, Osm, Il6), angiogenesis (Vegfa,
Vegfd, Adm2, Flt1, Pgf, Egln1) and cell-ECM interaction
(Adam19, Adamts14, Adamts4, Adamts5, Col5a3, Col6a,
Itga2, Itga7, Mmp3, Mmp9, Mmp12) indicated the targeting
of population of cells responsible for the acquisition of a
protumorigenic, pro-metastatic, pro-fibrotic and immune
resistant phenotype. Further, the downregulation of
genes associated with hypoxia (Hif1a, Hilpda, Nos2, Hk1,
Hk2, Egln3) following treatment shows not only that the
adenosine pathway is induced during hypoxia (eg, CD73
and Adora2b), but that the hypoxia response is also
dependent on the presence of the adenosine pathway in
what we can speculate is a positive feedback loop. The
inhibition of adenosine led to a reduced infiltration of
M2 macrophages further from the hypoxic regions where
adenosine is most abundant, suggesting that the effect of
adenosine is stimulating the secretion of factors that are
recruiting monocytes into the TME, replenishing macro-
phage infiltration (figure 6 and online supplemental
figure 8). Notably, targeting the pathway can reduce
tumor growth in an IOT-resistant model, improving the
response to cytotoxic and immunotherapy combina-
tions (figure 4 and online supplemental figure 7) even
in historically therapy-resistant models such as the KPC
mice. Discussion Targeting adenosine would represent an alternative
strategy to reduce the infiltration of protumorigenic spares a subpopulation of macrophages characterized by
the expression of Cd274 (PD-L1), Vegfa, Hilpda, Bhlhe40,
Mmp12, Cebpb, Hmox1 among others.31 Given that all of
these genes are among the immune suppressive and
vasculogenic molecules that seem to be strongly down-
regulated by adenosine inhibition and our data show
a reduction of some subpopulation of PD-L1+ macro-
phages, we can speculate that adenosine inhibition could
potentially target these populations of pro-angiogenic,
immune suppressive macrophages. Information provided by the PDAC specific adenosine
signature, indicate that the adenosine pathway appears
to play a role in progression and survival of human
PDAC, due to the ability of the adenosine inhibition
to profoundly reprogram the TME in PDAC models
(figures 5 and 6 and online supplemental figure 8). Gath-
ering more information on the role of this pathway in
human cancers should be a priority, retrospectively eval-
uating and then prospectively stratifying the patients on
the basis of histopathological/radiological features and
the spatial distribution of adenosine. In summary, we have shown for the first time that
tumor-infiltrating myeloid immune cells contribute to the
generation of eAdo in the context of PDAC, correlating
with the presence of hypoxia. Macrophages in particular,
express high levels of Adora2a receptor in PDAC models
and targeting the adenosine/myeloid axis remodels
the TME. Data from IMC, flow cytometry and RNAseq
suggest that the adenosine pathway is fundamental to
the formation of a protumorigenic, immunosuppressive
TME, and its expression is associated with an aggres-
sive phenotype and poor survival in human PDAC. The
remodeling of the TME caused by the inhibition of the
adenosine pathway, translates into a delay of PDAC tumor
growth. Finally, targeting eAdo should be considered as
an adjunct to improve the efficacy of cytotoxic and IOT
in future PDAC-specific clinical trials. Author affiliations
1Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
2Cancer Research UK Cambridge Centre, University of Cambridge, Cambridge, UK
3Imaging and Data Analytics, Clinical Pharmacology and Safety Sciences (CPSS),
AstraZeneca R&D, Cambridge, UK
4Medical Research Council Toxicology Unit, University of Cambridge, Cambridge, UK
5Cancer Research UK Beatson Institute, Glasgow, UK
6Oncology R&D, Research and Early Development, AstraZeneca R&D, Cambridge, UK
7Department of Oncology, University of Cambridge, Cambridge, UK
8Department of Pathology, Cambridge University Hospitals NHS Foundation Trust,
Cambridge, UK
9School of Cancer Sciences, University of Glasgow, Glasgow, UK
10Oncology, AstraZeneca R&D Boston, Waltham, Massachusetts, USA Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 Open access Co-expression of Cd39 and
Cd103 identifies tumor-reactive Cd8 T cells in human solid tumors. Nat Commun 2018;9:2724. 14 Simoni Y, Becht E, Fehlings M, et al. Bystander Cd8(+) T cells are
abundant and Phenotypically distinct in human tumour infiltrates. Nature 2018;557:575–9. i Competing interests AD, HH, BPK, MW, FMR, RG, SJD, AGS and JE are
AstraZeneca employees and own company stocks and shares. VG has been an
AstraZeneca employee since May 2023. HB holds a studentship partially funded
by AstraZeneca. DIJ has received support for clinical and laboratory studies from
AstraZeneca. DIJ is a consultant for Ellipses Pharma and Sentinel Oncology. 15 Ott M, Tomaszowski K-H, Marisetty A, et al. Profiling of patients with
glioma reveals the dominant immunosuppressive axis is refractory to
immune function restoration. JCI Insight 2020;5:e134386. 16 Takenaka MC, Gabriely G, Rothhammer V, et al. Author correction:
control of tumor-associated Macrophages and T cells in glioblastoma
via AHR and Cd39. Nat Neurosci 2019;22:1533. Patient consent for publication Not applicable. Patient consent for publication Not applicable. Ethics approval Not applicable. 17 Goswami S, Walle T, Cornish AE, et al. Immune profiling of human
tumors identifies Cd73 as a Combinatorial target in glioblastoma. Nat
Med 2020;26:39–46. Provenance and peer review Not commissioned; externally peer reviewed. 18 Sidders B, Zhang P, Goodwin K, et al. Adenosine signaling is
Prognostic for cancer outcome and has predictive utility for
Immunotherapeutic response. Clin Cancer Res 2020;26:2176–87. Data availability statement Data are available in a public, open access
repository. Data are available upon reasonable request. All data relevant to the
study are included in the article or uploaded as supplementary information. The
data generated in this study are available within the article and its supplementary
data files or from the corresponding authors upon reasonable request. Code for
differential expression analysis and visualization of RNAseq data is available via
Github https://github.com/ka-lw/AdenoPDAC. p
p
19 Cekic C, Day Y-J, Sag D, et al. Myeloid expression of adenosine
A2A receptor suppresses T and NK cell responses in the solid tumor
Microenvironment. Cancer Res 2014;74:7250–9. 20 Sorrentino C, Miele L, Porta A, et al. Myeloid-derived Suppressor
cells contribute to A2B adenosine receptor-induced VEGF production
and angiogenesis in a mouse Melanoma model. Oncotarget
2015;6:27478–89. Supplemental material This content has been supplied by the author(s). It has
not been vetted by BMJ Publishing Group Limited (BMJ) and may not have been
peer-reviewed. Open access i 5 Balachandran VP, Łuksza M, Zhao JN, et al. Identification of unique
Neoantigen qualities in long-term survivors of Pancreatic cancer. Nature 2017;551:512–6. 6 Ho WJ, Jaffee EM, Zheng L. The tumour Microenvironment in
Pancreatic cancer - clinical challenges and opportunities. Nat Rev
Clin Oncol 2020;17:527–40. l UU_00025/12). SAK and JPM were supported by Cancer Research UK core funding
to the Beatson Institute (A17196 and A31287) and to JPM Lab (A29996). The
KPCY-derived cell lines were a kind gift of Ben Stanger (University of Pennsylvania). AZD4635, AZD6738 and the antibodies anti-CD73 (2C5, murine IgG1-Fc), anti-
PD-L1 (AB740080 D265A), NIP228 muIgG1 isotype, NIP228 muIgG1 D265A isotype,
were kindly provided by AstraZeneca. The results shown here are in part based on
data generated by the TCGA Research Network: https://www.cancer.gov/tcga. 7 Antonioli L, Blandizzi C, Pacher P, et al. Immunity, inflammation
and cancer: a leading role for adenosine. Nat Rev Cancer
2013;13:842–57. 8 Allard B, Allard D, Buisseret L, et al. The adenosine pathway in
Immuno-oncology. Nat Rev Clin Oncol 2020;17:611–29. 9 Allard D, Allard B, Stagg J. On the mechanism of anti-Cd39 immune
Checkpoint therapy. J Immunother Cancer 2020;8:e000186. Contributors VG and DIJ conceptualized the project and are the study guarantors. VG, AD, HH, KW, JPM, JE and DIJ designed the experiments. VG, AD, HH, KW, HB,
SAK, MW, SYL and BPK conducted the experiments. VG, AD, HH, KW, SI, FMR, RB,
JPM, SJD, JE and DIJ analyzed the data. JEDT, RG, JPM, SJD, AGS, JE and DIJ
provided supervision and VG, AD, HH, KW, SI, JPM, SJD, AGS, JE and DIJ discussed
the results. VG and DIJ wrote the manuscript. All authors read, reviewed, edited and
approved the final manuscript. 10 Augustin RC, Leone RD, Naing A, et al. Next steps for clinical
translation of adenosine pathway inhibition in cancer Immunotherapy. J Immunother Cancer 2022;10:e004089. 11 Cekic C, Linden J. Purinergic regulation of the immune system. Nat
Rev Immunol 2016;16:177–92. 12 Goodwin KJ, Gangl E, Sarkar U, et al. Development of a
Quantification method for adenosine in tumors by LC-MS/MS with
Dansyl chloride Derivatization. Anal Biochem 2019;568:78–88. Funding This study was funded by Cambridge Trust (N/A); University of Cambridge
Experimental Medicine Training Initiative and AstraZeneca (EMI-AZ) (N/A); Medical
Research Council (MC_UU_00025/12); Cancer Research UK (A17196, A29996,
A31287, C14303/A17197, C9545/A29580, C96/A25238, C9685/A27444). 13 Duhen T, Duhen R, Montler R, et al. Open access in particular Research Instrumentation & Cell Services (RICS), Flow Cytometry,
Histopathology, Biological Resource Unit (BRU), Genomics and Genome editing
cores. VG would like to thank Maike de la Roche (CRUK Cambridge Institute
- University of Cambridge) and Klaus Okkenhaug (Department of Pathology -
University of Cambridge) for helpful suggestions and advice. This study was also
supported by Cancer Research UK Precision Panc grant C96/A25238. HB holds a
PhD studentship at the University of Cambridge which is supported jointly by the
University of Cambridge Experimental Medicine Training Initiative (EMI) program in
partnership with AstraZeneca (EMI-AZ) and the NIHR Biomedical Research Center
and SYL is founded by the Cambridge Trust (Cambridge International Scholarship). Work by JEDT/KW is funded by a core grant award from the MRC (MC_
UU_00025/12). SAK and JPM were supported by Cancer Research UK core funding
to the Beatson Institute (A17196 and A31287) and to JPM Lab (A29996). The
KPCY-derived cell lines were a kind gift of Ben Stanger (University of Pennsylvania). AZD4635, AZD6738 and the antibodies anti-CD73 (2C5, murine IgG1-Fc), anti-
PD-L1 (AB740080 D265A), NIP228 muIgG1 isotype, NIP228 muIgG1 D265A isotype,
were kindly provided by AstraZeneca. The results shown here are in part based on
data generated by the TCGA Research Network: https://www.cancer.gov/tcga. in particular Research Instrumentation & Cell Services (RICS), Flow Cytometry,
Histopathology, Biological Resource Unit (BRU), Genomics and Genome editing
cores. VG would like to thank Maike de la Roche (CRUK Cambridge Institute
- University of Cambridge) and Klaus Okkenhaug (Department of Pathology -
University of Cambridge) for helpful suggestions and advice. This study was also
supported by Cancer Research UK Precision Panc grant C96/A25238. HB holds a
PhD studentship at the University of Cambridge which is supported jointly by the
University of Cambridge Experimental Medicine Training Initiative (EMI) program in
partnership with AstraZeneca (EMI-AZ) and the NIHR Biomedical Research Center
and SYL is founded by the Cambridge Trust (Cambridge International Scholarship). Work by JEDT/KW is funded by a core grant award from the MRC (MC_ 2 Conroy T, Desseigne F, Ychou M, et al. FOLFIRINOX versus
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cancer. Nat Cancer 2020;1:1097–112. Open access Any opinions or recommendations discussed are solely those
of the author(s) and are not endorsed by BMJ. BMJ disclaims all liability and
responsibility arising from any reliance placed on the content. Where the content
includes any translated material, BMJ does not warrant the accuracy and reliability
of the translations (including but not limited to local regulations, clinical guidelines,
terminology, drug names and drug dosages), and is not responsible for any error
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Immunol 2011;186:6746–52. Open access This is an open access article distributed in accordance with the
Creative Commons Attribution 4.0 Unported (CC BY 4.0) license, which permits
others to copy, redistribute, remix, transform and build upon this work for any
purpose, provided the original work is properly cited, a link to the licence is given,
and indication of whether changes were made. See https://creativecommons.org/
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Cd8+ T cells in the tumor Microenvironment. Cancer Res
2014;74:7239–49. i 26 Ino Y, Yamazaki-Itoh R, Shimada K, et al. Immune cell infiltration as
an indicator of the immune Microenvironment of Pancreatic cancer. Br J Cancer 2013;108:914–23. ORCID iD
Vincenzo Graziano http://orcid.org/0000-0001-7656-824X 1 UK cancer research. 2022 Available: https://www.cancerresearchuk.
org/health-professional/cancer-statistics/statistics-by-cancer-type/
pancreatic-cancer Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 Discussion Author affiliations
1Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
2Cancer Research UK Cambridge Centre, University of Cambridge, Cambridge, UK
3Imaging and Data Analytics, Clinical Pharmacology and Safety Sciences (CPSS),
AstraZeneca R&D, Cambridge, UK
4Medical Research Council Toxicology Unit, University of Cambridge, Cambridge, UK
5Cancer Research UK Beatson Institute, Glasgow, UK
6Oncology R&D, Research and Early Development, AstraZeneca R&D, Cambridge, UK
7Department of Oncology, University of Cambridge, Cambridge, UK
8Department of Pathology, Cambridge University Hospitals NHS Foundation Trust,
Cambridge, UK
9School of Cancer Sciences, University of Glasgow, Glasgow, UK
10Oncology, AstraZeneca R&D Boston, Waltham, Massachusetts, USA 9School of Cancer Sciences, University of Glasgow, Glasgow, UK
10Oncology, AstraZeneca R&D Boston, Waltham, Massachusetts, USA Present affiliations The present affiliation of Brajesh P Kaistha is: Oncology R&D,
Research and Early Development, AstraZeneca, Cambridge, UK and Frances M
Richards is: Oncology R&D, Translational Medicine, AstraZeneca, Cambridge, UK. Targeting adenosine would represent an alternative
strategy to reduce the infiltration of protumorigenic
macrophages in PDAC lesions. One approach has been
the administration of a CSF1R inhibitor,35 which has
shown promising preclinical data that have not been trans-
lated in humans so far. A recent publication shows that
in CRC mouse models, the use of anti CSF1R treatment Acknowledgements All CRUK CI authors received research funding from Cancer
Research UK (Nos. C14303/A17197 and C9545/A29580). The Li Ka Shing Center
where this work was performed was generously funded by CK Hutchison Holdings
Limited, the University of Cambridge, CRUK, The Atlantic Philanthropies and others. This work was supported by Cancer Research UK (C9685/A27444) funding to
VG. The authors wish to thank all the CRUK Cambridge Institute core facilities, 19 Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 Open access References 28 Zhang Y, Velez-Delgado A, Mathew E, et al. Myeloid cells
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regulatory T cells promotes hepatic metastatic tumor growth in mice. Gastroenterology 2010;139:1030–40. 35 Candido JB, Morton JP, Bailey P, et al. Csf1R+ Macrophages
sustain Pancreatic tumor growth through T cell suppression and
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Nucleotidase (Cd73) regulation by hypoxia-inducible Factor-1
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cGAS-STING and cooperates with Cd39 to promote Pancreatic
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receptor on alternatively activated Macrophages and contributes to
pulmonary fibrosis. FASEB J 2017;31:4745–58. 37 King RJ, Shukla SK, He C, et al. Cd73 induces GM-CSF/MDSC-
mediated suppression of T cells to accelerate Pancreatic cancer
pathogenesis. Oncogene 2022;41:971–82. 56 Rahib L, Smith BD, Aizenberg R, et al. Projecting cancer
incidence and deaths to 2030: the unexpected burden of thyroid,
liver, and Pancreas cancers in the United States. Cancer Res
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Immunotherapy. Immunity 2018;49:178–93. 39 Young A, Ngiow SF, Barkauskas DS, et al. Co-inhibition of Cd73 and
A2Ar adenosine signaling improves anti-tumor immune responses. Cancer Cell 2016;30:391–403. 57 Mellman I, Coukos G, Dranoff G. Cancer Immunotherapy comes of
age. Nature 2011;480:480–9. 58 O’Hara MH, O’Reilly EM, Varadhachary G, et al. Cd40 agonistic
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with or without Nivolumab, for the treatment of metastatic Pancreatic
adenocarcinoma: an open-label, Multicentre, phase 1B study. Lancet
Oncol 2021;22:118–31. 40 Dunlop CR, Wallez Y, Johnson TI, et al. Complete loss of ATM
function augments replication catastrophe induced by ATR inhibition
and Gemcitabine in Pancreatic cancer models. Br J Cancer
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unlocking Multimodal molecular tissue imaging. Anal Chem
2020;92:11080–8. 59 Padrón LJ, Maurer DM, O’Hara MH, et al. Sotigalimab and/or
Nivolumab with chemotherapy in first-line metastatic Pancreatic
cancer: clinical and immunologic analyses from the randomized
phase 2 PRINCE trial. Nat Med 2022;28:1167–77. 42 Adusumilli R, Mallick P. Data conversion with Proteowizard
msConvert. Methods Mol Biol 2017;1550:339–68. Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457 References p
60 Biasci D, Smoragiewicz M, Connell CM, et al. Cxcr4 inhibition in
human Pancreatic and colorectal cancers induces an integrated
immune response. Proc Natl Acad Sci U S A 2020;117:28960–70. ;
43 Race AM, Styles IB, Bunch J. Inclusive sharing of mass Spectrometry
imaging data requires a converter for all. J Proteomics 2012;75:5111–2. 44 Bailey P, Chang DK, Nones K, et al. Genomic analyses identify
molecular subtypes of Pancreatic cancer. Nature 2016;531:47–52. p
61 Bockorny B, Semenisty V, Macarulla T, et al. BL-8040, a Cxcr4
antagonist, in combination with Pembrolizumab and chemotherapy
for Pancreatic cancer: the COMBAT trial. Nat Med 2020;26:878–85. yp
45 Nagy Á, Munkácsy G, Győrffy B. Pancancer survival analysis of
cancer hallmark genes. Sci Rep 2021;11:6047. 62 Fong L, Hotson A, Powderly JD, et al. Adenosine 2A receptor
blockade as an Immunotherapy for treatment-refractory renal cell
cancer. Cancer Discov 2020;10:40–53. 46 Liu J, Lichtenberg T, Hoadley KA, et al. An integrated TCGA Pan-
cancer clinical data resource to drive high-quality survival outcome
Analytics. Cell 2018;173:400–16. 63 Hiraoka N, Ino Y, Sekine S, et al. Tumour necrosis is a postoperative
Prognostic marker for Pancreatic cancer patients with a high
Interobserver reproducibility in histological evaluation. Br J Cancer
2010;103:1057–65. y
47 Williamson K. Code for the analysis and Visualisation of Rnaseq
data (Adenopdac) of: defining the spatial distribution of extracellular
adenosine revealed a myeloid-dependent immunosuppressive 21 Graziano V, et al. J Immunother Cancer 2023;11:e006457. doi:10.1136/jitc-2022-006457
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German
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Elemente und Ephemeride von 1910 LD
|
Astronomische Nachrichten
| 1,911
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public-domain
| 877
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80 80 4469 79 Ephemeride des Fayeschen Kometen 1910 e
gerechnet fur l z h M. Z. Berlin mit den Elementen aus Lick Bull. 187. 191 I
Jan. 30
37
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Die Helligkeit H beruht auf einer Schatzung von Prof. A. Abetti 1910 Dez. 31
Kiel, Bureau der Astr. Nachr., 1911 Jan. 28. ( 1 2 ~ )
log Y
0.304 I
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p = 18.~535
211 = 102"41!7
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Ephemeride. r z h M. Z. Gr. 1911 Jan. 2 1
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5 34.4
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+34"46!9
Die erste I'latte ist etwas weniger
einer andern von 1910 Okt. ~
~~
I n h a l t zu Nr. 4469. CV. ZurhcZZen. Ein Beitrag zur Kenntnis des Stundenwinkelfehlers astrophotographischer Aufnahmen. 65. - 0, Mezyner.
Die gunstigste Beobachtungszeit in Potsdam. 75. - W. Ceraski. Trois variables nouvelles. 77. - M. EbeZZ. Ephemeride
des Fayeschen Kometen 1910 e. 79. - N. Haponowicz. Elemente und Ephemeride von 1910 LD. 79. - M. MiindZer.
Notiz betreffend einen roten Stern. 79. Geschlossen I ~ T I
Febr. I . Heraiisgeber H. K O
b o l d . Druck von C. Schaidt (Georg Oheim, Alfred Oheim). Expedit I
Febr. I . Heraiisgeber H. K O
b o l d . Druck von C. Schaidt (Georg Oheim, Alfred Oheim). Expedition: Kiel, Moltkestr. So. 80 13 mit I Stunde Expositionszeit ist der Stern BD +34"56 (8m1) oh 1 9 ~ 5 1 %
(1855.0) nicht zu sehen, obwohl beide Platten die Sterne bis etwa 10715 enthalten. gut fokussiert als die zweite. Es scheint sich um einen sehr roten Stern zu handeln.*) Mundenheim, 191 I Jan. 26. Max Mundler. *) Der Stern ist Nr. 39 in Kriigers Katalog farbiger Sterne (Farbe 8c.9, Spektrum IV) = Birm. Esp. 10 = Kii 165 (GrOOe 7m87,
Nach Haw. Ann. 55.88 fand Prof. 0. C. Wendell in 4 Nachten 1906 Febr. 10 bis Okt. 2 durch photometrische Beobachtungen eine
rotlich). Helligkeitsschwankung von om36. Red.
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English
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BLUNDER DETECTION TECHNIQUES IN ADJUSTMENT COMPUTATIONS
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Maǧallaẗ al-handasaẗ/Journal of engineering
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cc-by
| 6,501
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BLUNDER DETECTION TECHNIQUES IN ADJUSTMENT
COMPUTATIONS Mr. Bashar Saleem
Dept.of Surveying. College of Engineering. University of Baghdad Mr. Jareer Jabir
Dept.of Surveying. College of Engineering. University of Baghdad Mr. Hussein Alwan
Dept.of Surveying. College of Engineering. University of Baghdad Volume 13 June 2007 Volume 13 June 2007 Journal of Engineering Number 2 ABSTRACT In adjustment of geodetic and photogrammetric networks, the surveying engineer faces many
problems, such as errors of blunder nature in the observations (when comparing the homogeny of
precision) make these observations odd from the result, and effecting directly on observation values after
adjustment, and the statistical results after analysis as, adjusted coordinates of points, standard deviations,
and ellipse of errors. The research is deal with some of the most common usage of statistical methods to detect these
odds observations to confirm which best method is, by studying the advantages and disadvantages of each
method to geodetic network. g
Three statistical methods will use in the analysis, these are:- Three statistical methods will use in the analysis, these are:- Three statistical methods will use in the analysis, these are:- 1. Standardized residuals method 2. F-t test 3. Robust estimation method 3
The adjustments were accomplished by preparing a Matlab program with the three blunder detection
methods and the results were evaluated and some scientific conclusions were reached. It was found that the robust estimation method represent the better blunder detection technique due to its The adjustments were accomplished by preparing a Matlab program with the three blunder detection
methods and the results were evaluated and some scientific conclusions were reached. The adjustments were accomplished by preparing a Matlab program with the three blunder detection
methods and the results were evaluated and some scientific conclusions were reached. It was found that the robust estimation method represent the better blunder detection technique due to its
ability in what is called (multi-blunder detection) , and the resulted higher accuracy indices. It was found that the robust estimation method represent the better blunder detection technique due to its
ability in what is called (multi-blunder detection) , and the resulted higher accuracy indices. UN
C
ON
O S
The used methods for blunder detection will be explained theoretically and mathematically as follows: The used methods for blunder detection will be explained theoretically and mathematically as follows: The used methods for blunder detection will be explained theoretically and mathem INTRODUCTION When computing and adjusting geodetic networks, It is quiet important to ensure that the
considered observations are free of blunders and systematic errors, and therefore the results are only
affected by the random errors which presented in every measuring process. Obviously, precaution in the observation process has to be the first step to avoid undesirable error
appearance. Moreover, an adequate data filtering previous to the adjustment, checking reciprocal
observations, and closures even with more detailed schemes is a suitable routine to be adopted in order to
detect and eliminate the wrong observations. Blunders or mistakes could be defined as obviously incorrect data points or results that are not
reasonably close to the expected value. Some blunder or systematic errors may slip into the adjustment
process. So it would be interested to deal with the subject that deals with the blunder detection. KEY WORDS EY WORDS
under detection, Geodetic Networks, Robust Estimation, Standardized Residual. Blunder detection, Geodetic Networks, Robust Estimation, Standardized Residual. Blunder detection, Geodetic Networks, Robust Estimation, Standardized Residual. ABSTRACT ا
عىذ تصحيح انشبكاث انجيُديسيت َشبكاث انتخهيج انجُي تعتشض مٍىذس
انمساح
ت جمهت مه األ
مرُس مى ٍرا َجرُد طاءراا راث غرالط هءر
ف لعط االسصاداث (عىذ مقاسوت تجاوس انذقت) تجعم مه ٌزي االسصاداث شارة عه انبقيت ,َترثحش لصرُسة مباشرشة عهرم قري
االسصراداث
لعذ ان
ت
صحيح َانىتائج االحصائيت لعذ انتحهيم ك اإلحذاحياث
ا نمصححً نهىقاغَ
االوحشافاث انمعياسيت
اظافت انرم
انشركم
االٌهيهيجر ن
ألاءراا
.انىاتجت
يتىاَل
انبحج
مجمُع
ت مه ا نءشق اإلحصائيت انشائعت
َانمستخذمت نهكشر عره ٌرزي انشصرذاث انشرارة
القرشاس انءشيقرت االفعرم مره ار ل
دساست محاسه َ مساَئ كم غشيقت نشبكت جيُديسيت .حيج ااتيشث ح ح
ت
غشق: احصائيت متمخهت لاالت
1. غشيقت انبُاق انقياسيت
(Standardized residuals method)
2غ يقت ااتبا(F t) test .انىاتجت
يتىاَل
انبحج
مجمُع
ت مه ا نءشق اإلحصائيت انشائعت
َانمستخذمت نهكشر عره ٌرزي انشصرذاث انشرارة
القرشاس انءشيقرت االفعرم مره ار ل
دساست محاسه َ مساَئ كم غشيقت نشبكت جيُديسيت .حيج ااتيشث ح ح
ت
غشق: احصائيت متمخهت لاالت
1. غشيقت انبُاق انقياسيت
(Standardized residuals method)
ا
غ قت ا يتىاَل
انبحج
مجمُع
ت مه ا نءشق اإلحصائيت انشائعت
َانمستخذمت نهكشر عره ٌرزي انشصرذاث انشرارة
القرشاس انءشيقرت االفعرم مره ار ل
دساست محاسه َ مساَئ كم غشيقت نشبكت جيُديسيت .حيج ااتيشث ح ح
ت
غشق: احصائيت متمخهت لاالت ش
س
ش
ش
1. غشيقت انبُاق انقياسيت
(Standardized residuals method) 2. غشيقت ااتباس
(F-t) test 3. غشيقت انتخميه انمتي
ه
(Robust estimation method)
َلاعذاد لشوامج لهغت (Matlab)
ت
َ اجشاا انتصحيح تخمريه انىترائج
ن
هحصرُل عهرم لعرط االسرتىتاجاث انعهميرت َا نكشر عره انشصرذاث
انشارة لتءبيق انءشق انخ ث طع ي. 1485 B. Saleem Blunder Detection Techniques in Adjustment Computations
H. Alwan
J. Jabir
َقذ َجذ ان غشيقت انتخميه انمتيه (Robust estimation method )
تمخرم طفعرم تقىيرً فر انكشر عره انشصرذاث انشرارة اسرتىادا نرم
قالهيت انءشيقت ف انكش انمتعذد نهشصذاث انشارة (multi –blunder detection)
َلسبب انذقت انعانيت انت تُفشٌا ٌزي انءشيقت مقاسورت
مط انءشيقتيه ا
ألاشييه B. Saleem
H. Alwan
J. Jabir Blunder Detection Techniques in Adjustment Computations B. Saleem
H. Alwan
J. Jabir Blunder Detection Techniques in Adjustment Computations Blunder Detection Techniques in Adjustment Computations َقذ َجذ ان غشيقت انتخميه انمتيه (Robust estimation method )
تمخرم طفعرم تقىيرً فر انكشر عره انشصرذاث انشرارة اسرتىادا نرم
قالهيت انءشيقت ف انكش انمتعذد نهشصذاث انشارة (multi –blunder detection)
َلسبب انذقت انعانيت انت تُفشٌا ٌزي انءشيقت مقاسورت
مط انءشيقتيه ا
ألاشييه. Since a computed parameter divided by its standard deviation which is a random normal variable,
we can compute a (t) value as: Standardized Residual The detection of blunder among the observations was treated using a technique pioneered by the
geodesist Baarda (1968). In Baarda’s method a statistical test which is called as Standardized residuals
used to detect blunder [Baarda, 1968]. Blunders will affect the observations badly and produce incorrect estimations of the unknowns and
their covariance matrix. If the blunders are detected by a statistical test, then those contaminated
observations are removed, the network is re-adjusted, and we obtain the final results. This method of standardized residuals, detect one blunder in every iteration and remove it from the
observations, and readjust the network with the original observations, the iterations continued until
remove all blunders and until the chi square test (2) passed depend upon the significance level, variance
and the degree of freedom. The method also depends on computing the variance-covariance matrix of
residuals
vv
. The standardized residuals are computed as: ii
i
i
q
v
v ii
i
i
q
v
v (1) (1) Where
iv is the standardized residual, Where
iv is the standardized residual, iv is the residual, and ii
q is the diagonal element of the
vv
matrix. ii
q is the diagonal element of the
vv
matrix. Since a computed parameter divided by its standard deviation which is a random normal variable,
we can compute a (t) value as: 1486 1486 Volume 13 June 2007
Number 2 Volume 13 June 2007 Journal of Engineering 0
0
S
v
S
v
q
S
v
t
i
v
i
ii
i
i
i
(2) However, this equation should be based on "good "value for the reference variance since a
blunder automatically affects the value of
0
S , the method summarized as follows: asurements that qualify for rejection. 1) Locate all measurements that qualify for rejection. 1) Locate all measurements that qualify for rejection. 1) Locate all measurements that qualify for rejection. 2) Reject the single observation with the largest standardized residuals. 2) Reject the single observation with the largest standardized residuals. 3) Repeat adjustment 1& 2 until all observations qualify for rejection are rejected, and until
(goodness of fit) pass. Robust estimation method The method is the latest method for blunders detection, that was obtained by scientist Huber in 1981
[Huber, 1981] and developed in 1990's [Francis, 2004]. The basics of this method are depending upon the
original weights of observations. The method is the latest method for blunders detection, that was obtained by scientist Huber in 1981
[Huber, 1981] and developed in 1990's [Francis, 2004]. The basics of this method are depending upon the
original weights of observations. Ordinary Least square adjustment is not sensitive to the blunder in the observation. From the Figure
(1) below, it could be noticed how the regression line of least square dropped to the blunder points ,and
affect the regression line by this amount ,but if we use the method of robust estimation that resistant to
blunder the problem will be very different . The regression line by both ordinary least square method, and robust line fit shown, and it could be
noticed how the blunder point could not affect the regression line of the robust estimation method, and
how affects on the least square line regression. Robust estimation method will treat the blunder from a new view of point, which will compute a
weight through a special function upon the scientific function which detect blunder and give a correct
result, then treat the blunder. Robust estimation method will treat the blunder from a new view of point, which will compute a
weight through a special function upon the scientific function which detect blunder and give a correct
result, then treat the blunder. One can notice how the blunder points dropped the least square line towards the blunder points, how
the regression line of robust estimation is canceled the blunder point and how resistant the dropping of the
blunder point and did not let it to affect the line of regression. 1487 1487 B. Saleem Blunder Detection Techniques in Adjustment Computations
H. Alwan
J. Jabir
Fig (1). robust regression line and ordinary least square regression line (with one blunder). Blunder Detection Techniques in Adjustment Computations Fig (1). robust regression line and ordinary least square regression line (with one blunder). Specifies a weight function, a tuning constant, and the presence or absence of a constant term. The weight
function can be any of the names listed in the following Table (1). Table (1). Weight function used in robust estimation function. tune: the tuning constant from table (1), s: an estimate of the standard deviation of the error term. s = MAD/0.6745, and Volume 13 June 2007
Number 2 Volume 13 June 2007
Number 2 Volume 13 June 2007 Journal of Engineering 4) If the value of
ir is greater than rejection level, then this observation is considered as a blunder,
and it must be down weighted to a new weight according to the weight function in the table above. F-T TEST METHOD It is one of the traditional methods for detecting blunders; it was presented by the researcher Xu
Pieliang. The basic of this method depends upon the tests F-t. Initially F test used for the global test and
then t test to check for each blunder immediately after an F test. The U statistics here is actually the 2
statistics given by Stefanovic [Xu Pieliang, 1987]. Compared with an F test or (2) test, this method is convenient for testing each blunder after the global
test, and makes it possible to discuss the relationship of significance levels between the global test and the
test of each blunder. Let the mathematical model be: V
B
L
Robust estimation method Tune
constant
Meaning
Weight
function
1.339
r
r
r
abs
W
/
)
sin(
))
(
(
Andrew
4.685
2
2)
1(
))
(
(
r
r
abs
W
Bisquare
2.385
)
1
/(
1
2r
W
Cauchy
1.400
))
(
1
/(
1
r
abs
W
Fair
1.345
))
(
/(
1
r
abs
W
Huber
1.205
r
r
W
/)
tanh(
Logistics
2.795
))
(
/(
1
r
abs
W
Talwar
2.985
)
exp(
2
r
W
Welsech Table (1). Weight function used in robust estimation function. Procedure for robust estimation method could be summarized as follow: Procedure for robust estimation method could be summarized as follow 1) Solve as ordinary least square method 2) Solve for hat matrix Hˆ (covariance of observations) Where: t
t
B
B
B
B
H
1
)
(
3) Compute r t
t
B
B
B
B
H
1
)
( (3) 3) Compute r 3) Compute r )
-
1(
ii
i
i
h
s
tune
V
r
(4) Where: iV : the residuals of observation i, iV : the residuals of observation i, tune: the tuning constant from table (1), tune: the tuning constant from table (1), tune: the tuning constant from table (1), s: an estimate of the standard deviation of the error term. s = MAD/0.6745, and
ii
h : the vector of leverage values (diagonal element of the hat matrix H). ii
h : the vector of leverage values (diagonal element of the hat matrix H). ii
h : the vector of leverage values (diagonal element of the hat matrix H ii
h : the vector of leverage values (diagonal element of the hat matrix H). The quantity MAD is the median absolute deviation of the residuals. The constant 0.6745 makes
the estimate unbiased for the normal distribution. 1488 Number 2 V
B
L
)
(
vv
t
t
B
B
W
B
B
W
(16)
2
1
-
1
1
1
1
-
]
)
(
[
t
i
t
i
i
vv
B
B
W
B
B
W
(17) )
ˆ(
)
(
2
2
l
D
l
D
vv
2
2
1
1
1
1
2
1
2
. )
(
vv
t
t
B
B
W
B
B
W
2
1
-
1
1
1
1
-
]
)
(
[
t
i
t
i
i
vv
B
B
W
B
B
W
(16) (17) To test if blunders exist in
2ˆV we test the zero hypotheses: To test if blunders exist in
2ˆV we test the zero hypotheses: (18) 0
2
L
Ho 0
2
L
Ho
(18)
When a priori value of the unit weight variance is known, the quadratic form: )
(
~
ˆ
ˆ
2
2
1
2
V
V
U
vv
t
(19)
If eq. (18) is correct the noncentral parameter (δ) of U is equal to zero; otherwise,
1
)
ˆ
(
L
V
D
Lt
)
(
~
ˆ
ˆ
2
2
1
2
V
V
U
vv
t
(19) If eq. (18) is correct the noncentral parameter (δ) of U is equal to zero; otherwis
1 ˆ 2
2
1
2
)
ˆ
(
L
V
D
Lt
. 2
2
1
2
)
ˆ
(
L
V
D
Lt
. (20) 2
2
2
tics U is Stefanovic’s 2 tests. In fact statistics U is Stefanovic’s 2 tests. In fact statistics U is Stefanovic’s 2 tests. V
B
L
(5) (5) Where B: the design matrix, L: the observational vector with the weight matrix W, L: the observational vector with the weight matrix W, g
Δ: the vector with u unknown parameters, and p
V: the normally distributed error vector. V: the normally distributed error vector. If there are blunder in (l ), eq. (5) is rewritten as: If there are blunder in (l ), eq. (5) is rewritten as: If there are blunder in (l ), eq. (5) is rewritten as: 1
1
1
V
B
l
1
1
1
V
B
l
(6)
2
2
2
2
V
l
B
l
(7)
h (6) 2
2
2
2
V
l
B
l
2
2
2
2
V
l
B
l
(7) Where: Where: 1
B : a matrix with full column rank, 1
B : a matrix with full column rank, 1l : a no-blunder observational error, 1l : a no-blunder observational error, 2l : may be considered to be a vector containing some blunders (
2l
) after the initial
identification, and V1 and V2 are the normally distributed error vectors of ( 1l ) and ( 2l ), respectively. The ordinary least square solutions are: The ordinary least square solutions are: )
(
)
(
1
1
1
1
1
1
1
l
W
B
B
W
B
t
t
(8)
xx
=
1
-
1
1
1
)
(
B
W
Bt
2
(9)
)
(
ˆ
1
1
1
2
u
m
n
V
W
V t
(10)
1
1
1
l
B
V
(11) )
(
)
(
1
1
1
1
1
1
1
l
W
B
B
W
B
t
t
xx
=
1
-
1
1
1
)
(
B
W
Bt
2
)
(
ˆ
1
1
1
2
u
m
n
V
W
V t
1
1
1
l
B
V
(9) (10) (11) 1489 B. Saleem Blunder Detection Techniques in Adjustment Computations
H. Alwan
J. Jabir B. Saleem Blunder Detection Techniques in Adjustment Computations
H. Alwan
J. V
B
L
ˆ
l
W
B
B
W
B
B
B
l
t
t
(12) For each element ( 2ˆl ) of ( 2l ) (i > n-m):
1
)
(
ˆ
l
W
B
B
W
B
B
l
t
t
For each element ( 2ˆl ) of ( 2l ) (i > n-m):
1
1
1
1
1
1
1
)
(
ˆ
l
W
B
B
W
B
B
l
t
t
i
i
Where 2
2
1
1
1
1
1
1
1
)
(
ˆ
l
W
B
B
W
B
B
l
t
t
i
i
(13) Where iB : a row vector of
2
B . The predicted residuals vector is therefore (denoted by
2ˆV ) The predicted residuals vector is therefore (denoted by
2ˆV ) The predicted residuals vector is therefore (denoted by
2ˆV )
2
2
2
2
2
-
ˆ
-
ˆ
B
l
l
l
V
(14)
For each element of
2ˆV
2
2
2
2
2
-
ˆ
-
ˆ
B
l
l
l
V (14) For each element of
2ˆV For each element of
2ˆV For each element of
2
V
i
i
i
B
l
V
-
ˆ
(15)
i
i
i
B
l
V
-
ˆ
i
i
i
B
l
V
-
ˆ (15)
i
i
i
B
l
V
-
(15)
If ( 1l ) and ( 2l ) are unrelated, ( 2l ) is unrelated to Δ, thus we can get from eq. (14) and (15) (
)
If ( 1l ) and ( 2l ) are unrelated, ( 2l ) is unrelated to Δ, thus we can get from eq. (14) and (15) (
)
If ( 1l ) and ( 2l ) are unrelated, ( 2l ) is unrelated to Δ, thus we can get from eq. (14) and (15) )
ˆ(
)
(
2
2
l
D
l
D
vv
2
2
1
1
1
1
2
1
2
. V
B
L
Jabir
Where
1
W : the weight matrix of ( 1l ), and
n: total number of observations,
The predicted vector ( 2ˆl ) of ( 2l ) is:
1
1
1
1
1
1
1
2
2
2
)
. . (
ˆ. ˆ
l
W
B
B
W
B
B
B
l
t
t
(12)
For each element ( 2ˆl ) of ( 2l ) (i > n-m):
1
1
1
1
1
1
1
)
(
ˆ
l
W
B
B
W
B
B
l
t
t
i
i
(13)
Where Blunder Detection Techniques in Adjustment Computations Where
1
W : the weight matrix of ( 1l ), and
n: total number of observations,
The predicted vector ( 2ˆl ) of ( 2l ) is:
1
1
1
1
1
1
1
2
2
2
)
. . (
ˆ. ˆ
l
W
B
B
W
B
B
B
l
t
t
(12)
For each element ( 2ˆl ) of ( 2l ) (i > n-m):
1
1
1
1
1
1
1
)
(
ˆ
l
W
B
B
W
B
B
l
t
t
i
i
(13)
Where Where
1
W : the weight matrix of ( 1l ), and
n: total number of observations,
ˆ The predicted vector ( 2ˆl ) of ( 2l ) is:
1
1
1
1
1
1
1
2
2
2
)
. . (
ˆ. ˆ
l
W
B
B
W
B
B
B
l
t
t
The predicted vector ( 2ˆl ) of ( 2l ) is:
1
1
1
1
1
1
1
2
2
2
)
. . (
ˆ. 1) Initial identification of blunders. 1) Initial identification of blunders. 2) Division of model in eq. (5) into two parts–the adjustment model in eq.(6) and the prediction
model in eq.(7) according to the initial identification and then solving for Δ in eq. (8), the predicted
residuals vector
2ˆV from eq. (16) and its variance-covariance matrix. 3) Use of the F test for the global test. If the zero hypotheses are rejected, further investigation (a t
test) is needed to determine which ( il ) is responsible. 3) Use of the F test for the global test. If the zero hypotheses are rejected, further investigation (a t
test) is needed to determine which ( il ) is responsible. V
B
L
Now we further establish two statistics, denoted by F and t, respectively [Xu Pieliang, 1987]:
2
2 /
ˆ
/
/
m
U
F 2
2
1
2
1
1
1
1
2
1
-
2
ˆ
/
ˆ
]
)
(
m
V
B
B
W
B
B
W
t
t
-m-t) 2
2
1
2
1
1
1
1
2
1
-
2
2
ˆ
/
ˆ
]
)
(
[
ˆ
m
V
B
B
W
B
B
W
V
F
t
t
t
~F (m, n-m-t) 2
2
1
2
1
1
1
1
2
1
-
2
2
ˆ
/
ˆ
]
)
(
[
ˆ
m
V
B
B
W
B
B
W
V
F
t
t
t
(21) ( ,
)
Using eq. (21) we can conveniently test whether ( 2l ) contain some blunders. When the zero hypotheses
are rejected, further testing is needed to determine which ( 2l ) is responsible. Using eq. (21) we can conveniently test whether ( 2l ) contain some blunders. When the zero hypotheses
are rejected, further testing is needed to determine which ( 2l ) is responsible. Therefore establish the zero hypotheses for each elements of ( 2l ): Therefore establish the zero hypotheses for each elements of ( 2l ): Therefore establish the zero hypotheses for each elements of ( 2l ): 1490 Volume 13 June 2007
Number 2 Volume 13 June 2007
Number 2 Journal of Engineering 0
2
L
Ho (22) It is clear that when eq. (21) is correct, 2
2 /
ˆ
/
ˆ
vv
v
t
~t (n-m-t) 2
2 /
ˆ
/
ˆ
vv
v
t
(23)
~t (n-m-t) 2
2 /
ˆ
/
ˆ
vv
v
t
(23)
~t (n-m-t) 2
2 /
ˆ
/
ˆ
vv
v
t
(23) After the F test, the t test can therefore be used to detect blunder in ( 2l ). It is not difficult to see
that a (t) test makes it easy to test each element ( il ) of ( 2l ). The steps according to this method may be summarized as follow: 1) Initial identification of blunders. APPLICATION TO ACTUAL NETWORK: For mathematical verification, a combined (Hybrid) geodetic net were chosen, which was adjusted
by [Ghilani, 1994]. The systematic errors are corrected and the observed distances are reduced to mean
see level. Goodness of fit test for this net after ordinary least square adjustment was failed which means
that blunders exist, so the net was suitable to check our methods for blunders detection. For mathematical verification, a combined (Hybrid) geodetic net were chosen, which was adjusted
by [Ghilani, 1994]. The systematic errors are corrected and the observed distances are reduced to mean
see level. Goodness of fit test for this net after ordinary least square adjustment was failed which means
that blunders exist, so the net was suitable to check our methods for blunders detection. specifications of this network were as follows [Ghilani, 1994]; (see appendix A)
T
l
i
(2000 2001) The specifications of this network were as follows [Ghilani, 1994]; (see appendix A)
-Two control points (2000, 2001). -11 unknown points. p
-19 distance observations, and 17 angles. Fig (2) shows the configuration of the net. 1491 B. Saleem Blunder Detection Techniques in Adjustment Computations
H. Alwan
J. Jabir Blunder Detection Techniques in Adjustment Computations Fig (1). Configuration of the geodetic net Fig (1). Configuration of the geodetic net CONCLUSIONS Among all the weight functions used in robust estimation method it is highly recommended to use
the (Cauchy) weight function. RESULTS AND DISCUSSIONS RESULTS AND DISCUSSIONS After performing the least square adjustment, each method was checked for blunders detection in
the observation. The results had been summarized in the Table (2) Table (2) Comparison between blunder detection methods used for adjustin ison between blunder detection methods used for adjusting the geodetic network. Table (2) Comparison between blunder detection methods used for adjusting the geodetic network. he
adj
ust
me
nt
of
the
abo
ve
net
work by using 1st method (Standardized residuals) was done by [Ghilani, 1994], while this research adjust
the same network by using the two other methods. Method
Iteration
2
test
±σ
Blundered
observations
Redundancy
Standardized residuals method
3
Pass
1.162
2
12
Robust estimation method
1
(One step)
Pass
0.983
2
14
F-t test method
1
(Two steps)
Pass
1.165
2
12 T work by using 1st method (Standardized residuals) was done by [Ghilani, 1994], while this research adjust
the same network by using the two other methods. work by using 1st method (Standardized residuals) was done by [Ghilani, 1994], while this research adjust
the same network by using the two other methods. 1492 Volume 13 June 2007 Number 2 Journal of Engineering It was found that the robust estimation method represent the better blunder detection technique due to its
ability in what is called (multi-blunder detection), and the resulted higher accuracy indices, this is obvious
from the comparing the values of ( ±σ). CONCLUSIONS It could be concluded the following: 1. It is clear that standardized residuals method, Robust estimation method and F-t test method are
all effective in blunder detection. 1. It is clear that standardized residuals method, Robust estimation method and F-t test method are
all effective in blunder detection. 2. A disadvantage on standardized residuals method was noticed, in that it is an iterative procedure
or a single blunder detection technique. Robust estimation and F-t test has the advantage in that it
is a multiple blunder detection techniques. 2. A disadvantage on standardized residuals method was noticed, in that it is an iterative procedure
or a single blunder detection technique. Robust estimation and F-t test has the advantage in that it
is a multiple blunder detection techniques. 3. From the two applications discussed, it is quite evident that Robust estimation technique gives a
lower value for the final variance of unit weight (
2
0ˆ) and also for the standard deviations of the
adjusted unknown, which indicates that Robust estimation is the best blunder detection method. This lower value of variance could be explained in that the redundancy (n-u) remain fixed while in
the standardized residuals method and F-t test method the redundancy decreased each time a 3. From the two applications discussed, it is quite evident that Robust estimation technique gives a
lower value for the final variance of unit weight (
2
0ˆ) and also for the standard deviations of the
adjusted unknown, which indicates that Robust estimation is the best blunder detection method. g
(
0 )
adjusted unknown, which indicates that Robust estimation is the best blunder detection method. This lower value of variance could be explained in that the redundancy (n-u) remain fixed while in
the standardized residuals method and F-t test method the redundancy decreased each time a
blunder detected and removed This lower value of variance could be explained in that the redundancy (n-u) remain fixed while in
the standardized residuals method and F-t test method the redundancy decreased each time a
blunder detected and removed This lower value of variance could be explained in that the redundancy (n-u) remain fixed while in
the standardized residuals method and F-t test method the redundancy decreased each time a
blunder detected and removed 4. Among all the weight functions used in robust estimation method it is highly recommended to use
the (Cauchy) weight function. 4. REFERENCES Baarda, W. (1968), A Testing Procedure for Use in Geodetic Networks, Netherlands Geodetic
Commission Publ. On Geodesy, New series 2, No. 5, Delft 1968 Francis, W.O.Adoul (2004), Robust Geodetic Parameter Estimation under Least Square through
Weighting on the Basis of the Mean Square Error, Netherlands Geodetic Commission, publication on
Geodesy ,New Series ,Vol.2,No.5,Delft, 2004. Francis, W.O.Adoul (2004), Robust Geodetic Parameter Estimation under Least Square through
Weighting on the Basis of the Mean Square Error, Netherlands Geodetic Commission, publication on
Geodesy ,New Series ,Vol.2,No.5,Delft, 2004. Huber, P.J., (1981), Robust Statistics, John Wiley& Sons, New York. Wolf & Ghilani (1994), Adjustment Computations, John Wily & Sons, New York. Wolf, Paul R.(1982), Elements of Photogrammetry, 2nd edition, John Wily & Sons, New York Xu Pieliang (1987) A test method for many outliers, ITC journal, No.4, 1987. SOLUTION Adjusted stations
Error ellipse confidence level at 0.950
Station X Y Sx Sy Su Sv t
================================================================================
1 2,477,236.78 420,351.57 26.138 27.582 95.745 40.382 137.21°
2 2,477,500.02 419,949.06 18.862 32.883 95.031 41.414 158.93°
3 2,477,835.61 420,206.18 22.972 41.726 124.575 38.036 155.07°
4 2,478,007.59 420,410.17 28.839 47.264 145.573 41.617 151.30°
5 2,477,631.63 420,566.15 32.636 36.320 127.266 40.399 138.75°
6 2,477,667.20 420,320.89 26.259 37.620 118.995 39.741 147.78°
102 2,476,455.42 419,742.35 9.931 6.023 27.726 15.494 75.95°
103 2,476,731.25 419,918.44 14.445 13.310 40.980 34.721 120.10°
201 2,476,576.61 419,589.00 8.329 9.077 27.541 19.397 37.62°
202 2,476,948.76 419,330.06 12.410 16.494 46.100 32.569 16.98°
203 2,477,465.47 419,816.79 15.649 30.287 85.777 36.510 163.29°
Adjusted Distance Observations
Station Station
Occupied Sighted Distance V S Std.Res. Red.#
=======================================================================
1 3 616.23 0.495 5.356 26.05 0.746
1 2 480.95 0.243 5.921 13.29 0.689
3 1 616.23 0.495 5.356 26.05 0.746
3 4 266.81 -31.287 6.525 -1802.59 0.622*
3 6 203.77 1.789 6.889 106.83 0.579
3 5 413.76 3.317 5.059 171.47 0.773
3 2 422.77 0.069 5.459 3.67 0.736
5 2 630.97 1.394 6.012 76.87 0.679
5 1 449.39 -1.281 7.192 -79.16 0.541
5 6 247.83 1.225 7.100 74.85 0.553
5 4 407.04 9.153 7.819 614.84 0.458
5 3 413.76 3.297 5.059 170.43 0.773
102 103 327.25 -0.121 10.056 -17.16 0.103
103 1 665.70 -0.087 10.048 -12.18 0.105
201 202 453.37 0.268 10.526 92.01 0.017
202 203 709.85 0.075 10.051 10.51 0.104
203 3 537.24 0.060 10.056 8.53 0.103
2000 102 125.05 -0.188 10.138 -28.72 0.089
2001 201 425.95 0.048 10.063 6.82 0.102 Adjusted stations Adjusted stations
Error ellipse confidence level at 0.950
Station X Y Sx Sy Su Sv t
================================================================================
1 2,477,236.78 420,351.57 26.138 27.582 95.745 40.382 137.21°
2 2,477,500.02 419,949.06 18.862 32.883 95.031 41.414 158.93°
3 2,477,835.61 420,206.18 22.972 41.726 124.575 38.036 155.07°
4 2,478,007.59 420,410.17 28.839 47.264 145.573 41.617 151.30°
5 2,477,631.63 420,566.15 32.636 36.320 127.266 40.399 138.75°
6 2,477,667.20 420,320.89 26.259 37.620 118.995 39.741 147.78°
102 2,476,455.42 419,742.35 9.931 6.023 27.726 15.494 75.95°
103 2,476,731.25 419,918.44 14.445 13.310 40.980 34.721 120.10°
201 2,476,576.61 419,589.00 8.329 9.077 27.541 19.397 37.62°
202 2,476,948.76 419,330.06 12.410 16.494 46.100 32.569 16.98°
203 2,477,465.47 419,816.79 15.649 30.287 85.777 36.510 163.29° Adjusted Distance Observations Adjusted Distance Observations
Station Station
Occupied Sighted Distance V S Std.Res. REFERENCES 1493 Blunder Detection Techniques in Adjustment Computations Blunder Detection Techniques in Adjustment Computations APPENDIX (A)
Blunder detection example
============================
Number of Control Stations = 2
Number of Unknown Stations =11
Number of Distance observations = 19
Number of Angle observations = 17 APPENDIX (A) Blunder detection example
============================
Number of Control Stations = 2
Number of Unknown Stations =11
Number of Distance observations = 19
Number of Angle observations = 17 Initial approximations for unknown stations Initial approximations for unknown stations Control Stations Initial approximations for unknown stations Control Stations Station
X
Y
1
2 477 233.88
420 353.62
2
2 477 497.99
419 951.98
3
2 477 832.67
420 210.17
4
2 478 023.86
420 438.88
5
2 477 630.64
420 567.44
6
2 477 665.36
420 323.31
102
2 476 454.17
419 743.39
103
2 476 728.88
419 919.69
201
2 476 576.25
419 589.24
202
2 476 948.76
419 331.29
203
2 477 463.90
419 819.56 Station
X
Y
2000
2 476 334.60
419 710.09
2001
2 476 297.98
419 266.82 Distance Observations
Station
Occupied
Station
Sighted
Distance
S
1
3
615.74
0.02
1
2
480.71
0.02
3
1
615.74
0.02
3
4
298.10
0.02
3
6
201.98
0.02
3
5
410.44
0.02
3
2
422.70
0.02
5
2
629.58
0.02
5
1
450.67
0.02
5
6
246.61
0.02
5
4
397.89
0.02
5
3
410.46
0.02
102
103
327.37
0.02
103
1
665.79
0.02
201
202
453.10
0.02
202
203
709.78
0.02
203
3
537.18
0.02
2000
102
125.24
0.02 Distance Observations 1494 Volume 13 June 2007 Journal of Engineering Journal o
Volume 13 June 2007
Number 2
2001
201
425.90
0.02
Angle Observations
Station
Back sighted
Station
Occupied
Station
Fore sighted
Angle
S
2
1
3
316° 48' 00.5"
6.3"
2
3
4
167° 32' 28.0"
14.5"
2
3
6
71° 42' 51.5"
15.1"
2
3
5
98° 09' 36.5"
10.3"
2
3
1
51° 07' 11.0"
7.2"
203
3
2
8° 59' 56.0"
6.5"
2
5
3
318° 20' 54.5"
7.0"
1
5
3
268° 49' 32.5"
9.8"
6
5
3
338° 36' 38.5"
10.7"
3
5
4
324° 17' 44.0"
8.1"
2000
102
103
162° 58' 16.0"
28.9"
102
103
1
172° 01' 43.0"
11.8"
2001
201
202
263° 54' 18.7"
9.7"
201
202
203
101° 49' 55.0"
8.1"
202
203
3
176° 49' 10.0"
8.4"
102
2000
2001
109° 10' 54.0"
25.5"
2000
2001
201
36° 04' 26.2"
7.4" Jour
Volume 13 June 2007
Number 2
2001
201
425.90
0.02
Angle Observations
Station
Back sighted
Station
Occupied
Station
Fore sighted
Angle
S
2
1
3
316° 48' 00.5"
6.3"
2
3
4
167° 32' 28.0"
14.5"
2
3
6
71° 42' 51.5"
15.1"
2
3
5
98° 09' 36.5"
10.3"
2
3
1
51° 07' 11.0"
7.2"
203
3
2
8° 59' 56.0"
6.5"
2
5
3
318° 20' 54.5"
7.0"
1
5
3
268° 49' 32.5"
9.8"
6
5
3
338° 36' 38.5"
10.7"
3
5
4
324° 17' 44.0"
8.1"
2000
102
103
162° 58' 16.0"
28.9"
102
103
1
172° 01' 43.0"
11.8"
2001
201
202
263° 54' 18.7"
9.7"
201
202
203
101° 49' 55.0"
8.1"
202
203
3
176° 49' 10.0"
8.4"
102
2000
2001
109° 10' 54.0"
25.5"
2000
2001
201
36° 04' 26.2"
7.4" 1495 Blunder Detection Techniques in Adjustment Computations Blunder Detection Techniques in Adjustment Computations SOLUTION Red.#
=======================================================================
1 3 616.23 0.495 5.356 26.05 0.746
1 2 480.95 0.243 5.921 13.29 0.689
3 1 616.23 0.495 5.356 26.05 0.746
3 4 266.81 -31.287 6.525 -1802.59 0.622*
3 6 203.77 1.789 6.889 106.83 0.579
3 5 413.76 3.317 5.059 171.47 0.773
3 2 422.77 0.069 5.459 3.67 0.736
5 2 630.97 1.394 6.012 76.87 0.679
5 1 449.39 -1.281 7.192 -79.16 0.541
5 6 247.83 1.225 7.100 74.85 0.553
5 4 407.04 9.153 7.819 614.84 0.458
5 3 413.76 3.297 5.059 170.43 0.773
102 103 327.25 -0.121 10.056 -17.16 0.103
103 1 665.70 -0.087 10.048 -12.18 0.105
201 202 453.37 0.268 10.526 92.01 0.017
202 203 709.85 0.075 10.051 10.51 0.104
203 3 537.24 0.060 10.056 8.53 0.103
2000 102 125.05 -0.188 10.138 -28.72 0.089
2001 201 425.95 0.048 10.063 6.82 0.102 1496 Volume 13 June 2007
Number 2 Volume 13 June 2007 Journal of Engineering Adjusted Angle Observations
2 1 3 316°49'53.8" 113.32" 2334.36 28.07 0.411
2 3 4 167°35'29.5" 181.54" 5764.13 22.07 0.322
2 3 6 71°43'01.5" 10.01" 5660.17 1.05 0.397
2 3 5 97°55'08.5" -868.02" 2793.81 -101.88 0.684
2 3 1 51°06'18.6" -52.42" 2462.81 -10.32 0.498
203 3 2 8°59'35.6" -20.36" 3049.99 -13.36 0.055
2 5 3 318°25'19.8" 265.26" 1871.66 45.52 0.693
1 5 3 268°58'58.7" 566.22" 3246.9 79.45 0.529
6 5 3 338°42'49.1" 370.61" 4309.5 62.85 0.304
3 5 4 322°04'20.0" -8004.04" 3222.81 -1745.41 0.321*
2000 102 103 162°23'46.9" -2069.09" 10624.86 -110.49 0.420
102 103 1 171°57'47.3" -235.73" 5605.07 -112.46 0.032
2001 201 202 263°58'29.6" 250.90" 4536.27 104.48 0.061
201 202 203 101°52'55.9" 180.90" 3608.54 58.03 0.148
202 203 3 176°50'15.3" 65.26" 3819.12 23.14 0.113
102 2000 2001 109°40'20.8" 1766.77" 9348.51 106.51 0.423
2000 2001 201 36°07'53.9" 207.69" 3440.52 104.46 0.072
Station
Back
Sighted
Station
Occupied
Station
Fore
Sighted
Angle
V
S
Std. Res. Red. # Adjusted Angle Observations Adjustment Statistics
Iterations = 4
Redundancies = 14
Reference Variance = 232,981.728
Reference So = ±482.7
Failed to pass X² test at 95.0% significance level! X² lower value = 5.63
X² upper value = 26.12
Possible blunder in observations with Std.Res. > 1,588
Convergence! Possible blunder in observations with Std.Res. > 1,588 Convergence! SOLUTION Then the problem be as following:- Then the problem be as following:- Number of Control Stations = 2
Number of Unknown Stations = 11
Number of Distance observations = 18 (It was 19)
Number of Angle observations = 17 After that readjustment will be done. After that readjustment will be done. 1497
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